Instrument panel type building engineering construction progress display method, system and device and medium

Through the dashboard display method, combined with BIM and GIS data, the construction progress of the construction project is monitored and optimized in real time, and potential risks are identified, which solves the problem of traditional management tools lacking real-time and intelligent analysis, and achieves efficient and controllable construction progress management.

CN119719044APending Publication Date: 2025-03-28HUATENG JIANXIN TECH CO LTD
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Patent Information

Application Number
CN202411837309.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-12-13
Publication Date
2025-03-28

AI Technical Summary

Technical Problem

Traditional construction project progress management tools lack real-time, dynamic and intelligent analysis capabilities, and cannot effectively display multi-dimensional information at the construction site, update progress in real time, and combine risk assessment and resource coordination, resulting in inefficient construction risk identification and resource utilization.

Method used

The construction progress display method of dashboard construction projects is adopted, and a multi-dimensional display platform is built by obtaining building information model (BIM) and geographic information system (GIS) data, combined with the actual progress, historical data and environmental data of the construction site, to achieve dynamic prediction, real-time display and automated adjustment. Use risk assessment models to analyze potential risks, build a construction risk task tree, optimize construction progress sorting, and visually display it through the dashboard.

Benefits of technology

Real-time and accuracy of construction progress monitoring is achieved, the management efficiency of construction sites is enhanced, construction delays and resource waste are reduced, the controllability and safety of project progress is improved, and the intelligent and digital transformation of the construction industry is promoted.

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Abstract

The invention provides an instrument panel type building engineering construction progress display method, system and device and a medium, and relates to the field of building construction management.The method comprises the steps that geographic information system map data and building information model data of an area where a building project is located are obtained and fused, and then a multi-dimensional display platform of the building engineering progress is constructed and formed; actual progress data, historical construction data and environment data of a construction site are collected, risk factors of construction tasks are analyzed, the dependency relationship between the construction tasks is analyzed through topological sorting, and a construction risk task tree is constructed; a construction risk task tree is adopted to identify potential risks of a construction task, weighted calculation is carried out on risk factors according to weight coefficients, a comprehensive risk assessment score of the construction task is generated, a construction progress sequence is optimized, and integration is carried out through an instrument panel to form a unified visual display interface. Dynamic prediction, real-time display and automatic adjustment can be realized, and the accuracy of construction progress monitoring is improved.
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Description

Technical Field

[0001] The present invention relates to the field of building construction management, and in particular to a dashboard-type construction progress display method, system, device and medium. Background Art

[0002] The construction of a building project is a complex and dynamic process, involving multiple stages, different construction tasks, huge resource scheduling, complex spatial layout, and a large number of construction personnel and equipment. In traditional construction project management, progress control and monitoring usually use two-dimensional tools such as Gantt charts and progress bars. Although these tools can provide progress display and tracking to a certain extent, they have the following significant shortcomings: 1. Information fragmentation: Traditional progress display tools often only provide information in one dimension (such as the timeline), but lack the display of multi-dimensional information such as spatial layout, resource allocation, and construction site changes, and cannot fully reflect the construction progress.

[0003] 2. Lack of real-time performance: Many progress management tools rely on manual input and are difficult to update in real time, resulting in a large deviation between the construction progress and the actual situation.

[0004] 3. Insufficient risk assessment: Traditional schedule management tools often cannot effectively combine risk assessment, cannot timely identify potential construction risks (such as resource shortages, construction delays, etc.), and lack targeted early warning mechanisms.

[0005] 4. Lack of coordination between space and resources: The construction progress of a building project not only involves time, but is also closely related to space (construction area, equipment location) and resources (personnel, materials, equipment). Traditional tools fail to effectively take these factors into account, making it difficult to achieve comprehensive coordination between progress and resources.

[0006] Therefore, the traditional progress management method that relies on static Gantt charts and manual updates lacks real-time, dynamic and intelligent analysis capabilities. In order to better cope with the complex construction environment and the uncertainty of project progress, it is urgent to propose a construction progress monitoring method that can achieve real-time, automatic and efficient. Summary of the invention

[0007] In view of this, the purpose of the present invention is to propose a dashboard-type construction project construction progress display method, system, device and medium, which realizes dynamic prediction, real-time display and automatic adjustment, which not only speeds up the accuracy of construction progress monitoring, but also helps managers to effectively avoid risks through intelligent decision support, optimizes construction resource allocation, and promotes the efficient implementation of construction projects.

[0008] To achieve the above object, the present invention provides the following technical solutions: Based on the above purpose, in a first aspect, the present invention provides a method for displaying the construction progress of a building project in a dashboard-type manner, comprising the following steps: Acquire building information model (BIM) data of a construction project, wherein the building information model data includes a geometric model of a building, construction tasks, and dependency information between tasks; Obtain geographic information system (GIS) map data of the area where the construction project is located, and integrate it with the building information model data to build a multi-dimensional display platform for the progress of the construction project; Collect actual progress data, historical construction data and environmental data of the construction site, analyze the risk factors of the construction tasks based on the pre-trained risk assessment model, use spatial index to perform topological analysis on the spatial coordinate data of the construction site according to the dependency information in the building information model and match it with the GIS map data, analyze the dependency between construction tasks through topological sorting, and build a construction risk task tree; Use the construction risk task tree to identify potential risks of construction tasks, and perform weighted calculations on risk factors based on weight coefficients to generate a comprehensive risk assessment score for construction tasks and optimize the construction schedule. The building information model data, geographic information system map data, risk factors, construction risk task tree, comprehensive risk assessment score and construction progress ranking are integrated through the dashboard to form a unified visual display interface. The dashboard displays the progress, risk status and resource consumption results of each construction task through color identification, progress bar and risk heat map.

[0009] As a further solution of the present invention, when using spatial index to perform topological analysis on the spatial coordinate data of the construction site, it also includes calibrating the spatial position points of each construction task, and matching the spatial coordinates with the node data in the building information model data; dynamically monitoring the progress and risks of the construction tasks, and sorting the tasks using the spatial relationships and construction dependencies between nodes.

[0010] As a further solution of the present invention, the GIS map data and the building information model data are integrated to construct a multi-dimensional display platform for the progress of the construction project, including the following steps: Use spatial mapping to spatially align the building geometry in the building information model data with the GIS map data, so that the virtual model of the building project is mapped to the actual geographic location; Each construction task is bound to the actual geographical location in the GIS map data through regional coordinates and building-level spatial labels. Based on the construction task dependencies in the building information model data, topological analysis of tasks and spatial areas is performed through topological sorting to calculate the order and priority between tasks. The spatial location, progress, order and priority information of tasks are integrated into the multi-dimensional display platform.

[0011] As a further solution of the present invention, analyzing the risk factors of the construction task based on the pre-trained risk assessment model includes the following steps: Collect actual progress data and historical construction data from the construction site; The real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis to output the risk score of the construction task. The calculation formula for the risk score of each task is:

[0012] In the formula, For the Risk score of each task; For the The risk factor of task complexity in each task; For the Risk factors for schedule deviation in tasks; For the Risk factor of resource shortage in each task; For the Dependency risk factors among tasks; For the Risk factors of environmental factors in each task; , , , , is the weight coefficient of the influence of each risk factor on the total risk score; .

[0013] As a further solution of the present invention, the real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis, and the risk score of the construction task is output. The weight coefficient of the risk assessment model is adjusted in real time. The adaptive weight adjustment function for dynamically adjusting the weight coefficient is:

[0014] In the formula, Indicates at time Moment, Adaptive weights for risk factors, It is a weight factor that is dynamically adjusted based on task history data or environmental data.

[0015] As a further solution of the present invention, constructing a construction risk task tree includes the following steps: Extract the dependencies of construction tasks from building information model data and construct a task dependency graph; Match the task data of the building information model with the spatial coordinate data of the GIS map data to construct a spatial index; Treat each task as a task node in the task tree, which contains the task name, task time, spatial coordinates, resource information and risk score; The dependencies between tasks are formed into directed edges, and the risk factors are transferred through the dependency edges according to the task dependency graph; A task tree is established by propagating risks between tasks, where the task tree is a directed graph with risk factors. Nodes represent tasks, edges represent dependencies between tasks, and node values ​​represent the risks of tasks. Based on the results of topological sorting, the execution order of tasks is constructed and risk factors are passed layer by layer.

[0016] As a further solution of the present invention, when optimizing the construction progress sorting, the construction tasks are sorted using a greedy algorithm according to the task risk score, and all tasks are sorted in descending order according to the comprehensive risk score, and the tasks with the highest scores are arranged first, including the following steps: Calculate a comprehensive risk score for each task; Sort the tasks in descending order according to their risk scores to obtain the task execution priority; Arrange the execution of tasks one by one according to the sorting results, and give priority to high-risk tasks; Combined with the dependencies between tasks, the topology arrangement is used to adjust the execution order of tasks so that the dependencies between tasks are satisfied; If the risk increases during the execution of a task, the execution order of subsequent tasks will be dynamically adjusted.

[0017] In a second aspect, the present invention provides a dashboard-type construction project construction progress display system, comprising: A building information model data acquisition module, used to acquire building information model data of a construction project; GIS data acquisition and fusion module, used to acquire and fuse GIS map data of the area where the construction project is located; Construction progress data collection module, used to collect progress data of the construction site in real time; Construction task risk assessment module, used to analyze the risk factors of construction tasks; Topological analysis and sorting module, used to analyze task dependencies and optimize construction schedule sorting; Task tree building module, used to build risk task tree for construction tasks; A comprehensive risk assessment module for generating a comprehensive risk assessment score for construction tasks; Construction progress optimization module, used to optimize the execution order of construction tasks; The visualization module is used to display the construction progress, risk status and resource consumption on the dashboard.

[0018] The present invention also includes a dashboard-type construction project construction progress display device, including: at least one processor, and a memory communicatively connected to the at least one processor, wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor executes the dashboard-type construction project construction progress display method.

[0019] The present invention also includes a computer-readable storage medium, wherein the computer-readable storage medium stores computer instructions, and the computer instructions are used to enable the computer to execute the dashboard-type construction progress display method of the building project.

[0020] Compared with the prior art, the dashboard-type construction project construction progress display method, system, device and medium proposed by the present invention have the following beneficial effects: 1. The present invention can ensure that construction managers can grasp the dynamic situation of the construction site in real time by collecting construction progress data, environmental data and historical construction data in real time, and combining building information model (BIM) and geographic information system (GIS) data. The system of the present invention can present these data as visual charts, such as progress bars, risk heat maps, etc. through the dashboard interface, helping managers to identify possible problems and potential risk points in the shortest time, so as to make timely adjustments and decisions, improve the management efficiency of the construction site, reduce construction delays and waste of resources, and enhance the controllability of the project progress.

[0021] 2. The present invention integrates multi-dimensional information such as BIM data, GIS map data, construction progress data, historical data and environmental data on the same platform. Through a unified dashboard display interface, managers can analyze from different angles and dimensions, fully understand the execution status and potential risks of construction tasks, enhance the decision-making support capability of construction project management, reduce the phenomenon of information islands, enable management to quickly perform data analysis and decision-making on a single platform, and improve the quality and accuracy of decision-making.

[0022] 3. The present invention can analyze the potential risk factors in construction tasks in real time through the risk assessment model. The system generates a construction risk task tree based on the dependencies of the construction tasks and the topological sorting between the construction tasks, and performs a weighted assessment on the tasks to obtain a comprehensive risk score. Based on these risk assessment results, the construction progress sorting is optimized, so that the order of task execution can be reasonably adjusted to reduce the risk factors that may be encountered during the construction process, such as construction delays, safety accidents, resource shortages, etc. Through systematic risk identification and optimization, the probability and impact of risk occurrence can be effectively reduced, ensuring a smoother construction process and improving project safety and stability.

[0023] 4. Based on the dependency of construction tasks, risk assessment results and historical data, the system can automatically generate the optimal construction progress sequence through spatial topology analysis and optimization algorithm. It not only takes into account the dependencies between tasks, but also fully considers the spatial layout and resource allocation, thereby avoiding construction bottlenecks or resource conflicts caused by improper task sequence, significantly improving the utilization efficiency of construction resources, avoiding construction conflicts or idle resources caused by unreasonable task sequencing, and improving the smooth progress of construction progress.

[0024] 5. The present invention uses a dashboard-style display method to intuitively display the progress, risk status and resource consumption of each construction task through multiple visual elements such as color identification, progress bars, and risk heat maps. The risk level, progress percentage and consumption of the task can be seen at a glance. Managers can intuitively check which tasks have higher risks and which tasks are progressing slowly on the dynamic display interface, and then adjust resource allocation and construction scheduling. The visual interface reduces the difficulty of analysis and decision-making for managers, improves the ability to control the construction site, helps to quickly identify potential problems and take effective measures, and avoids management errors caused by information lag or opacity.

[0025] In summary, the dashboard-type construction project construction progress display method, system, device and medium of the present invention have made significant progress in improving the real-time and accuracy of construction management, comprehensively integrating multi-dimensional data, intelligent progress optimization, task sorting and risk warning, improving the transparency and traceability of construction projects, cost control and resource optimization, etc. It not only improves construction efficiency and reduces construction risks, but also promotes the transformation of the construction industry towards intelligence and digitization. It is a highly innovative technical solution in modern construction project management.

[0026] These and other aspects of the present application will be more concise and understandable in the following description of the embodiments. It should be understood that the above general description and the following detailed description are only exemplary and explanatory and cannot limit the present application. BRIEF DESCRIPTION OF THE DRAWINGS

[0027] In order to more clearly illustrate the technical solutions in the embodiments of the present invention or related technologies, the following briefly introduces the drawings required for use in the exemplary embodiments or related technical descriptions. The drawings are used to provide a further understanding of the present invention and constitute a part of the specification. Together with the embodiments of the present invention, they are used to explain the present invention and do not constitute a limitation to the present invention. In the drawings: Figure 1 The present invention is a flowchart of a method for displaying the construction progress of a building project in a dashboard manner according to an embodiment of the present invention.

[0028] Figure 2 The present invention is a flow chart of constructing a multi-dimensional display platform for the progress of a construction project in a dashboard-type construction project progress display method according to an embodiment of the present invention.

[0029] Figure 3 The present invention provides a flowchart of constructing a construction risk task tree in a dashboard-type construction project construction progress display method according to an embodiment of the present invention. DETAILED DESCRIPTION

[0030] The following will be combined with the drawings in the embodiments of the present application to clearly and completely describe the technical solutions in the embodiments of the present application. Obviously, the described embodiments are part of the embodiments of the present application, not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of this application.

[0031] In conjunction with the accompanying drawings, some embodiments of the present application are described in detail below. In the absence of conflict, the following embodiments and features in the embodiments can be combined with each other.

[0032] Aiming at the problem that the traditional progress management method that relies on static Gantt charts and manual updates lacks real-time, dynamic and intelligent analysis capabilities, the present invention proposes a dashboard-type construction project construction progress display method, system, device and medium, which can realize dynamic prediction, real-time display and automatic adjustment, which not only speeds up the accuracy of construction progress monitoring, but also helps managers to effectively avoid risks through intelligent decision support, optimize construction resource allocation, and promote the efficient implementation of construction projects.

[0033] See also Figure 1 As shown, an embodiment of the present invention provides a dashboard-type construction progress display method for a building project, the method comprising the following steps: Step S10: Acquire Building Information Model (BIM) data of the construction project, wherein the Building Information Model data includes a geometric model of the building, construction tasks, and dependency information between tasks.

[0034] Step S20: Obtain geographic information system (GIS) map data of the area where the construction project is located, and merge it with the building information model data to construct a multi-dimensional display platform for the progress of the construction project.

[0035] In this step, see Figure 2 As shown, the GIS map data and the building information model data are integrated to construct a multi-dimensional display platform for the construction project progress, including the following steps: Step S201: spatially aligning the building geometry model in the building information model data with the geographic information system map data using spatial mapping, so that the virtual model of the building project is mapped to the actual geographical location; Step S202: Each construction task is bound to the actual geographical location in the GIS map data through the regional coordinates and the spatial labels of the building level. According to the construction task dependency in the building information model data, a topological analysis of the tasks and the spatial area is performed through topological sorting to calculate the order and priority between the tasks. Step S203: Integrate the spatial location, progress, order and priority information of the tasks into the multi-dimensional display platform.

[0036] The present invention can ensure that construction managers can grasp the dynamic situation of the construction site in real time by collecting construction progress data, environmental data and historical construction data in real time, and combining building information model (BIM) and geographic information system (GIS) data. The system of the present invention can present these data as visual charts, such as progress bars, risk heat maps, etc. through the dashboard interface, helping managers to identify possible problems and potential risk points in the shortest time, so as to make timely adjustments and decisions, improve the management efficiency of the construction site, reduce construction delays and resource waste, and enhance the controllability of the project progress.

[0037] Step S30: collect actual progress data, historical construction data and environmental data of the construction site, analyze the risk factors of the construction tasks based on the pre-trained risk assessment model, use the spatial index to perform topological analysis on the spatial coordinate data of the construction site according to the dependency information in the building information model and match it with the GIS map data, analyze the dependency between construction tasks through topological sorting, and build a construction risk task tree.

[0038] In this step, when using the spatial index to perform topological analysis on the spatial coordinate data of the construction site, it also includes calibrating the spatial location points of each construction task and matching the spatial coordinates with the node data in the building information model data; dynamically monitoring the progress and risks of the construction tasks, and sorting the tasks using the spatial relationships and construction dependencies between nodes.

[0039] In this embodiment, analyzing the risk factors of the construction task based on the pre-trained risk assessment model includes the following steps: Collect actual progress data and historical construction data from the construction site; The real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis to output the risk score of the construction task. The calculation formula for the risk score of each task is:

[0040] In the formula, For the Risk score of each task; For the The risk factor of task complexity in each task; For the Risk factors for schedule deviation in tasks; For the Risk factor of resource shortage in each task; For the Dependency risk factors among tasks; For the Risk factors of environmental factors in each task; , , , , is the weight coefficient of the influence of each risk factor on the total risk score; .

[0041] The real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis, and the risk score of the construction task is output. The weight coefficient of the risk assessment model is adjusted in real time. The adaptive weight adjustment function for dynamically adjusting the weight coefficient is:

[0042] In the formula, Indicates at time Moment, Adaptive weights for risk factors, It is a weight factor that is dynamically adjusted based on task history data or environmental data.

[0043] In this embodiment, see Figure 3 As shown in the figure, constructing a construction risk task tree includes the following steps: Step S301, extracting the dependency relationship of construction tasks from building information model data and constructing a task dependency graph; Step S302, matching the task data of the building information model with the spatial coordinate data of the geographic information system map data to construct a spatial index; Step S303: Take each task as a task node of the task tree, where the task node includes the task name, task time, spatial coordinates, resource information and risk score; Step S304: Form the dependency relationship between tasks into directed edges, and transfer the risk factors through the dependency edges according to the task dependency graph; Step S305: Establish a task tree by propagating the risks between tasks, wherein the task tree is a directed graph with risk factors, nodes represent tasks, edges represent dependencies between tasks, node values ​​represent the risks of tasks, and according to the results of topological sorting, construct the execution order of tasks and propagate the risk factors layer by layer.

[0044] The present invention can analyze the potential risk factors in construction tasks in real time through the risk assessment model. The system generates a construction risk task tree based on the dependencies of the construction tasks and the topological sorting between the construction tasks, and performs a weighted assessment on the tasks to obtain a comprehensive risk score. According to these risk assessment results, the construction progress sorting is optimized, so as to reasonably adjust the order of task execution to reduce the risk factors that may be encountered during the construction process, such as construction delays, safety accidents, resource shortages, etc. Through systematic risk identification and optimization, the probability and impact of risk occurrence can be effectively reduced, ensuring a smoother construction process and improving engineering safety and stability.

[0045] Step S40: Use the construction risk task tree to identify potential risks of the construction task, perform weighted calculation on the risk factors according to the weight coefficients, generate a comprehensive risk assessment score for the construction task, and optimize the construction progress ranking.

[0046] In this step, when optimizing the construction progress sorting, the construction tasks are sorted using a greedy algorithm based on the task risk score. All tasks are sorted in descending order according to the comprehensive risk score, and the tasks with the highest scores are arranged first, including the following steps:

[0047] Based on the dependency of construction tasks, risk assessment results and historical data, the system can automatically generate the optimal construction progress sequence through spatial topological analysis and optimization algorithm. Not only the dependencies of tasks are taken into account, but also the spatial layout and resource allocation are fully considered, so as to avoid construction bottlenecks or resource conflicts caused by improper task sequence, significantly improve the utilization efficiency of construction resources, avoid construction conflicts or idle resources caused by unreasonable task sequence, and improve the smooth progress of construction progress.

[0048] Step S50: Integrate the building information model data, geographic information system map data, risk factors, construction risk task tree, comprehensive risk assessment score and construction progress ranking through the dashboard to form a unified visual display interface. The dashboard displays the progress, risk status and resource consumption results of each construction task through color identification, progress bar and risk heat map.

[0049] In this step, multi-dimensional information such as BIM data, GIS map data, construction progress data, historical data and environmental data are integrated on the same platform. Through a unified dashboard display interface, managers can analyze from different angles and dimensions, fully understand the execution status and potential risks of construction tasks, enhance the decision-making support capability of construction project management, reduce information islands, and enable management to quickly perform data analysis and decision-making on a single platform, thereby improving the quality and accuracy of decision-making.

[0050] The present invention uses a dashboard-style display method through color identification, progress bars, risk heat maps and other visual elements to intuitively display the progress, risk status and resource consumption of each construction task. The risk level, progress percentage and consumption of the task can be seen at a glance. Managers can intuitively view which tasks have higher risks and which tasks are progressing slowly on the dynamic display interface, and then adjust resource allocation and construction scheduling. The visual interface reduces the difficulty of analysis and decision-making for managers, improves the ability to control the construction site, helps to quickly identify potential problems and take effective measures, and avoids management errors caused by information lag or opacity.

[0051] To sum up, the dashboard-type construction progress display method of the present invention has significant progress in improving the real-time and accuracy of construction management, comprehensively integrating multi-dimensional data, intelligent progress optimization, task sorting and risk warning, improving the transparency and traceability of construction projects, cost control and resource optimization. It not only improves construction efficiency and reduces construction risks, but also promotes the transformation of the construction industry towards intelligence and digitization. It is a highly innovative technical solution in modern construction project management.

[0052] It should be noted that the above figures are only schematic illustrations of the processes included in the method according to an exemplary embodiment of the present invention, and are not intended to be limiting. It is easy to understand that the processes shown in the above figures do not indicate or limit the time sequence of these processes. In addition, it is also easy to understand that these processes can be performed synchronously or asynchronously, for example, in multiple modules.

[0053] It should be understood that, although described in a certain order, these steps are not necessarily performed in sequence in the above order. Unless there is a clear explanation in this article, the execution of these steps does not have a strict order restriction, and these steps can be performed in other orders. Moreover, a part of the steps of the present embodiment may include a plurality of steps or a plurality of stages, and these steps or stages are not necessarily performed at the same time, but can be performed at different times, and the execution order of these steps or stages is not necessarily performed in sequence, but can be performed in turn or alternately with at least a part of the steps or stages in other steps or other steps.

[0054] In a second aspect of the embodiments of the present invention, the present invention further provides a dashboard-type construction project construction progress display system, the system comprising the following components: Building Information Model (BIM) data acquisition module: This module is used to acquire BIM data of construction projects, including geometric models of buildings, construction tasks, and information on dependencies between tasks. Through the integration of design drawings and task scheduling information related to construction projects, a comprehensive understanding of construction tasks and resource allocation is provided.

[0055] Geographic Information System (GIS) data acquisition and fusion module: This module is used to obtain GIS map data of the area where the construction project is located and fuse it with BIM data. The fused data provides information on the spatial layout, surrounding environment and resource distribution of the construction project, providing spatial support for subsequent construction progress monitoring and optimization decisions.

[0056] Construction progress data collection module: This module is used to collect the actual progress data, historical construction data and environmental data of the construction site in real time. The status data of the construction site is collected through sensors, IoT devices, etc., and compared with the preset construction progress model to evaluate the actual execution of the task.

[0057] Construction Task Risk Assessment Module: Based on the pre-trained risk assessment model, this module analyzes the risk factors of construction tasks. Through training on historical data, it identifies possible risk sources and scores and assesses the potential risks of each task. The risk assessment model can provide the risk level of each task based on factors such as the type of construction task, environmental changes, and resource supply.

[0058] Topological analysis and sorting module: This module analyzes the dependency order between construction tasks through topological sorting based on the dependency information of construction tasks. Combined with spatial indexing technology, it performs topological analysis on the spatial coordinate data of the construction site to ensure that the execution order of tasks conforms to the dependency relationship between tasks, optimize the construction plan and reduce conflicts.

[0059] Task tree construction module: This module constructs a construction risk task tree based on the dependencies between construction tasks and risk assessment results. Through the task tree, the system can clearly display the risk associations and mutual impacts between tasks, helping construction managers identify potential risks and take corresponding countermeasures.

[0060] Comprehensive risk assessment module: This module performs weighted calculations on the risk factors of construction tasks and generates a comprehensive risk assessment score for each task based on the weighted results. This score is used to optimize the construction schedule, ensure that high-risk tasks are given priority, and improve the stability and predictability of the overall construction schedule.

[0061] Construction schedule optimization module: Based on the comprehensive risk assessment results, the construction schedule sorting module optimizes the execution order of each task to ensure that the efficiency of the project progress is improved while controlling the risk. This module uses advanced optimization algorithms, such as mixed integer programming (MILP) or heuristic algorithm-based methods, to complete task sorting and scheduling.

[0062] Visualization display module: This module integrates building information model data, geographic information system data, risk factors, construction risk task tree, comprehensive risk assessment score, construction progress ranking and other information through the dashboard to form a unified visualization display interface. The dashboard displays relevant information in the following ways: Color identification: Use different colors to distinguish the progress, risk status and resource consumption of construction tasks.

[0063] Progress bar: Dynamically displays the progress of each construction task, helping managers understand the execution status of the task in real time.

[0064] Risk heat map: displays the risk level of each construction task and its area, intuitively reflects the potential risks of the construction site, and facilitates the adoption of preventive measures.

[0065] In an embodiment of the present invention, the dashboard-type construction project construction progress display system of the present invention can dynamically display the actual progress and risk status of construction tasks by collecting construction progress data and environmental data in real time, providing an immediate decision-making basis for construction management. By integrating BIM, GIS, risk assessment, construction progress and other information, the system can provide a multi-dimensional progress display, which is convenient for a comprehensive grasp of the construction status. Through the risk task tree and comprehensive risk assessment scoring, the system can identify potential risks and provide optimized construction progress sorting to help reduce project delays and resource waste. Combined with spatial topological analysis, the system can optimize the execution order of construction tasks, reduce spatial conflicts between tasks, and improve construction efficiency.

[0066] Through the above detailed steps, the dashboard-type building project construction progress display system of the present invention is used to execute the steps of the dashboard-type building project construction progress display method in the above embodiment, which will not be repeated here.

[0067] In one embodiment, a dashboard-type construction project construction progress display device is also provided in an embodiment of the present invention, comprising at least one processor, and a memory communicatively connected to the at least one processor, the memory storing instructions executable by the at least one processor, the instructions being executed by the at least one processor so that the at least one processor executes the steps of the dashboard-type construction project construction progress display method.

[0068] In one embodiment, the present invention further provides a computer-readable storage medium storing computer instructions, wherein the computer instructions are used to enable the computer to execute the steps of the dashboard-type construction project construction progress display method.

[0069] A person skilled in the art can understand that all or part of the processes in the above-mentioned embodiments can be realized by instructing the relevant hardware through a computer program represented by computer instructions, and the computer program can be stored in a non-volatile computer-readable storage medium. When the computer program is executed, it can include the processes of the embodiments of the above-mentioned methods. Among them, any reference to memory, storage, database or other media used in the embodiments provided in this application can include at least one of non-volatile and volatile memory.

[0070] Non-volatile memory may include read-only memory, magnetic tape, floppy disk, flash memory or optical storage, etc. Volatile memory may include random access memory or external cache memory. As an illustration and not limitation, RAM may be in various forms, such as static random access memory or dynamic random access memory, etc.

[0071] The above are exemplary embodiments disclosed in the present invention, but it should be noted that various changes and modifications may be made without departing from the scope disclosed in the embodiments of the present invention as defined in the claims. The functions, steps and / or actions of the method claims according to the disclosed embodiments described herein do not need to be performed in any particular order. In addition, although the elements disclosed in the embodiments of the present invention may be described or required in individual form, they may also be understood as multiple unless explicitly limited to the singular.

[0072] It should be understood that, as used herein, the singular form "a" or "an" is intended to include the plural form as well, unless the context clearly supports an exception. It should also be understood that, as used herein, "and / or" refers to any and all possible combinations of one or more of the items listed in association. The serial numbers of the embodiments disclosed in the above embodiments of the present invention are for description only and do not represent the advantages and disadvantages of the embodiments.

[0073] A person skilled in the art should understand that the discussion of any of the above embodiments is only exemplary and is not intended to imply that the scope of the disclosure of the embodiments of the present invention (including the claims) is limited to these examples; under the concept of the embodiments of the present invention, the technical features in the above embodiments or different embodiments can also be combined, and there are many other changes in different aspects of the above embodiments of the present invention, which are not provided in detail for the sake of simplicity. Therefore, any omissions, modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the embodiments of the present invention should be included in the protection scope of the embodiments of the present invention.

Claims

1. A dashboard-type construction project construction progress display method, characterized in that: The method comprises the following steps: Acquire building information model data of a construction project, wherein the building information model data includes a geometric model of a building, construction tasks, and dependency information between tasks; Obtain geographic information system map data of the area where the construction project is located, and integrate it with the building information model data to build a multi-dimensional display platform for the construction project progress; Collect actual progress data, historical construction data and environmental data of the construction site, analyze the risk factors of the construction tasks based on the pre-trained risk assessment model, use spatial index to perform topological analysis on the spatial coordinate data of the construction site according to the dependency information in the building information model and match it with the GIS map data, analyze the dependency between construction tasks through topological sorting, and build a construction risk task tree; Use the construction risk task tree to identify potential risks of construction tasks, and perform weighted calculations on risk factors based on weight coefficients to generate a comprehensive risk assessment score for construction tasks and optimize the construction schedule. The building information model data, geographic information system map data, risk factors, construction risk task tree, comprehensive risk assessment score and construction progress ranking are integrated through the dashboard to form a unified visual display interface. The dashboard displays the progress, risk status and resource consumption results of each construction task through color identification, progress bar and risk heat map.

2. The method for displaying the construction progress of a building project in a dashboard type according to claim 1, characterized in that: When using spatial indexes to perform topological analysis on the spatial coordinate data of the construction site, it also includes calibrating the spatial location points of each construction task and matching the spatial coordinates with the node data in the building information model data; dynamically monitoring the progress and risks of construction tasks, and using the spatial relationships and construction dependencies between nodes to sort tasks.

3. The dashboard-type construction progress display method of claim 2, characterized in that: The GIS map data and the building information model data are integrated to construct a multi-dimensional display platform for the construction project progress, including the following steps: Use spatial mapping to spatially align the building geometry in the building information model data with the GIS map data, so that the virtual model of the building project is mapped to the actual geographic location; Each construction task is bound to the actual geographical location in the GIS map data through regional coordinates and building-level spatial labels. Based on the construction task dependencies in the building information model data, topological analysis of tasks and spatial areas is performed through topological sorting to calculate the order and priority between tasks. The spatial location, progress, order and priority information of tasks are integrated into the multi-dimensional display platform.

4. The dashboard-type construction progress display method of claim 3, characterized in that: Analyzing the risk factors of construction tasks based on the pre-trained risk assessment model includes the following steps: Collect actual progress data and historical construction data from the construction site; The real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis to output the risk score of the construction task. The calculation formula for the risk score of each task is: In the formula, For the Risk score of each task; For the The risk factor of task complexity in each task; For the Risk factors for schedule deviation in tasks; For the Risk factor of resource shortage in each task; For the Dependency risk factors among tasks; For the Risk factors of environmental factors in each task; , , , , is the weight coefficient of the influence of each risk factor on the total risk score; .

5. The dashboard-type construction progress display method of claim 4, characterized in that: The real-time progress data, historical data and environmental data of the construction task are input into the risk assessment model based on multi-factor analysis, and the risk score of the construction task is output. The weight coefficient of the risk assessment model is adjusted in real time. The adaptive weight adjustment function for dynamically adjusting the weight coefficient is: In the formula, Indicates at time Moment, Adaptive weights for risk factors, It is a weight factor that is dynamically adjusted based on task history data or environmental data.

6. The method for displaying the construction progress of a building project in a dashboard type according to claim 5, characterized in that: Constructing a construction risk task tree includes the following steps: Extract the dependencies of construction tasks from building information model data and construct a task dependency graph; Match the task data of the building information model with the spatial coordinate data of the GIS map data to construct a spatial index; Treat each task as a task node in the task tree, which contains the task name, task time, spatial coordinates, resource information and risk score; The dependency relationships between tasks are formed into directed edges, and the risk factors are transferred through the dependency edges according to the task dependency graph; A task tree is established by propagating risks between tasks, where the task tree is a directed graph with risk factors. Nodes represent tasks, edges represent dependencies between tasks, and node values ​​represent the risks of tasks. Based on the results of topological sorting, the execution order of tasks is constructed and risk factors are passed layer by layer.

7. The method for displaying the construction progress of a building project in a dashboard type according to claim 6, characterized in that: When optimizing the construction progress, the construction tasks are sorted using a greedy algorithm based on the task risk score. All tasks are sorted in descending order according to the comprehensive risk score, and the tasks with the highest scores are arranged first, including the following steps: Calculate a comprehensive risk score for each task; Sort the tasks in descending order according to their risk scores to obtain the task execution priority; Arrange the execution of tasks one by one according to the sorting results, and give priority to high-risk tasks; Combined with the dependencies between tasks, the topology arrangement is used to adjust the execution order of tasks so that the dependencies between tasks are satisfied; If the risk increases during the execution of a task, the execution order of subsequent tasks will be dynamically adjusted.

8. A dashboard-type construction project construction progress display system, characterized in that: Used to execute the dashboard-type construction progress display method of any one of claims 1 to 7, the system comprises: A building information model data acquisition module, used to acquire building information model data of a construction project; GIS data acquisition and fusion module, used to acquire and fuse GIS map data of the area where the construction project is located; Construction progress data collection module, used to collect progress data of the construction site in real time; Construction task risk assessment module, used to analyze the risk factors of construction tasks; Topological analysis and sorting module, used to analyze task dependencies and optimize construction schedule sorting; Task tree building module, used to build risk task tree for construction tasks; A comprehensive risk assessment module for generating a comprehensive risk assessment score for construction tasks; Construction progress optimization module, used to optimize the execution order of construction tasks; The visual display module is used to display the construction progress, risk status and resource consumption on the dashboard.

9. A dashboard-type construction project construction progress display device, characterized in that: include: At least one processor, and a memory communicatively connected to the at least one processor, wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor executes the dashboard-type construction progress display method of any one of claims 1-7.

10. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores computer instructions, and the computer instructions are used to enable the computer to execute the dashboard-type building construction progress display method as described in any one of claims 1-7.

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