Method and system for generating high pier layout scheme

Abstract

The invention relates to the technical field of high pier construction management, and particularly provides a method and a system for generating a high pier layout scheme. The method comprises the following steps: acquiring construction project information and bearing data, and acquiring construction environment data based on the construction project information; the construction project information, the bearing data and the construction environment data are substituted into a scheme generation model, and three sets of layout schemes are output and fed back to a management terminal; in response to feedback information of the management terminal, substituting the feedback information into a scheme generation model, and selectively generating a layout execution scheme matched with the feedback information; and executing the layout execution scheme, acquiring execution data in real time, and selectively adjusting the scheme generation model or the layout execution scheme based on the execution data. According to the real-time change of the construction environment and the construction condition, the scheme is dynamically adjusted and optimized, so that the generation function and the use effect of the scheme are improved, and the efficiency and the accuracy of scheme generation are improved.

Description

Technical Field

[0001] The invention relates to the technical field of high pier construction management, and specifically provides a method and system for generating a high pier layout plan. Background Art

[0002] In projects in the fields of construction and transportation, the layout of high piers is an important task that is directly related to the smooth progress of the project. However, since the layout of high piers involves multiple factors such as construction project information, load-bearing data, and construction environment data, how to quickly and accurately generate high pier layout plans has always been a challenge.

[0003] The methods for generating high pier layout plans in the prior art generally require professional designers to carry out design and construction, which is time-consuming and labor-intensive, and greatly tests the professional ability of designers, and cannot be optimized in real time for specific construction environments.

[0004] Accordingly, the art needs a new high pier layout scheme generation scheme to solve the above problems. Summary of the invention

[0005] In order to overcome the above-mentioned defects, the present invention is proposed to provide a method and system for generating high pier layout plans, which solves or at least partially solves the technical problems of the prior art in which a method for generating high pier layout plans generally requires professional designers to carry out design and construction, is time-consuming and labor-intensive, and greatly tests the professional ability of designers, and cannot be optimized in real time for a specific construction environment.

[0006] In a first aspect, the present invention provides a method for generating a high pier layout plan, the method comprising the following steps: Acquire construction project information and bearer data, and acquire construction environment data based on the construction project information; Substituting the construction project information, load-bearing data and construction environment data into a solution generation model, outputting three sets of layout plans and feeding them back to a management terminal, wherein the layout plans at least include the number of high piers, the layout position of each high pier and the layout parameters; In response to the feedback information from the management terminal, the feedback information is substituted into the solution generation model, and a layout execution plan matching the feedback information is selectively generated, wherein the layout execution plan at least includes the construction type of each high pier, the construction execution process, the execution parameters of each execution step in the construction execution process, and the execution standard; Execute and deploy the execution plan, and obtain the execution data in real time, and selectively adjust the plan generation model or deploy the execution plan based on the execution data.

[0007] In a technical solution of the method for generating the high pier layout plan, the construction project information at least includes the construction location range, the construction period and the management personnel information of the construction project, the bearing data at least includes the use demand data, the traffic flow data and the load data, and the acquisition of the construction environment data based on the construction project information includes: Based on the construction location range in the construction project information, obtaining terrain data and geological data corresponding to the construction location range; Based on the construction period in the construction project information, traffic data, mechanical data executable for construction, and climate data of the construction location range in the construction period are obtained; The construction environment data is composed of traffic data of the construction location range during the construction period, mechanical data executable for the construction, climate data, terrain data corresponding to the construction location range, and geological data.

[0008] In a technical solution of the method for generating the high pier layout plan, the step of substituting the construction project information, the load-bearing data and the construction environment data into the plan generation model, outputting three sets of layout plans and feeding them back to the management terminal comprises: Determine the layout limit range and the construction limit range based on the construction project information, load-bearing data and construction environment data; Based on the layout limit range and the construction limit range, multiple groups of high pier layout plans are generated, wherein the high pier layout plans at least include the number of high piers in each high pier layout range corresponding to each construction layout step segment, the layout position of each high pier, and the layout parameters; A plurality of high pier layout plans are screened, and three high pier layout plans are selected as three output layout plans and fed back to the management terminal.

[0009] In a technical solution of the method for generating the high pier layout plan, the determining of the layout limit range and the construction limit range based on the construction project information, the load-bearing data and the construction environment data includes: Based on the construction project information, load-bearing data and construction environment data, the construction location range is divided to obtain a plurality of end-to-end connected construction layout sections; Determine a layout generation range based on a plurality of end-to-end connected construction layout segments and a construction location range in the construction project information, wherein the layout generation range at least includes a plurality of end-to-end connected layout sub-ranges; Determine a construction generation range based on a plurality of end-to-end connected construction layout sections, a construction period in the construction project information, and load-bearing data, wherein the construction generation range at least includes a plurality of end-to-end connected high pier layout ranges and types of a plurality of high pier structures that can bear loads corresponding to each section of the high pier layout range; Based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable by the construction, and the layout generation range, a layout limitation range is obtained; The construction limited range is obtained based on the traffic data of the construction location range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data corresponding to the construction location range in the construction environment data, the geological data, the layout limited range and the construction generated range.

[0010] In a technical solution of the method for generating the high pier layout plan, the layout limit range is obtained based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable for the construction, and the layout generation range, including: Based on the layout generation range and the climate data in the construction environment data, a plurality of construction layout step segments are obtained, wherein each construction layout step segment corresponds to at least one layout sub-range; Based on a plurality of construction layout step segments and traffic data of the construction location range in the construction environment data during the construction cycle and construction executable mechanical data, obtain executable mechanical data and traffic data corresponding to each layout sub-area in each construction layout step segment; A layout limitation range is formed by a plurality of construction layout step sections, at least one layout sub-range corresponding to each construction layout step section, and executable mechanical data and traffic data corresponding to each layout sub-range.

[0011] In a technical solution of the method for generating the high pier layout scheme, the construction limited range is obtained based on the traffic data of the construction position range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data, the geological data, the layout limited range and the construction generation range corresponding to the construction position range in the construction environment data, including: Based on the layout limitation range and the construction generation range, determining at least one high pier layout range corresponding to each construction layout step segment in the layout limitation range; Based on at least one high pier layout range corresponding to each construction layout step segment in the layout limit range and the traffic data of the construction position range in the construction environment data during the construction cycle and the construction executable mechanical data, the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step segment are obtained; Based on the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step section and the construction generation range, the types of multiple high pier structures that can be loaded corresponding to each high pier layout range are screened to obtain the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; Determine multiple high pier layout positions in each high pier layout range corresponding to each construction layout step section and the high pier structure corresponding to each high pier layout position based on the terrain data and geological data corresponding to the construction position range in the construction environment data and the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; The construction limited range is formed by a plurality of high pier layout positions in each high pier layout range corresponding to each construction layout step and a high pier structure corresponding to each high pier layout position.

[0012] In a technical solution of the method for generating the high pier layout scheme, the screening of multiple groups of high pier layout schemes, screening out three groups of high pier layout schemes as three groups of layout schemes output and feeding back to the management terminal comprises: Simulating multiple groups of high pier layout schemes to obtain a simulation data set for each group of high pier layout schemes, wherein the simulation data set at least includes the construction simulation duration and construction simulation result data corresponding to the high pier layout scheme; Based on the simulation data set of each set of high pier layout schemes, the simulation completion degree of each set of high pier layout schemes is determined; Based on the simulation completion of each set of high pier layout schemes, multiple sets of high pier layout schemes are preliminarily screened to obtain multiple sets of screened high pier layout schemes; Based on the simulated data set of each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, a comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained; Based on the comprehensive evaluation index corresponding to each group of high pier layout plans after screening, each group of high pier layout plans after screening is screened for the second time, and three groups of high pier layout plans are screened out as three groups of layout plans as output and fed back to the management terminal.

[0013] In a technical solution of the method for generating the above-mentioned high pier layout scheme, the comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained based on the simulation data set of each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, and is obtained by the following formula: ; in, represents the comprehensive evaluation index, represents the structural stability index, Represents the construction difficulty index, represents the construction cost index, represents the construction efficiency index, Represents risk factors.

[0014] In a technical solution of the method for generating the high pier layout scheme, the feedback information is agreement to execute one of the layout schemes, or disagreement to execute any of the layout schemes and the reasons for disagreement, and the step of substituting the feedback information into the scheme generation model and selectively generating a layout execution scheme matching the feedback information includes: If the feedback information is to agree to execute one of the sets of deployment plans, then based on the deployment plan, generate a deployment execution plan that matches the feedback information; If the feedback information is disagreement with the execution of any set of layout plans and the reasons for disagreement with the execution, then based on the reasons for disagreement with the execution in the feedback information, the construction project information in the plan generation model, the load-bearing data, and the layout limitation range and construction limitation range corresponding to the construction environment data, multiple sets of high pier layout plans are regenerated, and based on the multiple sets of layout plans corresponding to the feedback information, the multiple sets of high pier layout plans are screened, and three new sets of layout plans are output and fed back to the management terminal.

[0015] In a second aspect, the present invention provides a system for generating a high pier layout plan, the system comprising a communication device, a collection device, a plan generation model and a control device, the communication device being used to realize information interaction between the collection device, the management terminal and the system, the collection device being used to obtain construction project information and bearing data, and to obtain execution data in real time, the plan generation model being used to generate three sets of layout plans based on the construction project information, bearing data and construction environment data, or, based on feedback information, selectively generate a layout execution plan that matches the feedback information, the control device comprising a processor and a storage device, the storage device being suitable for storing multiple program codes, the program codes being suitable for being loaded and run by the processor to execute the method for generating a high pier layout plan described in any one of the technical solutions of the above-mentioned method for generating a high pier layout plan.

[0016] The above one or more technical solutions of the present invention have at least one or more of the following beneficial effects: By acquiring the construction project information and the bearing data, the construction environment data is acquired, and the automatic acquisition of the construction environment data is realized, so that the corresponding layout plan is generated according to the acquired data in the future, and the acquired data is substituted into the plan generation model, and three groups of layout plans are output and fed back to the management terminal, so that the plan can be dynamically adjusted and optimized according to the real-time changes of the construction environment and construction conditions, thereby improving the generation function and use effect of the plan, and realizing the automatic generation of the layout plan and timely feedback to the management terminal, so that the management terminal can select and feedback the three groups of layout plans, and then substitute the feedback information of the management terminal into the plan generation model, selectively Generate a corresponding layout execution plan, match the layout execution plan with the layout plan recognized by the management terminal, execute the layout execution plan, and obtain execution data in real time, and then selectively adjust the plan generation model according to the execution data, so as to selectively adjust the plan generation model or the layout execution plan according to the real-time execution data, thereby improving the efficiency and accuracy of plan generation, avoiding the technical problem that the generation method of high pier layout plan in the prior art generally requires professional designers to carry out design and construction, which is time-consuming and labor-intensive, and tests the professional ability of designers, and cannot perform real-time optimization for specific construction environments. BRIEF DESCRIPTION OF THE DRAWINGS

[0017] The disclosure of the present invention will become more easily understood with reference to the accompanying drawings. It is easy for those skilled in the art to understand that these drawings are only for illustrative purposes and are not intended to limit the scope of protection of the present invention. In addition, similar numbers in the figures are used to represent similar components, among which: Figure 1 It is a schematic flow chart of main steps of a method for generating a high pier layout plan according to an embodiment of the present invention; Figure 2 It is a schematic diagram of the main structural block diagram of a system for generating a high pier layout plan according to an embodiment of the present invention; Figure 3 It is a flow chart of installation steps of high pier construction in a method for generating a high pier layout plan according to an embodiment of the present invention.

[0018] Reference numerals list : 200: a system for generating a high pier arrangement plan; 201: a control device; 2011: a processor; 2012: a memory; 2013: a program code; 202: a plan generation model; 203: a communication device; 204: a collection device. DETAILED DESCRIPTION

[0019] Some embodiments of the present invention are described below with reference to the accompanying drawings. It should be understood by those skilled in the art that these embodiments are only used to explain the technical principles of the present invention and are not intended to limit the protection scope of the present invention.

[0020] In the description of the present invention, "module" and "processor" may include hardware, software or a combination of the two. A module may include hardware circuits, various suitable sensors, communication ports, and memories, and may also include software parts, such as program codes, or a combination of software and hardware. The processor may be a central processing unit, a microprocessor, an image processor, a digital signal processor, or any other suitable processor. The processor has data and / or signal processing functions. The processor may be implemented in software, hardware, or a combination of the two. Non-temporary computer-readable storage media include any suitable medium that can store program codes, such as a magnetic disk, a hard disk, an optical disk, a flash memory, a read-only memory, a random access memory, and the like. The term "A and / or B" means all possible combinations of A and B, such as only A, only B, or A and B. The term "at least one A or B" or "at least one of A and B" has a similar meaning to "A and / or B", and may include only A, only B, or A and B. The singular terms "one" and "the" may also include plural forms.

[0021] See attached Figure 1 , Figure 1 FIG. 1 is a flow chart of the main steps of a method for generating a high pier layout plan according to an embodiment of the present invention. Figure 1 As shown, the method for generating a high pier layout plan in the embodiment of the present invention mainly includes the following steps S101 to S104.

[0022] Step S101: Acquire construction project information and bearing data, and acquire construction environment data based on the construction project information; In this embodiment, the construction project information includes at least the construction location range, construction period and construction project management personnel information, the bearing data includes at least usage demand data, traffic flow data and load data, and the acquisition of construction environment data based on the construction project information includes: Based on the construction location range in the construction project information, obtaining terrain data and geological data corresponding to the construction location range; Based on the construction period in the construction project information, traffic data, mechanical data executable for construction, and climate data of the construction location range in the construction period are obtained; The construction environment data is composed of traffic data of the construction location range during the construction period, mechanical data executable for the construction, climate data, terrain data corresponding to the construction location range, and geological data.

[0023] In the above embodiment, the corresponding terrain data and geological data are obtained through the construction location range in the construction project information, and then the corresponding traffic data, executable mechanical data and climate data are obtained according to the construction period in the construction project information to constitute the construction environment data, so as to facilitate the subsequent generation of the corresponding layout plan based on the acquired data, thereby ensuring that the layout plan matches the high pier construction project, thereby ensuring the smooth construction of the high pier construction project.

[0024] Step S102: Substituting the construction project information, load-bearing data and construction environment data into a solution generation model, outputting three sets of layout solutions and feeding them back to the management terminal, wherein the layout solutions at least include the number of high piers, the layout position of each high pier and the layout parameters; In this embodiment, the step of substituting the construction project information, the bearing data, and the construction environment data into the solution generation model, outputting three sets of layout solutions, and feeding them back to the management terminal includes: Determine the layout limit range and the construction limit range based on the construction project information, load-bearing data and construction environment data; Based on the layout limit range and the construction limit range, multiple groups of high pier layout plans are generated, wherein the high pier layout plans at least include the number of high piers in each high pier layout range corresponding to each construction layout step segment, the layout position of each high pier, and the layout parameters; A plurality of high pier layout plans are screened, and three high pier layout plans are selected as three output layout plans and fed back to the management terminal.

[0025] In this embodiment, determining the layout limit range and the construction limit range based on the construction project information, the load-bearing data, and the construction environment data includes: Based on the construction project information, load-bearing data and construction environment data, the construction location range is divided to obtain a plurality of end-to-end connected construction layout sections; Determine a layout generation range based on a plurality of end-to-end connected construction layout segments and a construction location range in the construction project information, wherein the layout generation range at least includes a plurality of end-to-end connected layout sub-ranges; Determine a construction generation range based on a plurality of end-to-end connected construction layout sections, a construction period in the construction project information, and load-bearing data, wherein the construction generation range at least includes a plurality of end-to-end connected high pier layout ranges and types of a plurality of high pier structures that can bear loads corresponding to each section of the high pier layout range; Based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable by the construction, and the layout generation range, a layout limitation range is obtained; The construction limited range is obtained based on the traffic data of the construction location range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data corresponding to the construction location range in the construction environment data, the geological data, the layout limited range and the construction generated range.

[0026] Specifically, the construction location range is divided based on the construction project information, the load-bearing data and the construction environment data to obtain a plurality of end-to-end connected construction layout segments, including: Based on the construction environment data and the construction project information, the construction location range in the construction project information is divided to obtain a plurality of end-to-end connected construction layout primary sections; Based on the load-bearing data, a plurality of end-to-end connected first-level construction layout sections are divided twice to obtain a plurality of end-to-end connected second-level construction layout sections; And multiple end-to-end connected construction layout secondary sections are used as multiple end-to-end connected construction layout sections.

[0027] Specifically, the division method of dividing the construction location range in the construction project information and the division method of secondary dividing multiple end-to-end connected construction layout first-level segments can be obtained by using a trained neural network model, or can be obtained by a trained intelligent learning model. The choice of division method here is only an exemplary explanation. In actual testing, technical personnel in this field can choose according to actual needs. As long as it is possible to divide the construction location range in the construction project information according to the construction environment data and the construction project information to obtain multiple end-to-end connected construction layout first-level segments, and, according to the bearing data, perform secondary division on multiple end-to-end connected construction layout first-level segments to obtain multiple end-to-end connected construction layout second-level segments, it will not be repeated here.

[0028] Specifically, each of the layout sub-ranges includes a plurality of construction layout sub-segments connected end to end.

[0029] In this embodiment, the layout limitation range is obtained based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable by the construction, and the layout generation range, including: Based on the layout generation range and the climate data in the construction environment data, a plurality of construction layout step segments are obtained, wherein each construction layout step segment corresponds to at least one layout sub-range; Based on a plurality of construction layout step segments and traffic data of the construction location range in the construction environment data during the construction cycle and construction executable mechanical data, obtain executable mechanical data and traffic data corresponding to each layout sub-area in each construction layout step segment; A layout limitation range is formed by a plurality of construction layout step sections, at least one layout sub-range corresponding to each construction layout step section, and executable mechanical data and traffic data corresponding to each layout sub-range.

[0030] In this embodiment, the construction limited range is obtained based on the traffic data of the construction location range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data corresponding to the construction location range in the construction environment data, the geological data, the layout limited range and the construction generation range, including: Based on the layout limitation range and the construction generation range, determining at least one high pier layout range corresponding to each construction layout step segment in the layout limitation range; Based on at least one high pier layout range corresponding to each construction layout step segment in the layout limit range and the traffic data of the construction position range in the construction environment data during the construction cycle and the construction executable mechanical data, the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step segment are obtained; Based on the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step section and the construction generation range, the types of multiple high pier structures that can be loaded corresponding to each high pier layout range are screened to obtain the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; Determine multiple high pier layout positions in each high pier layout range corresponding to each construction layout step section and the high pier structure corresponding to each high pier layout position based on the terrain data and geological data corresponding to the construction position range in the construction environment data and the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; The construction limited range is formed by a plurality of high pier layout positions in each high pier layout range corresponding to each construction layout step and a high pier structure corresponding to each high pier layout position.

[0031] Specifically, the high pier layout range is smaller than the layout sub-range.

[0032] In this embodiment, the screening of multiple groups of high pier layout schemes, screening out three groups of high pier layout schemes as three groups of layout schemes output and feeding back to the management terminal includes: Simulating multiple groups of high pier layout schemes to obtain a simulation data set for each group of high pier layout schemes, wherein the simulation data set at least includes the construction simulation duration and construction simulation result data corresponding to the high pier layout scheme; Based on the simulation data set of each set of high pier layout schemes, the simulation completion degree of each set of high pier layout schemes is determined; Based on the simulation completion of each set of high pier layout schemes, multiple sets of high pier layout schemes are preliminarily screened to obtain multiple sets of screened high pier layout schemes; Based on the simulated data set of each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, a comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained; Based on the comprehensive evaluation index corresponding to each group of high pier layout plans after screening, each group of high pier layout plans after screening is screened for the second time, and three groups of high pier layout plans are screened out as three groups of layout plans as output and fed back to the management terminal.

[0033] In this embodiment, the simulation data set based on each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, the comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained by the following formula: ; in, represents the comprehensive evaluation index, represents the structural stability index, Represents the construction difficulty index, represents the construction cost index, represents the construction efficiency index, Represents risk factors.

[0034] Specifically, risk factors satisfy , represents the preset risk factor, represents the uncertainty factor, where , here we take 0.15.

[0035] Specifically, the structural stability index , Construction Difficulty Index , Construction Cost Index , Construction Efficiency Index They are obtained by the following formulas: ; ; ; ; in, Indicates the preset safety stability factor, Indicates the preset crushing load value, Indicates the simulated load value in the construction simulation result data, Indicates the preset construction technology difficulty coefficient corresponding to the high pier structure, Indicates the comprehensive difficulty value of the construction simulation corresponding to the high pier construction plan, represents the simulated construction cost in the construction simulation result data, Indicates the preset construction budget value, Indicates the construction period, Indicates resource utilization.

[0036] Among them, when the high pier construction plan is concrete construction, the construction simulation comprehensive difficulty value corresponding to the high pier construction plan is obtained by the following formula: ; in, Represents the height of the high pier. Represents the pouring speed of concrete. Represents the initial setting time of concrete. , , are the corresponding weight coefficients respectively, and satisfy .

[0037] In the above embodiment, in the model processing, multiple construction layout segments connected end to end are obtained through construction project information, load-bearing data and construction environment data, and then the layout generation range and the construction generation range are determined in combination with the construction location range, construction period and load-bearing data, and then the layout limit range and the construction limit range are determined, so as to obtain the corresponding layout limit range and construction limit range, so as to determine the generation basis of the high pier layout plan and the layout execution plan, thereby improving the accuracy and generation efficiency of the plan generation, and generating multiple groups of high pier layout plans according to the layout limit range and the construction limit range, and then simulating the multiple groups of high pier layout plans, and screening the multiple groups of high pier layout plans for multiple times according to the simulation data, and screening out three groups of high pier layout plans as three groups of layout plans output and feeding back to the management terminal, thereby matching the high pier layout plan with the high pier construction project, and improving the feasibility and applicability of the output layout plan, thereby improving the ability of the plan generation model to intelligently generate plans.

[0038] Step S103: In response to the feedback information from the management terminal, the feedback information is substituted into the solution generation model, and a layout execution plan matching the feedback information is selectively generated, wherein the layout execution plan at least includes the construction type of each high pier, the construction execution process, the execution parameters of each execution step in the construction execution process, and the execution standard; In this embodiment, the feedback information is agreement to execute one of the sets of deployment schemes, or disagreement to execute any set of deployment schemes and the reasons for disagreement to execute. Substituting the feedback information into the scheme generation model to selectively generate a deployment execution scheme matching the feedback information includes: If the feedback information is to agree to execute one of the sets of deployment plans, then based on the deployment plan, generate a deployment execution plan that matches the feedback information; If the feedback information is disagreement with the execution of any set of layout plans and the reasons for disagreement with the execution, then based on the reasons for disagreement with the execution in the feedback information, the construction project information in the plan generation model, the load-bearing data, and the layout limitation range and construction limitation range corresponding to the construction environment data, multiple sets of high pier layout plans are regenerated, and based on the multiple sets of layout plans corresponding to the feedback information, the multiple sets of high pier layout plans are screened, and three sets of new layout plans are output and fed back to the management terminal and subsequent steps are executed.

[0039] Specifically, based on the multiple sets of layout plans corresponding to the feedback information, multiple sets of high pier layout plans are screened, three sets of new layout plans are output and fed back to the management terminal, and subsequent steps are performed, including: If any group of high pier layout schemes among the regenerated multiple groups of high pier layout schemes is the same as any group of layout schemes corresponding to the feedback information, the high pier layout scheme is eliminated; And for the multiple sets of high pier layout plans that are retained, "screening the multiple sets of high pier layout plans, screening out three sets of high pier layout plans as three sets of layout plans that are output and feeding back to the management terminal" and executing subsequent steps; Otherwise, the multiple groups of high pier layout plans are screened, three groups of high pier layout plans are screened out as three groups of layout plans outputted and fed back to the management terminal, and subsequent steps are performed.

[0040] Specifically, a method for generating a deployment execution plan that matches the feedback information adopts a trained neural network model. The selection of the generation method here is only an exemplary explanation. In actual testing, technical personnel in this field can make a selection according to actual needs. As long as it is possible to generate a deployment execution plan that matches the feedback information according to the deployment plan, it will not be repeated here.

[0041] like Figure 3 As shown, taking the construction type of high pier construction as reinforced concrete type as an example, the high pier construction in the layout execution plan may include the following steps in sequence: Measurement and layout, roughening of the pier body position and the top of the foundation, installation of stiffeners, tying of steel bars for the first section of the pier body, installation of external and internal formwork, inspection of steel bars, formwork and protective layer, pouring of concrete for the first section of the pier body, and construction of the pier body; after all pier body construction in the same construction execution process is completed, the internal formwork of the standard section is removed, and the top pier body is constructed.

[0042] The pier construction includes: roughening the concrete surface, installing the rigid frame, tying the standard segment pier steel, installing the standard segment outer and inner formwork, inspecting the steel bars, formwork and protective layer, pouring the standard segment pier, removing the formwork and curing. Among them, the pouring of concrete for the first section of the pier body and the pouring of the standard section pier body both include the following steps in sequence: concrete material inspection, concrete mixing production, and test piece making.

[0043] Step S104: Execute the deployment execution plan, and obtain execution data in real time, and selectively adjust the plan generation model or deploy the execution plan based on the execution data.

[0044] Specifically, selectively adjusting the solution generation model or deploying the execution solution based on the execution data includes: Based on the execution data, determine whether the deployment execution plan is successfully executed: If the judgment is yes, then continue to execute the deployment execution plan; If the judgment is no, then adjust the solution generation model, or adjust the deployment execution plan.

[0045] Specifically, based on the execution data, determining whether the deployment execution plan is successfully executed includes: Based on the execution data, determine the execution success rate and execution completion rate of the deployment execution plan: If the execution success rate of the deployment execution plan exceeds the preset execution success rate threshold, and the execution completion rate exceeds the preset execution completion rate threshold, it is determined that the deployment execution plan is executed successfully; Otherwise, it is determined that the deployment execution plan has failed.

[0046] Specifically, the preset execution success rate threshold can be 85% or 90%, and the preset execution completion rate threshold can be 90% or 95%. The settings of the preset execution success rate threshold and the preset execution completion rate threshold here are only exemplary. In actual testing, those skilled in the art can set them according to actual needs, which will not be repeated here.

[0047] Specifically, the deployment execution plan can be adjusted by adjusting the plan generation model, or by substituting the execution data acquired in real time into the plan generation model to regenerate the deployment execution plan.

[0048] Specifically, the adjustment method of the adjustment scheme generation model can adopt a trained neural network model or a trained intelligent learning model. The choice of adjustment method here is only an exemplary explanation. In actual testing, technical personnel in this field can choose according to actual needs. As long as the scheme generation model can be adjusted to obtain an adjusted scheme generation model, and the layout scheme or layout execution scheme generated by the adjusted scheme generation model is better than the layout scheme or layout execution scheme generated by the scheme generation model before adjustment, it will not be repeated here.

[0049] Based on the above steps S101 to S104, the construction environment data is obtained by obtaining the construction project information and the bearing data, and the automatic acquisition of the construction environment data is realized, so that the corresponding layout plan is generated according to the acquired data in the future, and the acquired data is substituted into the plan generation model, and three groups of layout plans are output and fed back to the management terminal, so that the plan can be dynamically adjusted and optimized according to the real-time changes of the construction environment and construction conditions, thereby improving the generation function and use effect of the plan, and realizing the automatic generation of the layout plan and timely feedback to the management terminal, so that the management terminal can select and feedback the three groups of layout plans, and then substitute the feedback information of the management terminal into the plan. Generate a model, selectively generate a corresponding layout execution plan, match the layout execution plan with the layout plan recognized by the management terminal, execute the layout execution plan, and obtain execution data in real time, and then selectively adjust the solution generation model according to the execution data, so as to selectively adjust the solution generation model or the layout execution plan according to the real-time execution data, thereby improving the efficiency and accuracy of solution generation, avoiding the technical problem that the generation method of high pier layout plan in the prior art generally requires professional designers to carry out design and construction, which is time-consuming and labor-intensive, and tests the professional ability of designers, and cannot be optimized in real time for specific construction environments.

[0050] It should be pointed out that although the various steps in the above embodiments are described in a specific order, those skilled in the art can understand that in order to achieve the effects of the present invention, different steps do not have to be performed in such an order, and they can be performed simultaneously (in parallel) or in other orders. These changes are within the scope of protection of the present invention.

[0051] Furthermore, the present invention also provides a system for generating a high pier layout plan.

[0052] See attached Figure 2 , Figure 2 FIG. 1 is a main structural block diagram of a system for generating a high pier layout plan according to an embodiment of the present invention. Figure 2 As shown, the generation system 200 of the high pier layout scheme in the embodiment of the present invention mainly includes a communication device 203, a collection device 204, a scheme generation model 202 and a control device 201, the communication device 203 is used to realize the information interaction between the collection device 204, the management terminal and the system, the collection device 204 is used to obtain the construction project information and the bearing data, and to obtain the execution data in real time, the scheme generation model 202 is used to generate three groups of layout schemes according to the construction project information, the bearing data and the construction environment data, or, according to the feedback information, selectively generate a layout execution scheme matching the feedback information, the control device 201 includes a processor 2011 and a memory 2012, the memory 2012 can be configured to store a program code 2013 for executing the generation method of the high pier layout scheme of the above method embodiment, the processor 2011 can be configured to execute the program code 2013 in the memory 2012, the program code 2013 includes but is not limited to the program code 2013 for executing the generation method of the high pier layout scheme of the above method embodiment. For the convenience of explanation, only the parts related to the embodiment of the present invention are shown. For the specific technical details not disclosed, please refer to the method part of the embodiment of the present invention. The control device 201 can be a control device formed by various electronic devices.

[0053] Specifically, the communication device 203 can be connected via WiFi, Bluetooth, etc., or it can be connected by wire. The selection of the communication device 203 here is only an exemplary description. Technical personnel in this field can make their own selection according to actual usage requirements. As long as the communication device 203 can be used to achieve mutual communication and connection with the collection device 204, the management terminal and the system, and then realize information interaction between the collection device 204, the management terminal and the system, it will not be repeated here.

[0054] Specifically, the collection device 204 can be a collection terminal for collecting construction project information and carrying data in real time, or it can be a camera device, a photo device, or a video device installed around the high pier construction project. The type of the collection device 204 is not restrictive, and technicians in this field can choose it according to actual usage requirements. As long as the collection device 204 can be used to obtain construction project information and carrying data, and the execution data can be obtained in real time, it will not be repeated here.

[0055] In one implementation, the description of the specific implementation functions may refer to steps S101 to S104.

[0056] The generation system 200 of the high pier layout scheme is used to execute Figure 1 The embodiment of the method for generating a high pier layout scheme shown in the figure has similar technical principles, technical problems solved and technical effects produced. Those skilled in the art can clearly understand that for the convenience and brevity of description, the specific working process and related instructions of the system 200 for generating a high pier layout scheme can refer to the contents described in the embodiment of the method for generating a high pier layout scheme, which will not be repeated here.

[0057] It is understood by those skilled in the art that the present invention implements all or part of the processes in the method of the above embodiment, and can also be completed by instructing the relevant hardware through a computer program, and the computer program can be stored in a computer-readable storage medium, and the computer program can implement the steps of the above-mentioned various method embodiments when executed by the processor. Among them, the computer program includes computer program code, and the computer program code can be in source code form, object code form, executable file or some intermediate form. The computer-readable storage medium may include: any entity or device, medium, U disk, mobile hard disk, disk, optical disk, computer memory, read-only memory, random access memory, electric carrier signal, telecommunication signal and software distribution medium that can carry the computer program code. It should be noted that the content contained in the computer-readable storage medium can be appropriately increased or decreased according to the requirements of legislation and patent practice in the jurisdiction. For example, in some jurisdictions, according to legislation and patent practice, computer-readable storage media do not include electric carrier signals and telecommunication signals.

[0058] Furthermore, the system 200 for generating a high pier layout scheme of the present invention also includes a computer-readable storage medium. In a computer-readable storage medium embodiment according to the present invention, the computer-readable storage medium can be configured to store a program code 2013 for executing the method for generating a high pier layout scheme of the above method embodiment, and the program code 2013 can be loaded and run by the processor 2011 to implement the method for generating the above high pier layout scheme. For ease of explanation, only the parts related to the embodiment of the present invention are shown. For specific technical details not disclosed, please refer to the method part of the embodiment of the present invention. The computer-readable storage medium can be a memory device formed by various electronic devices. Optionally, the computer-readable storage medium in the embodiment of the present invention is a non-temporary computer-readable storage medium.

[0059] Further, it should be understood that since the setting of each module is only for illustrating the functional units of the device of the present invention, the physical devices corresponding to these modules may be the processor itself, or a part of the software in the processor, a part of the hardware, or a part of the combination of software and hardware. Therefore, the number of each module in the figure is only schematic.

[0060] Those skilled in the art will appreciate that the modules in the device can be adaptively split or merged. Such splitting or merging of specific modules will not cause the technical solution to deviate from the principle of the present invention, and therefore, the technical solutions after splitting or merging will fall within the protection scope of the present invention.

[0061] So far, the technical solutions of the present invention have been described in conjunction with the preferred embodiments shown in the accompanying drawings. However, it is easy for those skilled in the art to understand that the protection scope of the present invention is obviously not limited to these specific embodiments. Without departing from the principle of the present invention, those skilled in the art can make equivalent changes or substitutions to the relevant technical features, and the technical solutions after these changes or substitutions will fall within the protection scope of the present invention.

Claims

1. A method for generating a high pier layout plan, characterized in that: The method comprises the following steps: Acquire construction project information and bearer data, and acquire construction environment data based on the construction project information; Substituting the construction project information, load-bearing data and construction environment data into a solution generation model, outputting three sets of layout plans and feeding them back to a management terminal, wherein the layout plans at least include the number of high piers, the layout position of each high pier and the layout parameters; In response to the feedback information from the management terminal, the feedback information is substituted into the solution generation model, and a layout execution plan matching the feedback information is selectively generated, wherein the layout execution plan at least includes the construction type of each high pier, the construction execution process, the execution parameters of each execution step in the construction execution process, and the execution standard; Execute and deploy the execution plan, and obtain the execution data in real time, and selectively adjust the plan generation model or deploy the execution plan based on the execution data.

2. The method for generating a high pier layout plan according to claim 1, characterized in that: The construction project information at least includes the construction location range, construction period and construction project management personnel information, the bearing data at least includes usage demand data, traffic flow data and load data, and the acquisition of construction environment data based on the construction project information includes: Based on the construction location range in the construction project information, obtaining terrain data and geological data corresponding to the construction location range; Based on the construction period in the construction project information, traffic data, mechanical data executable for construction, and climate data of the construction location range in the construction period are obtained; The construction environment data is composed of traffic data of the construction location range during the construction period, mechanical data executable for the construction, climate data, terrain data corresponding to the construction location range, and geological data.

3. The method for generating a high pier layout plan according to claim 2, characterized in that: Substituting the construction project information, bearing data and construction environment data into the solution generation model, outputting three sets of layout solutions and feeding them back to the management terminal includes: Determine the layout limit range and the construction limit range based on the construction project information, load-bearing data and construction environment data; Based on the layout limit range and the construction limit range, multiple groups of high pier layout plans are generated, wherein the high pier layout plans at least include the number of high piers in each high pier layout range corresponding to each construction layout step segment, the layout position of each high pier, and the layout parameters; A plurality of high pier layout plans are screened, and three high pier layout plans are selected as three output layout plans and fed back to the management terminal.

4. The method for generating a high pier layout plan according to claim 3, characterized in that: The determining of the layout limit range and the construction limit range based on the construction project information, the load-bearing data and the construction environment data includes: Based on the construction project information, load-bearing data and construction environment data, the construction location range is divided to obtain a plurality of end-to-end connected construction layout sections; Determine a layout generation range based on a plurality of end-to-end connected construction layout segments and a construction location range in the construction project information, wherein the layout generation range at least includes a plurality of end-to-end connected layout sub-ranges; Determine a construction generation range based on a plurality of end-to-end connected construction layout sections, a construction period in the construction project information, and load-bearing data, wherein the construction generation range at least includes a plurality of end-to-end connected high pier layout ranges and types of a plurality of high pier structures that can bear loads corresponding to each section of the high pier layout range; Based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable by the construction, and the layout generation range, a layout limitation range is obtained; The construction limited range is obtained based on the traffic data of the construction location range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data corresponding to the construction location range in the construction environment data, the geological data, the layout limited range and the construction generated range.

5. The method for generating a high pier layout plan according to claim 4, characterized in that: The layout limitation range is obtained based on the climate data in the construction environment data, the traffic data of the construction location range during the construction period, the mechanical data executable by the construction, and the layout generation range, including: Based on the layout generation range and the climate data in the construction environment data, a plurality of construction layout step segments are obtained, wherein each construction layout step segment corresponds to at least one layout sub-range; Based on a plurality of construction layout step segments and traffic data of the construction location range in the construction environment data during the construction cycle and construction executable mechanical data, obtain executable mechanical data and traffic data corresponding to each layout sub-area in each construction layout step segment; A layout limitation range is formed by a plurality of construction layout step sections, at least one layout sub-range corresponding to each construction layout step section, and executable mechanical data and traffic data corresponding to each layout sub-range.

6. The method for generating a high pier layout plan according to claim 5, characterized in that: The construction limited range is obtained based on the traffic data of the construction location range in the construction environment data during the construction period, the mechanical data executable for construction, the terrain data, geological data, the layout limited range and the construction generated range corresponding to the construction location range in the construction environment data, including: Based on the layout limitation range and the construction generation range, determining at least one high pier layout range corresponding to each construction layout step segment in the layout limitation range; Based on at least one high pier layout range corresponding to each construction layout step segment in the layout limit range and the traffic data of the construction position range in the construction environment data during the construction cycle and the construction executable mechanical data, the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step segment are obtained; Based on the executable mechanical data and traffic data corresponding to each high pier layout range in each construction layout step section and the construction generation range, the types of multiple high pier structures that can be loaded corresponding to each high pier layout range are screened to obtain the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; Determine multiple high pier layout positions in each high pier layout range corresponding to each construction layout step section and the high pier structure corresponding to each high pier layout position based on the terrain data and geological data corresponding to the construction position range in the construction environment data and the types of multiple high pier structures that can be loaded corresponding to each high pier layout range corresponding to each construction layout step section; The construction limited range is formed by a plurality of high pier layout positions in each high pier layout range corresponding to each construction layout step and a high pier structure corresponding to each high pier layout position.

7. The method for generating a high pier layout plan according to claim 6, characterized in that: The screening of multiple groups of high pier layout schemes, screening out three groups of high pier layout schemes as three groups of layout schemes output and feeding back to the management terminal includes: Simulating multiple groups of high pier layout schemes to obtain a simulation data set for each group of high pier layout schemes, wherein the simulation data set at least includes the construction simulation duration and construction simulation result data corresponding to the high pier layout scheme; Based on the simulation data set of each set of high pier layout schemes, the simulation completion degree of each set of high pier layout schemes is determined; Based on the simulation completion of each set of high pier layout schemes, multiple sets of high pier layout schemes are preliminarily screened to obtain multiple sets of screened high pier layout schemes; Based on the simulated data set of each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, a comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained; Based on the comprehensive evaluation index corresponding to each group of high pier layout plans after screening, each group of high pier layout plans after screening is screened for the second time, and three groups of high pier layout plans are screened out as three groups of layout plans as output and fed back to the management terminal.

8. The method for generating a high pier layout plan according to claim 7, characterized in that: The simulation data set based on each group of high pier layout schemes after screening and each group of high pier layout schemes after screening, the comprehensive evaluation index corresponding to each group of high pier layout schemes after screening is obtained by the following formula: ； in, represents the comprehensive evaluation index, represents the structural stability index, Represents the construction difficulty index, represents the construction cost index, represents the construction efficiency index, Represents risk factors.

9. The method for generating a high pier layout plan according to claim 8, characterized in that: The feedback information is agreement to execute one of the sets of deployment plans, or disagreement to execute any set of deployment plans and the reasons for disagreement to execute. Substituting the feedback information into the plan generation model to selectively generate a deployment execution plan matching the feedback information includes: If the feedback information is to agree to execute one of the sets of deployment plans, then based on the deployment plan, generate a deployment execution plan that matches the feedback information; If the feedback information is disagreement with the execution of any set of layout plans and the reasons for disagreement with the execution, then based on the reasons for disagreement with the execution in the feedback information, the construction project information in the plan generation model, the load-bearing data, and the layout limitation range and construction limitation range corresponding to the construction environment data, multiple sets of high pier layout plans are regenerated, and based on the multiple sets of layout plans corresponding to the feedback information, the multiple sets of high pier layout plans are screened, and three new sets of layout plans are output and fed back to the management terminal.

10. A system for generating a high pier layout plan, characterized in that: The system includes a communication device, a collection device, a solution generation model and a control device. The communication device is used to realize information interaction between the collection device, the management terminal and the system. The collection device is used to obtain construction project information and bearing data, and to obtain execution data in real time. The solution generation model is used to generate three sets of layout plans based on the construction project information, bearing data and construction environment data, or, based on feedback information, selectively generate a layout execution plan that matches the feedback information. The control device includes a processor and a memory. The memory is suitable for storing multiple program codes. The program code is suitable for being loaded and run by the processor to execute the method for generating a high pier layout plan according to any one of claims 1 to 9.

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