Building construction task allocation method and device, terminal equipment and storage medium

Abstract

The invention provides a building construction task allocation method and device, terminal equipment and a storage medium, and is suitable for the technical field of data processing. The method comprises the following steps: generating construction task allocation information according to historical building construction environment monitoring information, construction equipment state information, building construction site image information, constructor position information, constructor health information, construction material information and a construction task allocation model; responding to an execution completion instruction of the construction task allocation information, and according to the current building construction environment monitoring information, the construction equipment state information, the building construction site image information, the construction personnel position information, the construction personnel health information, the construction material information, the construction task allocation information and the construction task optimization model; and generating optimized construction task distribution information. According to the invention, multiple influence factors are integrated, the building construction tasks are adaptively allocated, and the allocation of the construction tasks is automatically optimized according to the actual condition of building construction.

Description

Technical Field

[0001] The present application belongs to the field of data processing technology, and in particular relates to a method, apparatus, terminal equipment and storage medium for allocating construction tasks. Background Art

[0002] Construction is a highly complex and dynamic process, involving multiple types of work, diverse equipment, and the coordinated efforts of large quantities of materials and personnel. Traditional construction management methods, which rely primarily on manual experience and paper documents, suffer from issues such as delayed information transfer, difficulty in collaborative work, difficulty accurately predicting construction progress, and high safety risks. These factors make it difficult to meet the efficiency and quality requirements of modern construction.

[0003] In recent years, with the development of information technology, the construction industry has gradually introduced technologies such as Building Information Modeling (BIM), the Internet of Things (IoT), and sensor networks. However, most of these technologies focus on local optimization or improvement of a single task, lack global optimization and dynamic adjustment capabilities, and have extremely limited intelligence levels, making it impossible to achieve adaptive allocation of construction tasks during the construction process. Summary of the Invention

[0004] In view of this, the embodiments of the present application provide a construction task allocation method, device, terminal equipment and storage medium, aiming to solve the problems existing in the prior art, such as the lack of global optimization capability and dynamic adjustment capability, the extremely limited level of intelligent construction task allocation, and the inability to achieve adaptive allocation of construction tasks during the construction process.

[0005] A first aspect of an embodiment of the present application provides a method for allocating construction tasks, comprising: Obtaining historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and historical construction material information; Generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model; In response to an execution completion instruction of the construction task assignment information, obtaining current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information; Optimized construction task allocation information is generated based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, construction task allocation information and a preset construction task optimization model.

[0006] A second aspect of the embodiments of the present application provides a construction task allocation device, comprising: The historical construction information acquisition module is used to obtain historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information and historical construction material information; a construction task allocation information generation module, configured to generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model; a current construction information acquisition module, configured to obtain, in response to an execution completion instruction of the construction task assignment information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information; The optimized construction task allocation information generation module is used to generate optimized construction task allocation information based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, construction task allocation information and a preset construction task optimization model.

[0007] The third aspect of an embodiment of the present application provides a terminal device, which includes a memory and a processor, wherein the memory stores a computer program that can be run on the processor, and when the processor executes the computer program, it implements the steps of the construction task allocation method described in the first aspect above.

[0008] A fourth aspect of an embodiment of the present application provides a computer-readable storage medium, comprising: storing a computer program, which, when executed by a processor, implements the steps of the construction task allocation method described in the first aspect above.

[0009] Compared with the prior art, the beneficial effects of the embodiments of the present application are as follows: the present application comprehensively considers various aspects of historical construction information to make construction task allocation decisions, mines the influence of different factors on construction tasks through the construction task allocation model, improves the rationality and effectiveness of the generated construction task allocation information, obtains various current construction information in a timely manner after the construction task allocation information is executed, and adaptively adjusts the construction task allocation situation through the construction task optimization model to achieve optimized processing of construction tasks, so as to adapt to the complex and changeable construction environment and ensure the smooth progress of construction and the health and safety of construction personnel. BRIEF DESCRIPTION OF THE DRAWINGS

[0010] In order to more clearly illustrate the technical solutions in the embodiments of the present application, the following briefly introduces the drawings required for use in the embodiments or descriptions of the prior art. Obviously, the drawings described below are only some embodiments of the present application. For ordinary technicians in this field, other drawings can be obtained based on these drawings without any creative work.

[0011] Figure 1 This is a schematic diagram of the implementation process of the construction task allocation method provided in Example 1 of the present application; Figure 2 This is a schematic diagram of the implementation flow of the construction task allocation method provided in Example 2 of the present application; Figure 3 This is a schematic diagram of the implementation flow of the construction task allocation method provided in Example 3 of the present application; Figure 4 This is a structural diagram of a construction task allocation device provided in an embodiment of the present application; Figure 5 This is a schematic diagram of the structure of the construction task allocation information generation module provided in an embodiment of the present application; Figure 6 Schematic diagram of the structure of the optimized construction task allocation information generation module provided in the embodiment of the present application; Figure 7 It is a schematic diagram of the terminal device provided in an embodiment of the present application. DETAILED DESCRIPTION

[0012] In the following description, specific details such as specific system structures and techniques are provided for purposes of illustration rather than limitation to facilitate a thorough understanding of the embodiments of the present application. However, it will be apparent to those skilled in the art that the present application may be implemented in other embodiments without these specific details. In other cases, detailed descriptions of well-known systems, devices, circuits, and methods are omitted to avoid obscuring the description of the present application with unnecessary detail.

[0013] In order to illustrate the technical solution described in this application, specific embodiments are provided below.

[0014] Figure 1 The following is a flowchart of the construction task allocation method according to the first embodiment of the present application, which is described in detail as follows: Step S101 , obtaining historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information and historical construction material information.

[0015] In this embodiment, historical construction environment monitoring information may refer to monitoring records of construction site environmental parameters during past construction processes. This information may include information such as temperature, humidity, dust concentration, noise level, and light intensity at the construction site. This information can be used to reflect the impact of environmental conditions on the construction process and personnel during construction. This information can be obtained by deploying various environmental sensors at the construction site, such as temperature sensors, humidity sensors, dust sensors, and noise monitors. Historical construction equipment status information may refer to records of the operating status of construction equipment during past use. This information may include equipment startup and shutdown times, operating hours, workload, fault occurrence times and types, maintenance records, and component replacements. This information can be used to reflect equipment usage and performance changes. This information can be obtained through the equipment's built-in monitoring system, which can be used to record the equipment's operating parameters in real time and upload them to the cloud. Historical construction site image information may refer to various types of image data captured by drones at the construction site in the past. This information can be used to reflect the overall layout of the construction site, construction progress, the distribution and operation of personnel and equipment, and the construction process of the building structure. This information can be obtained by using multiple drones to capture the construction site from different angles. Historical construction worker location information refers to the real-time location records of construction workers during previous construction processes. This information can be used to reflect the movement trajectory and distribution of workers at the construction site. This information can be obtained through the use of personnel positioning equipment, such as positioning tags and receivers based on UWB (ultra-wideband) technology. Construction workers wear positioning tags, and receivers are deployed at various locations on the construction site. The real-time location of the workers is determined through signal transmission and calculation, and the data is stored as a historical record. Historical construction worker health information refers to the physical health status data of construction workers during past construction periods, such as physiological indicators such as heart rate, blood pressure, and body temperature, as well as records of whether there were any illnesses or injuries. This information can be obtained through the use of wearable health monitoring equipment, such as heart rate monitoring bracelets and blood pressure monitoring devices, to monitor the physiological indicators of construction workers in real time and store the data. Historical construction material information may refer to various types of information about construction materials in past construction, including material procurement information (such as procurement time, procurement quantity, supplier, etc.), site entry information (site entry time, batch, inspection results, etc.), usage information (usage time, usage location, usage quantity, etc.) and inventory information (inventory quantity at different time points). It may be information records such as procurement and inventory extracted from the construction company's material management system, or it may be information such as material usage time, usage location and usage quantity obtained by searching the material usage ledger at the construction site, or it may be quality inspection results obtained when the material enters the site by searching the material inspection report.

[0016] In this embodiment, optionally, the historical building construction environment monitoring information may include historical building construction environment temperature information, historical building construction environment humidity information, and historical building construction environment dust concentration information. Among them, the historical building construction environment temperature information may refer to the numerical record of the hot and cold degree of the ambient air at the construction site during the construction of the historical building in the past, which can be obtained by real-time measurement through a temperature sensor installed at the construction site. The historical building construction environment humidity information may refer to the amount of water vapor contained in the ambient air at the construction site during the construction of the historical building, which can usually be expressed as relative humidity or absolute humidity, and can be obtained by real-time measurement through a humidity sensor deployed at the construction site. The historical building construction environment dust concentration information may refer to the quality or quantity of dust contained in a unit volume of air at the construction site during the construction of the historical building, which can be measured through a dust sensor installed at the construction site. The historical construction equipment status information may include historical construction excavator status information and historical construction forklift status information. Among them, historical construction excavator status information can refer to a collection of various aspects of information such as the excavator's operating status, usage, and maintenance records during past construction. This information can include the excavator's start and stop times, operating hours, and operating parameters of key equipment components (such as the engine, hydraulic system, and tracks). This information can be measured and obtained through the excavator's own electronic monitoring system. Historical construction forklift status information can refer to records of forklift operation, usage, and maintenance during past construction. This information can include the forklift's mileage, which can be used to assess the forklift's overall usage and wear condition. It can include the number of lifts and lift weights, reflecting the forklift's workload and load in cargo handling operations. It can also include changes in battery charge, etc. This information can be collected and obtained through on-board monitoring devices and sensors.

[0017] Step S102: Generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model.

[0018] In this embodiment, the preset construction task allocation model can be manually set, a model based on the Transformer architecture, or a deep reinforcement learning model. Historical construction environment monitoring information, historical construction equipment status information, historical construction site image information, historical construction personnel location information, historical construction personnel health information, and historical construction material information can all be used as input information for the construction task allocation model, and the construction task allocation information is calculated by the construction task allocation model. The construction task allocation model defaults to a trained model. Construction task allocation information can be used to clarify the responsible parties for each construction task, such as which construction workers are responsible for which part of the construction task, and to specify construction equipment, such as which excavator is responsible for excavating the site in which construction area, and which forklift is responsible for material handling in which construction area. It can also be used to clarify the time schedule of construction tasks, such as stipulating that foundation construction work begin on a specific date and setting completion times for different construction phases (such as earth excavation, foundation cushion pouring, and rebar tying) to ensure that the entire construction process proceeds in an orderly manner according to plan and avoid delays. It can also be used to clarify the quality requirements of construction tasks. For example, for concrete pouring tasks, the concrete strength must meet the design grade and the surface must be free of defects such as honeycombs and rough surfaces. For wall plastering tasks, the flatness and verticality error range of the plaster layer, as well as the bond strength requirements, must be specified. It can also be used to clarify safety precautions for construction tasks. For example, for height work tasks, it is necessary to emphasize the correct wearing of safety belts and the installation of safety nets. For electrical construction tasks, it is necessary to remind construction workers to prevent electric shock and comply with electrical equipment operating procedures. For hot work tasks, it is necessary to clarify relevant fire prevention and firefighting requirements and provide fire extinguishing equipment.

[0019] Step S103, in response to the execution completion instruction of the construction task allocation information, obtain current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information and current construction material information.

[0020] In this embodiment, the execution completion instruction of the construction task assignment information can refer to a specific instruction generated during the construction process to indicate that the task has been fully completed when the task subject completes the construction operation, meets the specified time requirements, meets the resource utilization standards, meets the quality acceptance specifications, and follows the safety operating procedures. Various sensors and construction progress management software deployed at the construction site can be used to collect construction progress information in real time to automatically determine the completion status of the construction task. When it is determined that the construction task has been completed, an instruction is uploaded as the execution completion instruction. Current construction environment monitoring information can refer to the current environmental parameter information of the construction site at the time point when the execution completion instruction of the construction task assignment information is received. It can include the temperature, humidity, dust concentration, noise level, light intensity, etc. of the construction site at that time. It can be used to reflect the current construction environment conditions, which will affect the implementation of subsequent construction tasks, the health of construction workers, and the performance of construction materials and equipment. It can be collected by various environmental sensors pre-deployed at the construction site. Current construction equipment status information refers to the actual operating status of the construction equipment at the time the task completion instruction is issued. This information includes information about whether the equipment is running, operating parameters (such as engine speed, equipment operating voltage, current, and pressure), the operating status of each equipment component (whether there is abnormal vibration or noise, wear of key components, etc.), and the accumulated operating time of the equipment. This information can be obtained through the equipment's integrated monitoring system. Current construction site image information refers to actual scene imagery of the construction site at the moment the task completion instruction is issued. This information can be obtained through drone photography. Current construction worker location information refers to the specific location of each construction worker at the construction site at the time the task completion instruction is issued. This information is used to optimize human resource allocation and can be obtained through a UWB (ultra-wideband) positioning system or UWB positioning tags worn by construction workers. Current construction worker health information refers to the physical health status of construction workers at the time the task completion instruction is issued. This information can include physiological indicators such as heart rate, blood pressure, and body temperature, as well as any sudden illness or injury. This information can be obtained through wearable health monitoring devices and on-site medical facilities. The current construction material information may refer to the relevant information of the existing construction materials at the construction site at the time point when the construction task allocation information has completed the instruction response, which may include the type, quantity, storage location, quality status, etc. of the materials, and can be obtained through the material management system and on-site inventory at the construction site.

[0021] In this embodiment, the current construction environment monitoring information may optionally include current construction environment temperature information, current construction environment humidity information, and current construction environment dust concentration information. The current construction environment temperature information may refer to the actual hotness or coldness of the ambient air at the construction site, which can be obtained by installing a temperature sensor at the construction site. The current construction environment humidity information may refer to the water vapor content in the ambient air at the construction site, which can be obtained by using a humidity sensor at the construction site. The current construction environment dust concentration information may refer to the amount of dust contained per unit volume of air at the construction site, which can be collected by using a dust sensor. The current construction equipment status information may include current construction excavator status information and current construction forklift status information. The current construction excavator status information may refer to a collection of information such as the actual operating status and various performance parameters of the construction excavator. It may include engine operating status information, such as engine speed, oil temperature, and oil pressure; and hydraulic system status information, such as hydraulic oil pressure, hydraulic oil flow, and hydraulic component leakage, which can be obtained by the excavator's own monitoring system. The current construction forklift status information may refer to the working status of the construction forklift and the real-time status of various performance indicators. For electric forklifts, it may include the remaining power, charging status, etc. For fuel forklifts, it may include the amount of oil in the fuel tank, etc. The status information can be obtained by installing an on-board monitoring device on the forklift.

[0022] Step S104, generates optimized construction task allocation information based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, construction task allocation information and a preset construction task optimization model.

[0023] In this embodiment, the preset construction task optimization model can be manually set or a trained deep reinforcement learning model. It can use current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, and construction task allocation information as input information for the construction task optimization model. The construction task optimization model generates optimized construction task allocation information as output through calculation. Among them, the optimized construction task allocation information can refer to the directive information formed after re-planning and adjusting the various arrangements of the construction tasks based on the acquisition of current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information and current construction material information, and combining the original construction task allocation information and the preset construction task optimization model. It can include reallocating construction tasks according to the skill level, workload and health status of the current construction personnel. For example, some construction personnel are tired due to long-term work, and their health information shows that their physical condition is not good. The high-intensity tasks originally assigned to them may be adjusted to other personnel in good condition. If it is found that some construction personnel perform well in specific skills and the current task allocation fails to give full play to their advantages, tasks that are more suitable for their skills will be re-arranged to improve construction efficiency and quality. It can also include comprehensively considering factors such as construction progress, resource supply and construction environment, and re-planning the start time, end time and time node of the construction task. For example, if the current construction environment monitoring information shows that the temperature Environmental conditions such as humidity are not conducive to the implementation of a certain construction process. For example, wall paint construction when the humidity is high may affect the coating quality. The start time of the task will be postponed and will not be carried out until the environmental conditions are suitable. If a construction link lags behind due to various reasons, the schedule of subsequent tasks will be adjusted accordingly. By reasonably compressing or extending the time of some tasks, the overall construction progress will not be greatly affected, while ensuring the construction quality. This can include optimizing resource allocation based on the current inventory quantity, quality status, and actual needs of equipment and personnel of construction materials. For example, if the current construction material information shows that the inventory of a certain key material is insufficient, the amount of tasks using that material will be reduced, or other alternative materials will be used. At the same time, the material procurement plan will be adjusted to ensure the supply of materials for subsequent construction. This can include combining the actual situation of the current construction site to further clarify and refine the quality standards and safety precautions of the construction tasks. For example, if it is found from the current construction site image information or quality inspection data that a certain construction link has quality risks, the quality requirements of the task will be improved in the optimized task allocation information, and the frequency and standards of quality inspections will be increased to ensure that quality problems are resolved in a timely manner.

[0024] The construction task allocation method provided in the embodiment of the present application comprehensively considers various historical construction information to make construction task allocation decisions, mines the influence patterns of different factors on construction tasks through the construction task allocation model, improves the rationality and effectiveness of the generated construction task allocation information, and obtains the current construction information in a timely manner after the construction task allocation information is executed. The construction task allocation situation is adaptively adjusted through the construction task optimization model to achieve optimized processing of construction tasks, so as to adapt to the complex and changeable construction environment and ensure the smooth progress of construction and the health and safety of construction personnel.

[0025] Figure 2 The following is a flowchart of the construction task allocation method provided in the second embodiment of the present application, which differs from the first embodiment in that: The preset construction task allocation model includes a preset construction task scheduling sub-model, a preset construction task execution progress calculation sub-model, a preset construction quality monitoring sub-model, a preset construction personnel safety monitoring sub-model and a preset construction resource scheduling sub-model; The step S102 specifically includes: Step S201: Generate construction task scheduling information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task scheduling sub-model.

[0026] In this embodiment, when the preset construction task allocation model is a deep learning model, the preset construction task scheduling sub-model, the preset construction task execution progress calculation sub-model, the preset construction quality monitoring sub-model, the preset construction worker safety monitoring sub-model, and the preset construction resource scheduling sub-model can all be intelligent agents within the preset construction task allocation model, and can be the construction task scheduling intelligent agent, the construction task execution progress calculation intelligent agent, the construction quality monitoring intelligent agent, the construction worker safety monitoring intelligent agent, and the construction resource scheduling intelligent agent, respectively. The preset construction task scheduling sub-model can use historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and historical construction material information as input information to generate construction task scheduling information as output information. Among them, construction task scheduling information can refer to the preliminary arrangement and planning of construction tasks in time and space, which can include clarifying the sequence of various construction tasks, such as stipulating that the main structure construction can only be carried out after the foundation engineering is completed; determining the expected start and end time of each task, such as arranging the concrete pouring task to be completed within a certain time period based on historical data and resource conditions; dividing the areas for task execution, such as determining the attribution of construction tasks to different buildings or different areas of the construction site; and considering resource constraints, allocating construction equipment and personnel to corresponding tasks, such as arranging a specific excavator to be responsible for earth excavation tasks in a certain area.

[0027] Step S202: Generate construction task execution progress information based on the construction task scheduling information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel health information, historical construction material information, and a preset construction task execution progress calculation sub-model.

[0028] In this embodiment, construction task scheduling information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel health information, and historical construction material information can be used as input information of a preset construction task execution progress calculation sub-model. After calculation by the preset construction task execution progress calculation sub-model, construction task execution progress information is generated as output information. Among them, the construction task execution progress information can refer to the completion percentage of each construction task at different time nodes, such as predicting that the steel bar binding work of a certain building floor will be 60% completed in one week; estimating the remaining time required to complete the task based on historical data and current environmental factors, such as combining the current construction personnel efficiency and equipment status to estimate that a certain decoration task will take another 3 days to complete; analyzing the key factors affecting the task progress, such as finding that recent rainy weather has affected the outdoor construction progress, or that the delay in the supply of certain types of construction materials may cause the task to lag, etc.

[0029] Step S203 : generating construction quality monitoring information based on the construction task execution progress information, the historical building construction site image information, and the preset construction quality monitoring sub-model.

[0030] In this embodiment, construction task execution progress information and historical building construction site image information can be used as input information for a preset construction quality monitoring sub-model. After calculation by the preset construction quality monitoring sub-model, construction quality monitoring information is generated as output information. The construction quality monitoring information can refer to monitoring data for quality indicators of various construction tasks, such as concrete strength, wall verticality, and flatness; determine whether construction quality meets standards, such as by analyzing whether there are hollows or excessive gaps in wall tile paving through image recognition technology; predict areas and links where quality problems may occur, such as, based on historical data and current construction progress, predicting that quality risks may arise in the exterior wall insulation construction of a high-rise building due to wind influence during construction on the upper floors; and provide quality improvement suggestions, such as proposing adjustments to the curing time and method for concrete curing to ensure concrete quality.

[0031] Step S204, generating construction worker safety monitoring information based on the construction quality monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information and a preset construction worker safety monitoring sub-model.

[0032] In this embodiment, construction quality monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, and historical construction personnel health information can be used as input information of a preset construction personnel safety monitoring sub-model, and the preset construction personnel safety monitoring sub-model performs calculations to generate construction personnel safety monitoring information as output information. Among them, construction personnel safety monitoring information can refer to monitoring the safety behavior of construction personnel, such as whether they are wearing protective equipment such as safety helmets and safety belts correctly; identifying safety hazards at the construction site, such as discovering the risk of equipment leakage or insufficient protection of high-altitude working platforms in a certain construction area by analyzing historical images and equipment status information; assessing the impact of the construction environment on personnel safety, such as judging whether an environment with high temperature, high humidity, or severe dust pollution will pose a threat to the health of construction personnel based on historical environmental monitoring information; and proposing safety warnings and protective measures. For example, in response to the possible risk of electric shock, it is recommended to add leakage protection devices and provide safety training for construction personnel.

[0033] Step S205, generating construction resource scheduling information based on the construction personnel safety monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information and a preset construction resource scheduling sub-model.

[0034] In this embodiment, the input information of the preset construction resource scheduling sub-model may be construction worker safety monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and historical construction material information. After calculation by the preset construction resource scheduling sub-model, construction resource scheduling information is generated as output information. Generating construction resource scheduling information may refer to determining the procurement plan and inventory management strategy for construction materials, such as arranging when to purchase what materials and how much material inventory to maintain based on the construction progress and historical material consumption data; allocating construction equipment, such as determining the equipment's use, repair, and maintenance plan based on the equipment's historical usage status and current task requirements, such as arranging for a certain excavator to undergo regular maintenance after completing its current task; and managing construction human resources, such as reasonably allocating construction personnel's work positions and workload based on personnel health information, skill level, and task requirements, such as assigning experienced technical workers to key construction links while avoiding overwork.

[0035] Step S206: Generate construction task allocation information based on the construction resource scheduling information.

[0036] In this embodiment, construction task allocation information can be generated based on construction resource scheduling information. The corresponding relationship between tasks and resources must be clarified first, such as determining material, equipment, and personnel requirements based on concrete pouring resource scheduling. Task time can then be scheduled based on resource availability, such as adjusting tasks due to material non-arrival or equipment maintenance. Task processes can then be optimized based on resource allocation, prioritizing key tasks. Finally, resource balance and task allocation are comprehensively considered to avoid excessive resource concentration or idleness, and to rationally allocate resources such as manpower, thereby generating construction task allocation information to ensure efficient and stable construction. Construction task allocation information can be used to clarify the specific tasks of each construction worker and construction team, such as assigning a team to be responsible for wall construction on a certain floor; determine the specific operating tasks and usage time of construction equipment, such as assigning a tower crane to lift construction materials within a specific time period; specify the usage plan of construction materials, including the time, location, and quantity of use, such as arranging the use of a specific amount of cement in a certain construction area at a certain time; and coordinate the relationship between various construction tasks to ensure a smooth construction process and avoid task conflicts and resource waste, such as ensuring the rational connection between water and electricity installation tasks and civil construction tasks.

[0037] The construction task allocation method provided in the embodiment of the present application makes full use of historical data such as historical construction environment monitoring and construction equipment status, deeply analyzes past construction conditions, accurately grasps construction rules, rationally plans materials, equipment and manpower arrangements, improves resource utilization efficiency, and effectively guarantees the accuracy and feasibility of construction task allocation through the coordinated operation of multiple sub-models.

[0038] Figure 3 The following is a flowchart of the construction task allocation method provided in the third embodiment of the present application, which differs from the first embodiment in that: The preset construction task optimization model includes a preset construction task scheduling optimization sub-model, a preset construction task management optimization progress calculation sub-model, a preset construction quality management optimization sub-model, a preset construction personnel safety management optimization sub-model, and a preset construction resource scheduling optimization sub-model; The step S104 specifically includes: Step S301, generates construction task scheduling optimization information based on the construction task allocation information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information and a preset construction task scheduling optimization sub-model.

[0039] In this embodiment, when the preset construction task optimization model is a deep reinforcement learning model, the preset construction task scheduling optimization sub-model, the preset construction task management optimization progress calculation sub-model, the preset construction quality management optimization sub-model, the preset construction worker safety management optimization sub-model, and the preset construction resource scheduling optimization sub-model can all be intelligent agents in the deep reinforcement learning model, and can be the construction task scheduling optimization intelligent agent, the construction task management optimization progress calculation intelligent agent, the construction quality management optimization intelligent agent, the construction worker safety management optimization intelligent agent, and the construction resource scheduling optimization intelligent agent, respectively. Construction task assignment information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, and current construction material information can be used as input information of the preset construction task scheduling optimization sub-model, and after calculation by the preset construction task scheduling optimization sub-model, construction task scheduling optimization information is generated as output information. Among them, construction task scheduling optimization information may include re-planning the order of construction tasks. For example, considering that the current construction equipment status information shows that a key equipment is faulty and needs maintenance, the tasks that originally depended on the equipment need to be postponed, and the order of task execution needs to be adjusted; optimizing the start and end times of tasks, based on the weather conditions in the current construction environment monitoring information. If bad weather is expected to affect outdoor construction, the time of the corresponding outdoor tasks needs to be adjusted; reasonably allocating construction resources, combining current construction material information, personnel location and health information, and accurately allocating resources to each task, such as deploying experienced construction personnel to critical tasks with high technical requirements.

[0040] Step S302, generates construction task management optimization progress information based on the construction task scheduling optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel health information, current construction material information and a preset construction task management optimization progress calculation sub-model.

[0041] In this embodiment, the construction task scheduling optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel health information, and current construction material information can be used as input information for the preset construction task management optimization progress calculation sub-model. After calculation by the preset construction task management optimization progress calculation sub-model, the construction task management optimization progress information is generated as output information. The construction task management optimization progress information can include real-time updates of the completion percentage of each construction task. For example, the completion progress of the current wall masonry task on a certain floor can be calculated based on the current construction site image information and personnel and equipment working hours data; the remaining time of the task can be predicted based on the current work efficiency and remaining workload of the construction personnel and equipment, combined with the current construction equipment status information (such as whether the equipment is running at full capacity), to estimate how long it will take to complete a task; and the factors affecting the progress can be analyzed. For example, if it is found that some personnel in the current construction personnel health information are physically unwell and affect their work efficiency, this factor can be recorded as a factor affecting the progress and the degree of impact can be evaluated.

[0042] Step S303: generating construction quality management optimization information based on the construction task management optimization progress information, the current construction site image information, and the preset construction quality management optimization sub-model.

[0043] In this embodiment, the construction task management optimization progress information and the current construction site image information may be used as input information for a preset construction quality management optimization sub-model. After calculation by the preset construction quality management optimization sub-model, construction quality management optimization information is generated as output information. The construction quality management optimization information may include monitoring construction quality indicators, such as concrete strength and wall surface flatness. By analyzing the current construction site image information, image recognition technology is used to detect whether there are quality defects in the laying of wall tiles. The actual quality is compared with the standard quality to determine whether it meets the quality standards. If not, the degree of deviation is clarified. Quality improvement measures are proposed. For quality problems found, such as substandard concrete test block strength, recommendations for adjusting the mix ratio or strengthening maintenance are given in combination with the current construction environment and material information.

[0044] Step S304, generates construction personnel safety management optimization information based on the construction quality management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information and the preset construction personnel safety management optimization sub-model.

[0045] In this embodiment, the construction quality management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, and current construction personnel health information can be used as input information for the preset construction personnel safety management optimization sub-model. After calculation by the preset construction personnel safety management optimization sub-model, the construction personnel safety management optimization information is generated as output information. The construction personnel safety management optimization information can include monitoring personnel safety behaviors, such as whether they are wearing protective equipment such as hard hats and safety belts correctly; identifying potential safety hazards, combining current construction environment monitoring information and equipment status information to analyze the safety risks existing at the construction site; formulating safety protection measures, and proposing specific protection measures such as adding guardrails and safety nets for identified safety hazards, such as insufficient protection in high-altitude working areas.

[0046] Step S305, generates construction resource scheduling optimization information based on the construction personnel safety management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information and a preset construction resource scheduling optimization sub-model.

[0047] In this embodiment, the construction personnel safety management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information can be used as input information of the preset construction resource scheduling optimization sub-model. After calculation by the preset construction resource scheduling optimization sub-model, construction resource scheduling optimization information is generated as output information. Among them, the construction resource scheduling optimization information may include adjusting the material procurement and use plan, optimizing the material procurement time and quantity based on the inventory status and construction progress requirements in the current construction material information to avoid backlogs or shortages; reasonably allocating construction equipment, repairing, maintaining, and scheduling the equipment according to the current construction equipment status information to ensure efficient operation of the equipment; optimizing human resource allocation, combining the current construction personnel location, health, and skill information to reasonably allocate personnel to different tasks to avoid personnel being idle or overworked.

[0048] Step S306: Generate optimized construction task allocation information based on the construction resource scheduling optimization information.

[0049] In this embodiment, it is necessary to first clarify the correspondence between tasks and resources, deeply analyze the resource scheduling optimization information, and accurately determine the material, equipment, and manpower requirements of each construction task. For example, in decoration construction, the resource requirements for wall paint construction are clarified, and then tasks are arranged according to resource availability. Referring to the material arrival time, equipment maintenance plan and personnel work arrangement, the task time is reasonably adjusted to prevent task stagnation due to resource lack, such as the corresponding task being postponed when the material arrival is delayed. Then, the task process is optimized according to resource allocation. When multiple tasks compete for the same resource, key line tasks are guaranteed according to priority. For example, water and electricity installation and interior decoration tasks give priority to meeting water and electricity installation requirements to ensure a smooth construction process. Finally, resource balance and task allocation are considered to avoid uneven resource use, reasonably allocate human resources and other resources, balance resource consumption, reduce costs, and improve the convenience and efficiency of construction management, thereby forming scientific and reasonable optimized construction task allocation information that conforms to the actual construction situation.

[0050] Among them, the optimized construction task allocation information can be used to clarify the adjusted construction task subjects and redefine the task arrangements of construction personnel and equipment. For example, skilled workers can be deployed to key construction links to replace tasks undertaken by faulty equipment; optimize task time scheduling, and re-plan the start and end times of tasks based on factors such as progress, resources, and safety; refine resource allocation, accurately to the usage of each material, the operating time of each equipment, and the work tasks and duration of each construction worker; emphasize quality and safety requirements, and optimize information based on quality management and personnel safety management to refine and strengthen the quality standards and safety measures of construction tasks.

[0051] The construction task allocation method provided in the embodiment of the present application is realized through the coordinated cooperation of multiple sub-models. The construction task scheduling optimization sub-model adjusts the task sequence and time according to multi-source data. The construction task management optimization progress calculation sub-model accurately tracks and predicts the progress. The construction quality management optimization sub-model ensures the construction quality. The construction personnel safety management optimization sub-model protects the safety of personnel. The construction resource scheduling optimization sub-model rationally allocates resources, and realizes refined and dynamic management from each key link of the construction, so as to timely discover and solve various problems in the construction process, rationally allocate resources, improve construction efficiency and quality, reduce safety risks, ensure the smooth progress of the construction project, and realize efficient control and optimization of the entire construction process.

[0052] Corresponding to the method of the above embodiment, Figure 4 A structural block diagram of a construction task allocation device provided in an embodiment of the present application is shown. For ease of explanation, only the parts related to the embodiment of the present application are shown. Figure 4 The exemplary construction task allocation device may be the execution body of the construction task allocation method provided in the aforementioned first embodiment.

[0053] Reference Figure 4 , the construction task allocation device comprises: The historical construction information acquisition module 410 is used to obtain historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, and historical construction material information; A construction task allocation information generation module 420 is configured to generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, historical construction material information, and a preset construction task allocation model; The current construction information acquisition module 430 is used to obtain current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information in response to the execution completion instruction of the construction task assignment information; The optimized construction task allocation information generation module 440 is used to generate optimized construction task allocation information based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, construction task allocation information and a preset construction task optimization model.

[0054] The process of each module in the construction task allocation device provided in the embodiment of the present application realizing its own function can be specifically referred to the aforementioned Figure 1 The description of the first embodiment is omitted here.

[0055] Figure 5 A structural block diagram of the construction task allocation information generation module 420 provided in an embodiment of the present application is shown. For ease of explanation, only the parts related to the embodiment of the present application are shown. Figure 5 The exemplary construction task allocation information generating module 420 may be the execution body of the construction task allocation method provided in the aforementioned second embodiment.

[0056] Reference Figure 5 The construction task allocation information generation module 420 includes: A construction task scheduling information generating unit 510 is configured to generate construction task scheduling information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, historical construction material information, and a preset construction task scheduling sub-model; The construction task execution progress information generating unit 520 is configured to generate construction task execution progress information based on the construction task scheduling information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker health information, historical construction material information, and a preset construction task execution progress calculation sub-model; A construction quality monitoring information generating unit 530 is configured to generate construction quality monitoring information based on the construction task execution progress information, the historical building construction site image information, and a preset construction quality monitoring sub-model; A construction worker safety monitoring information generating unit 540 is configured to generate construction worker safety monitoring information based on the construction quality monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and a preset construction worker safety monitoring sub-model; A construction resource scheduling information generating unit 550 is configured to generate construction resource scheduling information based on the construction worker safety monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, historical construction material information, and a preset construction resource scheduling sub-model; The construction task allocation information generating unit 560 is configured to generate construction task allocation information according to the construction resource scheduling information.

[0057] The process of each unit in the construction task allocation information generation module 420 provided in the embodiment of the present application realizing its own function can be specifically referred to the aforementioned Figure 2 The description of the second embodiment is omitted here.

[0058] Figure 6 A structural block diagram of the optimized construction task allocation information generation module 430 provided in an embodiment of the present application is shown. For ease of explanation, only the parts related to the embodiment of the present application are shown. Figure 6 The optimized construction task allocation information generating module 430 may be the execution body of the construction task allocation method provided in the aforementioned third embodiment.

[0059] Reference Figure 6 The optimized construction task allocation information generation module 430 includes: The construction task scheduling optimization information generating unit 610 is configured to generate construction task scheduling optimization information based on the construction task allocation information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, and a preset construction task scheduling optimization sub-model; The construction task management optimization progress information generating unit 620 is configured to generate construction task management optimization progress information based on the construction task scheduling optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker health information, current construction material information, and a preset construction task management optimization progress calculation sub-model; A construction quality management optimization information generating unit 630 is configured to generate construction quality management optimization information based on the construction task management optimization progress information, the current construction site image information, and a preset construction quality management optimization sub-model; A construction worker safety management optimization information generating unit 640 is configured to generate construction worker safety management optimization information based on the construction quality management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, and a preset construction worker safety management optimization sub-model; A construction resource scheduling optimization information generating unit 650 is configured to generate construction resource scheduling optimization information based on the construction personnel safety management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, and a preset construction resource scheduling optimization sub-model; The optimized construction task allocation information generating unit 660 is configured to generate optimized construction task allocation information according to the construction resource scheduling optimization information.

[0060] The process of each unit in the optimized construction task allocation information generation module 430 provided in the embodiment of the present application realizing its own function can be specifically referred to the aforementioned Figure 3 The description of the third embodiment is omitted here.

[0061] It should be understood that the size of the serial numbers of the steps in the above embodiments does not mean the order of execution. The execution order of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiments of this application.

[0062] It should be understood that when used in the present specification and the appended claims, the term "comprising" indicates the presence of described features, integers, steps, operations, elements and / or components, but does not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components and / or collections thereof.

[0063] It will also be understood that the term "and / or" used in this specification and the appended claims refers to and includes any and all possible combinations of one or more of the associated listed items.

[0064] As used in this specification and the appended claims, the term "if" can be interpreted as "when" or "upon" or "in response to determining" or "in response to detecting," depending on the context. Similarly, the phrase "if it is determined" or "if [described condition or event] is detected" can be interpreted as meaning "upon determination" or "in response to determining" or "upon detection of [described condition or event]" or "in response to detecting [described condition or event]," depending on the context.

[0065] In addition, in the description of the present specification and the appended claims, the terms "first", "second", "third", etc. are only used to distinguish descriptions and should not be understood as indicating or implying relative importance. It should also be understood that although the terms "first", "second", etc. are used in the text to describe various elements in some embodiments of the present application, these elements should not be limited by these terms. These terms are only used to distinguish one element from another. For example, a first table can be named a second table, and similarly, a second table can be named a first table without departing from the scope of the various described embodiments. Both the first table and the second table are tables, but they are not the same table.

[0066] References to "one embodiment" or "some embodiments" in this specification mean that a particular feature, structure, or characteristic described in conjunction with that embodiment is included in one or more embodiments of the present application. Thus, phrases such as "in one embodiment," "in some embodiments," "in other embodiments," and "in other embodiments" appearing in various places in this specification do not necessarily refer to the same embodiment, but rather mean "one or more but not all embodiments," unless otherwise specifically emphasized. The terms "including," "comprising," "having," and variations thereof all mean "including but not limited to," unless otherwise specifically emphasized.

[0067] The construction task allocation method provided in the embodiments of the present application can be applied to terminal devices such as mobile phones, tablet computers, wearable devices, vehicle-mounted devices, augmented reality (AR) / virtual reality (VR) devices, laptops, ultra-mobile personal computers (UMPCs), netbooks, and personal digital assistants (PDAs). The embodiments of the present application do not impose any restrictions on the specific types of terminal devices.

[0068] For example, the terminal device can be a station (STAION, ST) in a WLAN, a cellular phone, a cordless phone, a Session Initiation Protocol (SIP) phone, a Wireless Local Loop (WLL) station, a Personal Digital Assistant (PDA) device, a handheld device with wireless communication function, a computing device or other processing device connected to a wireless modem, a vehicle-mounted device, a vehicle networking terminal, a computer, a laptop computer, a handheld communication device, a handheld computing device, a satellite wireless device, a wireless modem card, a TV set-top box (STB), customer premise equipment (CPE) and / or other devices for communicating on a wireless system and a next-generation communication system, such as a mobile terminal in a 5G network or a mobile terminal in a future evolved Public Land Mobile Network (PLMN) network.

[0069] As an example and not a limitation, when the terminal device is a wearable device, the wearable device can also be a general term for wearable devices that are intelligently designed and developed using wearable technology for daily wear, such as glasses, gloves, watches, clothing and shoes. A wearable device is a portable device that is worn directly on the body or integrated into the user's clothes or accessories. Wearable devices are not only hardware devices, but also achieve powerful functions through software support, data interaction, and cloud interaction. Broadly speaking, wearable smart devices include those that are full-featured, large in size, and can achieve complete or partial functions without relying on smartphones, such as smart watches or smart glasses, as well as those that only focus on a certain type of application function and need to be used in conjunction with other devices such as smartphones, such as various smart bracelets and smart jewelry for vital sign monitoring.

[0070] Figure 7This is a schematic diagram of the structure of a terminal device provided by an embodiment of the present application. Figure 7 As shown, the terminal device 7 of this embodiment includes: at least one processor 70 ( Figure 7 Only one is shown), a memory 71, wherein the memory 71 stores a computer program 72 that can be run on the processor 70. When the processor 70 executes the computer program 72, the steps in the above-mentioned embodiments of the construction task allocation method are implemented, such as Figure 1 Alternatively, when the processor 70 executes the computer program 72, the functions of the modules / units in the above-mentioned device embodiments are realized, for example, Figure 4 Functions of modules 410 to 440 are shown.

[0071] The terminal device 7 can be a computing device such as a desktop computer, a notebook, a PDA, a cloud server, etc. The terminal device can include, but is not limited to, a processor 70 and a memory 71. It can be understood by those skilled in the art that Figure 7 It is only an example of the terminal device 7 and does not constitute a limitation on the terminal device 7. It may include more or fewer components than shown in the figure, or a combination of certain components, or different components. For example, the terminal device may also include an input and sending device, a network access device, a bus, etc.

[0072] The processor 70 may be a central processing unit (CPU), other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA), other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. The general-purpose processor may be a microprocessor or any conventional processor.

[0073] In some embodiments, the memory 71 may be an internal storage unit of the terminal device 7, such as a hard drive or memory of the terminal device 7. The memory 71 may also be an external storage device of the terminal device 7, such as a plug-in hard drive, a Smart Media Card (SMC), a Secure Digital (SD) card, a flash memory card, etc. equipped on the terminal device 7. Furthermore, the memory 71 may include both an internal storage unit of the terminal device 7 and an external storage device. The memory 71 is used to store an operating system, application programs, a boot loader, data, and other programs, such as the program code of the computer program. The memory 71 may also be used to temporarily store data that has been sent or is about to be sent.

[0074] In addition, the functional units in the various embodiments of the present application may be integrated into a single processing unit, or each unit may exist physically separately, or two or more units may be integrated into a single unit. The aforementioned integrated units may be implemented in the form of hardware or software functional units.

[0075] An embodiment of the present application also provides a terminal device, which includes at least one memory, at least one processor, and a computer program stored in the at least one memory and executable on the at least one processor. When the processor executes the computer program, the terminal device implements the steps of any of the above-mentioned method embodiments.

[0076] An embodiment of the present application further provides a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps in the above-mentioned various method embodiments can be implemented.

[0077] An embodiment of the present application provides a computer program product. When the computer program product is run on a terminal device, the terminal device can implement the steps in the above-mentioned method embodiments when executing the computer program product.

[0078] If the integrated module / unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the present application can implement all or part of the processes in the above-mentioned embodiment method by instructing the relevant hardware through a computer program. The computer program can be stored in a computer-readable storage medium. When the computer program is executed by a processor, it can implement the steps of each of the above-mentioned method embodiments. The computer program includes computer program code, which can be in source code form, object code form, executable file or some intermediate form. The computer-readable medium can include: any entity or device that can carry the computer program code, recording medium, USB flash drive, mobile hard disk, magnetic disk, optical disk, computer memory, read-only memory (ROM), random access memory (RAM), electrical carrier signal, telecommunication signal and software distribution medium.

[0079] In the above embodiments, the description of each embodiment has its own focus. For parts that are not described or recorded in detail in a certain embodiment, reference can be made to the relevant description of other embodiments.

[0080] Those skilled in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered beyond the scope of this application.

[0081] The units described as separate components may or may not be physically separate, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed across multiple network units. Some or all of these units may be selected to achieve the purpose of this embodiment according to actual needs.

[0082] The above-described embodiments are only used to illustrate the technical solutions of the present application, rather than to limit them. Although the present application has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. These modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the various embodiments of the present application, and should all be included in the scope of protection of the present application.

Claims

1. A construction task allocation method, characterized in that: include: Obtaining historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and historical construction material information; Generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model; In response to an execution completion instruction of the construction task assignment information, obtaining current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information; Optimized construction task allocation information is generated based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, construction task allocation information and a preset construction task optimization model.

2. The construction task allocation method according to claim 1, wherein: The preset construction task allocation model includes a preset construction task scheduling sub-model, a preset construction task execution progress calculation sub-model, a preset construction quality monitoring sub-model, a preset construction personnel safety monitoring sub-model and a preset construction resource scheduling sub-model; The step of generating construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model specifically includes: Generate construction task scheduling information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task scheduling sub-model; Generate construction task execution progress information based on the construction task scheduling information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel health information, historical construction material information, and a preset construction task execution progress calculation sub-model; Generate construction quality monitoring information based on the construction task execution progress information, the historical building construction site image information, and the preset construction quality monitoring sub-model; Generate construction worker safety monitoring information based on the construction quality monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and a preset construction worker safety monitoring sub-model; Generate construction resource scheduling information based on the construction worker safety monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, historical construction material information, and a preset construction resource scheduling sub-model; Construction task allocation information is generated based on the construction resource scheduling information.

3. The construction task allocation method according to claim 1, wherein: The preset construction task optimization model includes a preset construction task scheduling optimization sub-model, a preset construction task management optimization progress calculation sub-model, a preset construction quality management optimization sub-model, a preset construction personnel safety management optimization sub-model, and a preset construction resource scheduling optimization sub-model; The step of generating optimized construction task allocation information based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, construction task allocation information, and a preset construction task optimization model specifically includes: Generate construction task scheduling optimization information based on the construction task allocation information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, and a preset construction task scheduling optimization sub-model; Generate construction task management optimization progress information based on the construction task scheduling optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker health information, current construction material information, and a preset construction task management optimization progress calculation sub-model; Generate construction quality management optimization information based on the construction task management optimization progress information, current construction site image information, and a preset construction quality management optimization sub-model; Generate construction worker safety management optimization information based on the construction quality management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, and a preset construction worker safety management optimization sub-model; Generate construction resource scheduling optimization information based on the construction personnel safety management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, and a preset construction resource scheduling optimization sub-model; Optimized construction task allocation information is generated based on the construction resource scheduling optimization information.

4. The construction task allocation method according to claim 1, wherein: The historical building construction environment monitoring information includes historical building construction environment temperature information, historical building construction environment humidity information and historical building construction environment dust concentration information; The historical construction equipment status information includes historical construction excavator status information and historical construction forklift status information.

5. The construction task allocation method according to claim 1, wherein: The current construction environment monitoring information includes current construction environment temperature information, current construction environment humidity information and current construction environment dust concentration information; The current construction equipment status information includes current construction excavator status information and current construction forklift status information.

6. A construction task allocation device, characterized in that: include: The historical construction information acquisition module is used to obtain historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information and historical construction material information; a construction task allocation information generation module, configured to generate construction task allocation information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task allocation model; a current construction information acquisition module, configured to obtain, in response to an execution completion instruction of the construction task assignment information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, and current construction material information; The optimized construction task allocation information generation module is used to generate optimized construction task allocation information based on the current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, construction task allocation information and a preset construction task optimization model.

7. The construction task allocation device according to claim 6, characterized in that: The construction task allocation information generation module specifically includes: a construction task scheduling information generating unit, configured to generate construction task scheduling information based on the historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel location information, historical construction personnel health information, historical construction material information, and a preset construction task scheduling sub-model; a construction task execution progress information generating unit, configured to generate construction task execution progress information based on the construction task scheduling information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction personnel health information, historical construction material information, and a preset construction task execution progress calculation sub-model; A construction quality monitoring information generating unit, configured to generate construction quality monitoring information based on the construction task execution progress information, the historical building construction site image information, and a preset construction quality monitoring sub-model; a construction worker safety monitoring information generating unit, configured to generate construction worker safety monitoring information based on the construction quality monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, and a preset construction worker safety monitoring sub-model; a construction resource scheduling information generating unit, configured to generate construction resource scheduling information based on the construction worker safety monitoring information, historical building construction environment monitoring information, historical construction equipment status information, historical building construction site image information, historical construction worker location information, historical construction worker health information, historical construction material information, and a preset construction resource scheduling sub-model; The construction task allocation information generating unit is used to generate construction task allocation information according to the construction resource scheduling information.

8. The construction task allocation device according to claim 6, characterized in that: The optimized construction task allocation information generation module specifically includes: a construction task scheduling optimization information generating unit, configured to generate construction task scheduling optimization information based on the construction task allocation information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, current construction material information, and a preset construction task scheduling optimization sub-model; a construction task management optimization progress information generating unit, configured to generate construction task management optimization progress information based on the construction task scheduling optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker health information, current construction material information, and a preset construction task management optimization progress calculation sub-model; a construction quality management optimization information generating unit, configured to generate construction quality management optimization information based on the construction task management optimization progress information, current building construction site image information, and a preset construction quality management optimization sub-model; a construction worker safety management optimization information generating unit, configured to generate construction worker safety management optimization information based on the construction quality management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction worker location information, current construction worker health information, and a preset construction worker safety management optimization sub-model; a construction resource scheduling optimization information generating unit, configured to generate construction resource scheduling optimization information based on the construction personnel safety management optimization information, current construction environment monitoring information, current construction equipment status information, current construction site image information, current construction personnel location information, current construction personnel health information, current construction material information, and a preset construction resource scheduling optimization sub-model; The optimized construction task allocation information generating unit is used to generate optimized construction task allocation information according to the construction resource scheduling optimization information.

9. A terminal device, characterized in that: The terminal device includes a memory and a processor, wherein the memory stores a computer program that can be run on the processor, and when the processor executes the computer program, the steps of the method according to any one of claims 1 to 5 are implemented.

10. A computer-readable storage medium storing a computer program, characterized in that: When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 5 are implemented.

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