Unmanned aerial vehicle-based engineering construction building contour intelligent measurement system and method

By carrying a laser scanner and a moth to the flame algorithm, combined with the engineering construction management platform, the real-time collection and processing of building profile data is solved, and the real-time and feedback problems of building profile surveying error measurement in the existing technology are improved. Accuracy and efficiency of construction quality and progress management.

CN119203343AInactive Publication Date: 2024-12-27XIAN JIUAN TECH CO LTD
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Patent Information

Application Number
CN202411450657.8
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-10-17
Publication Date
2024-12-27
Estimated Expiration
Not applicable · inactive patent

AI Technical Summary

Technical Problem

The existing building profile surveying and mapping technology cannot accurately map building profile errors in real time during the construction process, and cannot dynamically feedback the surveying and mapping results, resulting in a reduction in the quality of the project construction.

Method used

Using the intelligent measurement method of construction building profile based on drones, the construction progress feature text data and real-time progress model data are collected, combined with the moth to flame algorithm and laser scanner, the building profile theory and real-time progress model are generated, and the Set and intersection processing, measure errors, and push feedback to the management platform through the Internet of Things.

Benefits of technology

Real-time accurate measurement and dynamic feedback of project construction building profile errors is realized, and the accuracy and efficiency of project construction quality and progress management are improved.

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Abstract

The invention relates to the technical field of building contour measurement, and discloses an intelligent engineering construction building contour measurement system and method based on an unmanned aerial vehicle, and the system comprises an engineering construction building theoretical contour information acquisition module, an engineering construction building contour error analysis module, and an engineering construction building contour error display module. Performing engineering construction building contour theory and real-time progress model feature union set and intersection data logic operation processing on the basis of target engineering construction building contour theory progress model parameters and engineering construction building contour real-time progress model parameters, and accurately generating engineering construction building contour union set and intersection model parameters; the engineering construction building contour real-time theoretical error model feature data logical operation processing is performed based on the union set and intersection model parameters of the engineering construction building contour, the engineering construction building contour real-time theoretical error model parameters are intelligently and accurately metered, and the engineering construction building contour error surveying and mapping efficiency and precision are improved.
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Description

Technical Field

[0001] The present invention relates to the technical field of building outline measurement, and in particular to an intelligent measurement system and method for engineering construction building outline based on unmanned aerial vehicle. Background Art

[0002] Engineering construction is a special accounting subject for construction and installation companies to collect and account for engineering costs; engineering construction is the activity of new construction, expansion, and reconstruction of construction projects according to the requirements of the construction project design documents. The construction process requires the surveying and mapping of the outlines of the constructed buildings to ensure the quality of the construction; building outline surveying refers to the measurement and mapping of the various external structural outlines of the building to determine whether the actual outline of the building meets the requirements. The building outline is an important indicator for measuring the quality of the building, and is of great significance for planning, designing, and evaluating buildings. The existing building outline surveying cannot accurately map the building outline error in real time during the construction process, nor can it dynamically feedback the building outline error surveying results during the construction process, which reduces the quality of the construction.

[0003] The Chinese invention patent with the announcement number CN113670225B discloses a device and method for measuring the contour of the water tongue in the air of a water discharge structure and its turbulent boundary. The device and method adopt a method of setting a water tongue plane, and the water tongue upper edge, water tongue lower edge and multiple water tongue contour projection points are respectively set in the water tongue plane; the laser plane is set parallel to the water tongue plane; the laser scale panel is set in the laser plane; the laser instrument is set on the laser scale panel; the projection plane, the projection scale panel and the water tongue contour projection points are set in the projection plane. In this way, the precise measurement of the contour of the water tongue in the air of a water discharge structure is achieved. However, the above technical scheme cannot achieve the dynamic measurement of the difference characteristics between the real-time contour of the water tongue in the air of a water discharge structure and the standard water tongue contour. Summary of the invention

[0004] 1. Technical issues to be resolved In order to solve the problem that the existing building outline surveying and mapping cannot carry out real-time and accurate mapping of building outline errors during the construction process, and cannot dynamically feedback the building outline error mapping results during the construction process, thereby reducing the quality of construction, the above purposes are achieved: accurately collect construction progress information, scientifically retrieve theoretical models of construction building outline progress, dynamically collect real-time progress models of construction building outlines, intelligently analyze construction building outline errors, accurately construct construction building outline error feedback parameters, and visually display real-time errors of construction building outlines.

[0005] (II) Technical solution The present invention is implemented by the following technical scheme: an intelligent measurement method for construction building outline based on unmanned aerial vehicle, the method comprising the following steps: S1. Collecting text data of construction progress characteristics; S2, performing a search and processing of the theoretical progress model of the building outline of different stages of the project construction progress according to the project construction progress feature text data and the theoretical progress model data of the building outline of the project construction, and generating the theoretical progress model data of the building outline of the target project construction; S3, collecting real-time progress model data of the construction building outline; S4, based on the target engineering construction building outline theoretical progress model data and the engineering construction building outline real-time progress model data, respectively perform engineering construction building outline theoretical and real-time progress model feature union and intersection data processing, and generate engineering construction building outline union model data and engineering construction building outline intersection model data; S5, performing numerical processing on the real-time theoretical error measurement of the construction building outline according to the construction building outline union model data and the construction building outline intersection model data, to generate the real-time theoretical error model data of the construction building outline; S6, performing model feature rendering data processing on the real-time theoretical error model data of the engineering construction building outline to generate real-time theoretical error model rendering data of the engineering construction building outline and performing model feature data display combination processing on the theoretical progress model data of the target engineering construction building outline to generate real-time theoretical error reference display model data of the engineering construction building outline; S7. Push and feed back the real-time theoretical error reference display model data of the engineering construction building outline to the engineering construction management platform.

[0006] Preferably, the operation steps of collecting engineering construction progress feature text data are as follows: S11. Management personnel input specific construction progress text information online through the construction management platform and generate construction progress feature text data The engineering construction progress characteristic text data includes engineering construction project data, engineering construction building data and current engineering construction progress plan date data.

[0007] The present invention collects engineering construction progress feature text parameters in real time and accurately through an engineering construction management platform, thereby providing data support for accurately searching for a theoretical progress model of a building outline at different engineering construction progress stages.

[0008] Preferably, the operation steps of performing a search process for the theoretical model of the building outline of different stages of the engineering construction progress according to the engineering construction progress feature text data and the theoretical progress model data of the building outline of the engineering construction to generate the theoretical progress model data of the building outline of the target engineering construction progress are as follows: S21. Establishing the theoretical progress model data set for construction project outline , ;in Indicates Engineering construction progress feature text data The corresponding engineering construction building outline theoretical progress model data, Indicates the maximum value of the number of types of engineering construction progress feature text data, wherein the engineering construction building outline theoretical progress model data indicates the building outline theoretical three-dimensional model data at different engineering construction progress stages; S22, the engineering construction progress feature text data Theoretical progress model data set with the construction project outline Theoretical progress model data of the construction outline of the project described in Perform engineering construction progress feature text character matching to search for the engineering construction progress feature text data Corresponding engineering construction building outline theoretical progress model data And generate the theoretical progress model data of the target project construction outline through data identification , execute and generate the theoretical progress model data of the target project construction building outline The specific steps are as follows: S221, initialization, setting the maximum number of iterations T; S222, after initialization, execute the building outline model search moth to select the engineering construction building outline theoretical progress model data Flame, a collection of theoretical progress model data for building profiles in engineering construction Initial generation in the solution space Building outline model search moth and Theoretical progress model data of construction building outline Flame, and = , in the engineering construction building outline theoretical progress model data set Search for text data related to the construction progress characteristics in the search space Matching engineering construction building outline theoretical progress model data , the building outline model search moth will focus on the selected project construction building outline theoretical progress model data Flame flying, Building outline model search moth and Theoretical progress model data of construction building outline The flames are sorted by quality and the sorted Theoretical progress model data of construction building outline The flame moves to the front of the optimal position Each building outline model search moth selects different engineering construction building outline theory progress model data Flame, with the increasing number of iterations, the theoretical progress model data of the construction building outline The number of flames decreases, engineering construction building outline theoretical progress model data The flame quantity calculation formula is as follows: ,in Indicates Iterations in the Construction Building Profile Theoretical Schedule Model Data Set Theoretical progress model data of engineering construction building outline in search space The number of flames, represents a random function with values ​​between 0 and 1, Represents a theoretical progress model data set for building outlines in engineering construction Theoretical progress model data of engineering construction building outline in search space The total number of flames initially generated, T represents the maximum number of iterations; S223, building outline model search moth selection engineering construction building outline theory progress model data Flame behind building outline model search moths around engineering construction building outline theory progress model data Flame flight, for building outline model search moth in engineering construction building outline theory progress model data collection Searching for positions in space , building outline model search moth-surrounded engineering construction building outline theory progress model data Flame in Engineering Construction Building Profile Theory Schedule Model Data Collection Searching for positions in space And the building outline model search moth around the construction building outline theory progress model data Flame flight after the construction of the building outline theoretical progress model data collection New position in the search space , the new position calculation formula is as follows: , where Represents the building outline model search moth Theoretical progress model data of construction building outline flame Theoretical progress model data collection in construction engineering The distance value in the search space, represents the exponential function, is the current iteration number, where The coefficient is 2. Indicates angle value The corresponding cosine value, represents pi; S224, building outline model search moth flight mobile engineering construction building outline theory progress model data The flame reaches the corresponding position. Only building outline models search moth around Project construction building outline theoretical progress model data After the flame flight, update to new position, calculate this The fitness value of the new position is New locations and Theoretical progress model data of construction building outline Flame basis + The positions are sorted by quality and the ones with good quality are Locations as the theoretical progress model data for the next round of construction building outline The location of the flame, i.e. the theoretical progress model data set of the construction building outline Search for text data related to the construction progress characteristics in the search space The most matching engineering construction building outline theoretical progress model data ; S225. When the maximum number of iterations is reached, output the text data related to the construction progress characteristics Matching engineering construction building outline theoretical progress model data , otherwise, the steps S222 to S224 are executed in a loop; S226, outputting the text data related to the engineering construction progress characteristics in step S225 Matching engineering construction building outline theoretical progress model data Generate the theoretical progress model data of the target project construction outline after data identification .

[0009] The present invention scientifically presets the parameters of the theoretical progress model of the building outline of the engineering construction, combines the moth-to-flame algorithm with the characteristic text parameters of the engineering construction progress, and performs efficient and accurate retrieval of the theoretical progress models of the building outline at different stages of the engineering construction progress, thereby achieving the effect of intelligent analysis of the theoretical progress models of the building outline at different stages of the engineering construction progress.

[0010] Preferably, the operation steps of collecting the real-time progress model data of the construction project building outline are as follows: S31, when the target project construction building outline theoretical progress model data During the generation, the drone equipped with a laser scanner collects the current building outline construction progress 3D model of the construction site online and generates the real-time progress model data of the construction building outline .

[0011] The present invention uses an unmanned aerial vehicle equipped with a laser scanner to collect real-time progress model parameters of the construction project's building outline in real time, thereby achieving the effect of dynamically and efficiently collecting the real-time progress model of the construction project's building outline.

[0012] Preferably, the operation steps of performing engineering construction building outline theory and real-time progress model feature union and intersection data processing based on the target engineering construction building outline theoretical progress model data and the engineering construction building outline real-time progress model data, and generating engineering construction building outline union model data and engineering construction building outline intersection model data are as follows: S41, obtaining the theoretical progress model data of the construction outline of the target project and real-time progress model data of the construction building outline ; S42, the target project construction building outline theoretical progress model data and real-time progress model data of the construction building outline According to the engineering construction foundation as the reference system, it is imported into the 3D editing software to carry out the engineering construction building outline theory, real-time progress model feature and data logical operation processing, and generate the engineering construction building outline and model data. ,in , the engineering construction building outline union model data represents the building outline model data of the engineering construction building outline theory and the real-time progress model features combined and added; The target project construction building outline theoretical progress model data and real-time progress model data of the construction building outline According to the engineering construction foundation as the reference system, the data is imported into the 3D editing software to carry out the engineering construction building outline theory and the real-time progress model feature intersection data logical operation processing, and generate the engineering construction building outline intersection model data ,in The engineering construction building outline union model data represents the building outline model data of the same part of the engineering construction building outline theory and real-time progress model characteristics, and the three-dimensional editing software includes any one of Maya, Blender, CATIA, and Soldworks.

[0013] The present invention achieves the effect of accurately generating the union and intersection model parameters of the engineering construction building outline by performing logical operations on the characteristic union and intersection data of the engineering construction building outline theory and real-time progress model parameters based on the target engineering construction building outline theoretical progress model parameters and the engineering construction building outline real-time progress model parameters.

[0014] Preferably, the operation steps of performing numerical processing of the real-time theoretical error measurement of the construction building outline according to the construction building outline union model data and the construction building outline intersection model data to generate the real-time theoretical error model data of the construction building outline are as follows: S51, combining the outline of the engineering construction building with the model data and the intersection model data of the construction building outline According to the construction foundation as the reference system, the error model feature difference data of the real-time model and theoretical model of the construction building outline is processed logically to generate the real-time theoretical error model data of the construction building outline. ,in .

[0015] The present invention achieves the effect of intelligently and accurately measuring the parameters of the real-time theoretical error model of the engineering construction building outline by performing logical operation processing on the characteristic data of the real-time theoretical error model of the engineering construction building outline based on the union and intersection model parameters of the engineering construction building outline.

[0016] Preferably, the model feature rendering data processing is performed on the real-time theoretical error model data of the engineering construction building outline to generate the real-time theoretical error model rendering data of the engineering construction building outline and the model feature data display combination processing is performed on the theoretical progress model data of the target engineering construction building outline to generate the real-time theoretical error reference display model data of the engineering construction building outline as follows: S61, using 3D editing software to analyze the real-time theoretical error model data of the construction building outline Process the model features according to standard color rendering data to generate real-time theoretical error model rendering data for the construction building outline , the standard colors include any one of red, blue, yellow, green, orange, purple, and cyan; S62, using 3D editing software to edit the theoretical progress model data of the construction outline of the target project Make the model features transparent and generate transparent data of the theoretical progress model of the target project construction outline ; S63, rendering the real-time theoretical error model data of the construction building outline Transparent data with the target project construction building outline theoretical progress model According to the engineering construction foundation as the reference system, it is imported into the 3D editing software to carry out the engineering construction building outline error model and the theoretical progress model feature assembly combination processing, and generate the engineering construction building outline real-time theoretical error reference display model data The engineering construction building outline real-time theoretical error reference display model data represents the model data after the color-rendered engineering construction building outline real-time theoretical error model and the transparently processed theoretical progress model are assembled together.

[0017] The present invention achieves the effect of online precise color processing of the real-time construction error model characteristics of the construction building outline of the engineering construction project by performing model feature color rendering data processing on the real-time theoretical error model parameters of the construction building outline of the engineering construction project.

[0018] Preferably, the operation steps of pushing and feeding back the real-time theoretical error reference display model data of the engineering construction building outline to the engineering construction management platform are as follows: S71. Push the real-time theoretical error reference display model data of the engineering construction building outline to the engineering construction management platform in real time through the Internet of Things communication network and display it on a display screen.

[0019] The present invention combines model feature data display processing of the real-time theoretical error model rendering parameters of the engineering construction building outline and the transparently processed target engineering construction building outline theoretical progress model parameters, and timely and efficiently displays and outputs the real-time theoretical error reference display model parameters of the engineering construction building outline through a display screen, so as to achieve the effect of differentiated display of the construction error characteristics of the engineering construction building outline and the building outline theoretical progress reference and realize efficient, accurate and intuitive feedback output of the engineering construction building outline mapping results.

[0020] An intelligent measurement system for engineering construction building outline based on drone, used to implement the intelligent measurement method for engineering construction building outline based on drone, the system includes an engineering construction building theoretical outline information acquisition module, an engineering construction building outline error analysis module, and an engineering construction building outline error display module; The engineering construction building theoretical outline information acquisition module includes an engineering construction progress feature information acquisition unit, an engineering construction building outline theoretical progress model storage unit, and a target engineering construction building outline theoretical progress model search unit; The engineering construction progress characteristic information collection unit collects engineering construction progress characteristic text data through the engineering construction management platform; the engineering construction building outline theoretical progress model storage unit is used to store engineering construction building outline theoretical progress model data; the target engineering construction building outline theoretical progress model search unit performs building outline theoretical model search processing for different engineering construction progress stages based on the engineering construction progress characteristic text data and the engineering construction building outline theoretical progress model data to generate target engineering construction building outline theoretical progress model data; The engineering construction building outline error analysis module includes an engineering construction building outline real-time progress model acquisition unit, an engineering construction building outline progress union model generation unit, an engineering construction building outline progress intersection model generation unit, and an engineering construction building outline error model generation unit; The real-time progress model acquisition unit for the construction building outline collects the real-time progress model data of the construction building outline through a laser scanner mounted on an unmanned aerial vehicle; the construction building outline progress union model generation unit performs construction building outline theory and real-time progress model feature union data processing based on the target construction building outline theoretical progress model data and the construction building outline real-time progress model data, and generates construction building outline union model data; the construction building outline progress intersection model generation unit performs construction building outline theory and real-time progress model feature intersection data processing based on the target construction building outline theoretical progress model data and the construction building outline real-time progress model data, and generates construction building outline intersection model data; the construction building outline error model generation unit performs construction building outline real-time theoretical error measurement numerical processing based on the construction building outline union model data and the construction building outline intersection model data, and generates construction building outline real-time theoretical error model data; The engineering construction building outline error display module includes an engineering construction building outline error model rendering unit, an engineering construction building outline error display parameter generation unit, and an engineering construction building outline error display parameter feedback unit; The engineering construction building outline error model rendering unit performs model feature rendering data processing on the engineering construction building outline real-time theoretical error model data to generate engineering construction building outline real-time theoretical error model rendering data; the engineering construction building outline error display parameter generation unit performs model feature data display combination processing on the engineering construction building outline real-time theoretical error model rendering data and the target engineering construction building outline theoretical progress model data to generate engineering construction building outline real-time theoretical error reference display model data; the engineering construction building outline error display parameter feedback unit pushes and feeds back the engineering construction building outline real-time theoretical error reference display model data to the engineering construction management platform and displays the output on a display screen.

[0021] (III) Beneficial effects The present invention provides an intelligent measurement system and method for construction building outlines based on drones. It has the following beneficial effects: 1. By adopting the engineering construction management platform to accurately collect the characteristic text parameters of the engineering construction progress in real time, data support is provided for the accurate search of the theoretical progress model of the building contour at different stages of the engineering construction progress; scientifically preset the theoretical progress model parameters of the building contour of the engineering construction, combined with the intelligent recognition algorithm and the characteristic text parameters of the engineering construction progress, the theoretical progress model of the building contour at different stages of the engineering construction progress is efficiently and accurately retrieved, and the intelligent analysis of the theoretical progress model of the building contour at different stages of the engineering construction progress is realized, which improves the accuracy of the error mapping results of the building contour of the engineering construction.

[0022] 2. By using a drone equipped with a laser scanner to collect the real-time progress model parameters of the construction building outline in real time, dynamic and efficient collection of the real-time progress model of the construction building outline can be achieved; based on the theoretical progress model parameters of the target construction building outline and the real-time progress model parameters of the construction building outline, logical operations and processing of the characteristic union and intersection data of the construction building outline theory and real-time progress model are performed respectively to accurately generate the construction building outline union and intersection model parameters; based on the construction building outline union and intersection model parameters, logical operations and processing of the characteristic data of the real-time theoretical error model of the construction building outline are performed to intelligently and accurately measure the real-time theoretical error model parameters of the construction building outline, thereby improving the efficiency and accuracy of construction building outline error mapping.

[0023] 3. Through model feature color rendering data processing of the real-time theoretical error model parameters of the construction building outline, the online accurate color display processing of the real-time construction error model features of the construction building outline is realized; the model feature data display combination processing of the real-time theoretical error model rendering parameters of the construction building outline and the target construction building outline theoretical progress model parameters of the transparent processing is carried out to realize the differentiated display of the construction error features of the construction building outline and the building outline theoretical progress reference, and realize the real-time and intuitive display of the construction building outline error mapping results; the real-time theoretical error reference display model parameters of the construction building outline are displayed and output on the display screen in a timely and efficient manner, so as to realize the efficient, accurate and intuitive feedback output of the construction building outline mapping results, thereby improving the quality of construction projects. BRIEF DESCRIPTION OF THE DRAWINGS

[0024] Figure 1 A schematic diagram of a module of an intelligent measurement system for construction building outlines based on drones provided by the present invention; Figure 2 The present invention provides a flowchart of a method for intelligently measuring the outline of a construction building based on an unmanned aerial vehicle. DETAILED DESCRIPTION

[0025] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0026] The embodiments of the intelligent measurement system and method for engineering construction building outline based on drone are as follows: Embodiment 1: See also Figure 1 - Figure 2 , an intelligent measurement method for construction building outline based on unmanned aerial vehicle, the method comprises the following steps: S1. Collecting text data of construction progress characteristics; S2, performing a search and processing of the theoretical progress model of the building outline at different stages of the project construction progress based on the project construction progress feature text data and the theoretical progress model data of the building outline of the project construction, and generating the theoretical progress model data of the building outline of the target project construction; S3, collecting real-time progress model data of the construction building outline; S4, based on the target engineering construction building outline theoretical progress model data and the engineering construction building outline real-time progress model data, respectively perform engineering construction building outline theoretical and real-time progress model feature union and intersection data processing, and generate engineering construction building outline union model data and engineering construction building outline intersection model data; S5. Performing numerical processing on the real-time theoretical error measurement of the construction building outline according to the construction building outline union model data and the construction building outline intersection model data, and generating the real-time theoretical error model data of the construction building outline; S6, performing model feature rendering data processing on the real-time theoretical error model data of the engineering construction building outline to generate real-time theoretical error model rendering data of the engineering construction building outline and performing model feature data display combination processing on the theoretical progress model data of the target engineering construction building outline to generate real-time theoretical error reference display model data of the engineering construction building outline; S7. Push the real-time theoretical error reference display model data of the construction project building outline to the construction project management platform.

[0027] For further information, see Figure 1 - Figure 2 ,The steps for collecting the feature text data of the engineering construction progress are as follows: S11. Management personnel input specific construction progress text information online through the construction management platform and generate construction progress feature text data ,The characteristic text data of engineering construction progress includes engineering ,project construction project data, engineering construction building data and current engineering ,construction progress planned date data.

[0028] According to the engineering construction progress feature text data and the engineering construction building outline theoretical progress model data, the building outline theoretical model search processing of different engineering construction progress stages is performed to generate the target engineering construction building outline theoretical progress model data as follows: S21. Establishing the theoretical progress model data set for construction project outline , ;in Indicates Engineering construction progress feature text data The corresponding engineering construction building outline theoretical progress model data, The maximum number of types of engineering construction progress feature text data is represented, and the engineering construction building outline theoretical progress model data represents the building outline theoretical three-dimensional model data of different engineering construction progress stages; S22. The construction progress feature text data Data collection of theoretical progress model of construction building outline Theoretical progress model data of construction outline of Chinese engineering Perform engineering construction progress feature text character matching to search for engineering construction progress feature text data Corresponding engineering construction building outline theoretical progress model data And generate the theoretical progress model data of the target project construction outline through data identification , execute and generate the theoretical progress model data of the target project construction building outline The specific steps are as follows: S221, initialization, setting the maximum number of iterations T; S222, after initialization, execute the building outline model search moth to select the engineering construction building outline theoretical progress model data Flame, a collection of theoretical progress model data for building profiles in engineering construction Initial generation in the solution space Building outline model search moth and Theoretical progress model data of construction building outline Flame, and = , in the engineering construction building outline theoretical progress model data set Search for text data related to the construction progress characteristics in the search space Matching engineering construction building outline theoretical progress model data , the building outline model search moth will focus on the selected project construction building outline theoretical progress model data Flame flying, Building outline model search moth and Theoretical progress model data of construction building outline The flames are sorted by quality and the sorted Theoretical progress model data of construction building outline The flame moves to the front of the optimal position Each building outline model search moth selects different engineering construction building outline theory progress model data Flame, with the increasing number of iterations, the theoretical progress model data of the construction building outline The number of flames decreases, engineering construction building outline theoretical progress model data The flame quantity calculation formula is as follows: ,in Indicates Iterations in the Construction Building Profile Theoretical Schedule Model Data Set Theoretical progress model data of engineering construction building outline in search space The number of flames, represents a random function with values ​​between 0 and 1, Represents a theoretical progress model data set for building outlines in engineering construction Theoretical progress model data of engineering construction building outline in search space The total number of flames initially generated, T represents the maximum number of iterations; S223, building outline model search moth selection engineering construction building outline theory progress model data Flame behind building outline model search moths around engineering construction building outline theory progress model data Flame flight, for building outline model search moth in engineering construction building outline theory progress model data collection Searching for positions in space , building outline model search moth-surrounded engineering construction building outline theory progress model data Flame in Engineering Construction Building Profile Theory Schedule Model Data Collection Searching for positions in space And the building outline model search moth around the construction building outline theory progress model data Flame flight after the construction of the building outline theoretical progress model data collection New position in the search space , the new position calculation formula is as follows: ,in Represents the building outline model search moth Theoretical progress model data of construction building outline flame Theoretical progress model data collection in construction engineering The distance value in the search space, represents the exponential function, is the current iteration number, where The coefficient is 2. Indicates angle value The corresponding cosine value, represents pi; S224, building outline model search moth flight mobile engineering construction building outline theory progress model data The flame reaches the corresponding position. Only building outline models search moth around Theoretical progress model data of construction building outline After the flame flight, update to new position, calculate this The fitness value of the new position is New locations and Theoretical progress model data of construction building outline Flame basis + The positions are sorted by quality and the ones with good quality are Locations as the theoretical progress model data for the next round of construction building outline The location of the flame, i.e. the theoretical progress model data set of the construction building outline Search for text data related to the construction progress characteristics in the search space The most matching engineering construction building outline theoretical progress model data ; S225. When the maximum number of iterations is reached, output the text data related to the construction progress characteristics Matching engineering construction building outline theoretical progress model data , otherwise, the steps S222 to S224 are executed in a loop; S226, outputting the text data related to the construction progress characteristics in step S225 Matching engineering construction building outline theoretical progress model data Generate the theoretical progress model data of the target project construction outline after data identification .

[0029] Through the engineering construction progress characteristic information collection unit, the engineering construction management platform is used to collect the engineering construction progress characteristic text parameters in real time and accurately, so as to provide data support for accurately searching the building outline theoretical progress model at different engineering construction progress stages; the engineering construction building outline theoretical progress model storage unit and the target engineering construction building outline theoretical progress model search unit cooperate with each other, scientifically preset the engineering construction building outline theoretical progress model parameters, and combine the intelligent recognition algorithm with the engineering construction progress characteristic text parameters to perform efficient and accurate retrieval of the building outline theoretical models at different engineering construction progress stages, realize intelligent analysis of the building outline theoretical progress models at different engineering construction progress stages, and improve the accuracy of the engineering construction building outline error mapping results.

[0030] For further information, see Figure 1 - Figure 2 ,The steps for collecting real-time progress model data of construction building outline are as follows: S31, when the target project construction building outline theoretical progress model data During the generation, the drone equipped with a laser scanner collects the current building outline construction progress 3D model of the construction site online and generates the real-time progress model data of the construction building outline .

[0031] Based on the target engineering construction building outline theoretical progress model data and the engineering construction building outline real-time progress model data, the engineering construction building outline theory and real-time progress model feature union and intersection data processing are performed respectively, and the engineering construction building outline union model data and engineering construction building outline intersection model data are generated as follows: S41. Obtaining theoretical progress model data of the target project construction outline and engineering construction building outline real-time progress model data ; S42. The target project construction building outline theoretical progress model data and engineering construction building outline real-time progress model data According to the engineering construction foundation as the reference system, it is imported into the 3D editing software to carry out the engineering construction building outline theory, real-time progress model feature and data logical operation processing, and generate the engineering construction building outline and model data. ,in , the engineering construction building outline union model data represents the building outline model data of the engineering construction building outline theory and the real-time progress model characteristics combined and added; The target project construction building outline theoretical progress model data and engineering construction building outline real-time progress model data According to the engineering construction foundation as the reference system, the data is imported into the 3D editing software to carry out the engineering construction building outline theory and the real-time progress model feature intersection data logical operation processing, and generate the engineering construction building outline intersection model data ,in The engineering construction building outline union model data represents the building outline model data of the same part of the engineering construction building outline theory and the real-time progress model characteristics, and the three-dimensional editing software includes any one of Maya, Blender, CATIA, and Soldworks.

[0032] The operation steps of performing numerical processing of the real-time theoretical error measurement of the construction building outline according to the construction building outline union model data and the construction building outline intersection model data to generate the real-time theoretical error model data of the construction building outline are as follows: S51. Combine the construction building outline with the model data and engineering construction building outline intersection model data According to the construction foundation as the reference system, the error model feature difference data of the real-time model and theoretical model of the construction building outline is processed logically to generate the real-time theoretical error model data of the construction building outline. ,in .

[0033] Through the real-time progress model acquisition unit of the construction building outline, the real-time progress model parameters of the construction building outline are acquired in real time by using a laser scanner mounted on an unmanned aerial vehicle, so as to realize the dynamic and efficient acquisition of the real-time progress model of the construction building outline; the construction building outline progress union model generation unit and the construction building outline progress intersection model generation unit cooperate with each other, and based on the target construction building outline theoretical progress model parameters and the construction building outline real-time progress model parameters, the construction building outline theory and real-time progress model feature union and intersection data logical operations are performed respectively, and the construction building outline union and intersection model parameters are accurately generated; the construction building outline error model generation unit performs logical operations on the feature data of the construction building outline real-time theoretical error model based on the construction building outline union and intersection model parameters, and intelligently and accurately measures the construction building outline real-time theoretical error model parameters, thereby improving the efficiency and accuracy of construction building outline error mapping.

[0034] For further information, see Figure 1 - Figure 2 , perform model feature rendering data processing on the real-time theoretical error model data of the engineering construction building outline, generate the real-time theoretical error model rendering data of the engineering construction building outline, and perform model feature data display combination processing on the theoretical progress model data of the target engineering construction building outline, and generate the real-time theoretical error reference display model data of the engineering construction building outline as follows: S61, use 3D editing software to analyze the real-time theoretical error model data of the construction building outline Process the model features according to standard color rendering data to generate real-time theoretical error model rendering data for the construction building outline , standard colors include any one of red, blue, yellow, green, orange, purple, and cyan; S62, use 3D editing software to analyze the theoretical progress model data of the target project construction outline Make the model features transparent and generate transparent data of the theoretical progress model of the target project construction outline ; S63, rendering the construction building outline real-time theoretical error model data Target Engineering Construction Building Outline Theory Progress Model Transparent Data According to the engineering construction foundation as the reference system, it is imported into the 3D editing software to carry out the engineering construction building outline error model and the theoretical progress model feature assembly combination processing, and generate the engineering construction building outline real-time theoretical error reference display model data The real-time theoretical error reference display model data of the engineering construction building outline represents the model data after the real-time theoretical error model of the engineering construction building outline rendered in color and the theoretical progress model processed with transparency are assembled.

[0035] The steps for pushing the real-time theoretical error reference display model data of the construction building outline to the construction management platform are as follows: S71. Push the real-time theoretical error reference display model data of the construction project building outline to the construction project management platform in real time through the Internet of Things communication network and display it on a display screen.

[0036] Through the engineering construction building outline error model rendering unit, the model feature color rendering data processing is performed on the real-time theoretical error model parameters of the engineering construction building outline, so as to realize the online accurate color display processing of the real-time construction error model characteristics of the engineering construction building outline; the engineering construction building outline error display parameter generation unit performs model feature data display combination processing on the real-time theoretical error model rendering parameters of the engineering construction building outline and the target engineering construction building outline theoretical progress model parameters of the transparent processing, so as to realize the differentiated display of the construction error characteristics of the engineering construction building outline and the building outline theoretical progress reference, and realize the real-time and intuitive display of the engineering construction building outline error mapping results; the engineering construction building outline error display parameter feedback unit timely and efficiently displays the real-time theoretical error reference display model parameters of the engineering construction building outline through the display screen, so as to realize the efficient, accurate and intuitive feedback output of the engineering construction building outline mapping results, and improve the engineering construction quality.

[0037] Embodiment 2: See also Figure 1 - Figure 2 , an intelligent measurement system for engineering construction building contour based on drone, used to implement an intelligent measurement method for engineering construction building contour based on drone, the system includes an engineering construction building theoretical contour information acquisition module, an engineering construction building contour error analysis module, and an engineering construction building contour error display module; The engineering construction building theoretical outline information acquisition module includes an engineering construction progress characteristic information acquisition unit, an engineering construction building outline theoretical progress model storage unit, and a target engineering construction building outline theoretical progress model search unit; The engineering construction progress characteristic information collection unit collects engineering construction progress characteristic text data through the engineering construction management platform; the engineering construction building outline theoretical progress model storage unit is used to store the engineering construction building outline theoretical progress model data; the target engineering construction building outline theoretical progress model search unit performs building outline theoretical model search processing at different engineering construction progress stages based on the engineering construction progress characteristic text data and the engineering construction building outline theoretical progress model data, and generates the target engineering construction building outline theoretical progress model data; The engineering construction building outline error analysis module includes an engineering construction building outline real-time progress model acquisition unit, an engineering construction building outline progress union model generation unit, an engineering construction building outline progress intersection model generation unit, and an engineering construction building outline error model generation unit; The real-time progress model acquisition unit of the construction building outline collects the real-time progress model data of the construction building outline through the laser scanner mounted on the drone; the construction building outline progress union model generation unit performs construction building outline theory and real-time progress model feature union data processing based on the target construction building outline theoretical progress model data and the construction building outline real-time progress model data, and generates construction building outline union model data; the construction building outline progress intersection model generation unit performs construction building outline theory and real-time progress model feature intersection data processing based on the target construction building outline theoretical progress model data and the construction building outline real-time progress model data, and generates construction building outline intersection model data; the construction building outline error model generation unit performs construction building outline real-time theoretical error measurement numerical processing based on the construction building outline union model data and the construction building outline intersection model data, and generates construction building outline real-time theoretical error model data; The engineering construction building outline error display module includes an engineering construction building outline error model rendering unit, an engineering construction building outline error display parameter generation unit, and an engineering construction building outline error display parameter feedback unit; The engineering construction building outline error model rendering unit performs model feature rendering data processing on the engineering construction building outline real-time theoretical error model data to generate the engineering construction building outline real-time theoretical error model rendering data; the engineering construction building outline error display parameter generation unit performs model feature data display combination processing on the engineering construction building outline real-time theoretical error model rendering data and the target engineering construction building outline theoretical progress model data to generate the engineering construction building outline real-time theoretical error reference display model data; the engineering construction building outline error display parameter feedback unit pushes the engineering construction building outline real-time theoretical error reference display model data to the engineering construction management platform and uses a display screen to display the output.

[0038] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. An intelligent measurement method for construction building outline based on drone, characterized in that: The method comprises the following steps: S1. Collecting text data of construction progress characteristics; S2, performing a search and processing of the theoretical progress model of the building outline of different stages of the project construction progress according to the project construction progress feature text data and the theoretical progress model data of the building outline of the project construction, and generating the theoretical progress model data of the building outline of the target project construction; S3, collecting real-time progress model data of the construction building outline; S4, based on the target engineering construction building outline theoretical progress model data and the engineering construction building outline real-time progress model data, respectively perform engineering construction building outline theoretical and real-time progress model feature union and intersection data processing, and generate engineering construction building outline union model data and engineering construction building outline intersection model data; S5, performing numerical processing on the real-time theoretical error measurement of the construction building outline according to the construction building outline union model data and the construction building outline intersection model data, to generate the real-time theoretical error model data of the construction building outline; S6, performing model feature rendering data processing on the real-time theoretical error model data of the engineering construction building outline to generate real-time theoretical error model rendering data of the engineering construction building outline and performing model feature data display combination processing on the theoretical progress model data of the target engineering construction building outline to generate real-time theoretical error reference display model data of the engineering construction building outline; S7. Push and feed back the real-time theoretical error reference display model data of the engineering construction building outline to the engineering construction management platform.

2. The method for intelligently measuring the contour of a construction project based on an unmanned aerial vehicle according to claim 1, characterized in that: The S1 comprises the following steps: S11. Management personnel input specific construction progress text information online through the construction management platform and generate construction progress feature text data The engineering construction progress characteristic text data includes engineering construction project data, engineering construction building data and current engineering construction progress plan date data.

3. The method for intelligently measuring the contour of a construction project based on an unmanned aerial vehicle according to claim 2, characterized in that: The S2 comprises the following steps: S21. Establishing the theoretical progress model data set for construction project outline , ;in Indicates Engineering construction progress feature text data The corresponding engineering construction building outline theoretical progress model data, Indicates the maximum number of types of engineering construction progress feature text data; S22, the With the As stated in Perform engineering construction progress feature text character matching to search for the The corresponding And generate the theoretical progress model data of the target project construction outline through data identification , execute and generate the theoretical progress model data of the target project construction building outline The specific steps are as follows: S221, initialization, setting the maximum number of iterations T; S222, after initialization, execute the building outline model search moth to select the engineering construction building outline theoretical progress model data Flame, a collection of theoretical progress model data for building profiles in engineering construction Initial generation in the solution space Building outline model search moth and Theoretical progress model data of construction building outline Flame, and = , in the engineering construction building outline theoretical progress model data set Search for text data related to the construction progress characteristics in the search space Matching engineering construction building outline theoretical progress model data , the building outline model search moth will focus on the selected project construction building outline theoretical progress model data Flame flying, Building outline model search moth and Theoretical progress model data of construction building outline The flames are sorted by quality and the sorted Theoretical progress model data of construction building outline The flame moves to the front of the optimal position Each building outline model search moth selects different engineering construction building outline theory progress model data Flame, with the increasing number of iterations, the theoretical progress model data of the construction building outline The number of flames decreases; S223, building outline model search moth selection engineering construction building outline theory progress model data Flame behind building outline model search moths around engineering construction building outline theory progress model data Flame flight, for building outline model search moth in engineering construction building outline theory progress model data collection Searching for positions in space , building outline model search moth-surrounded engineering construction building outline theory progress model data Flame in Engineering Construction Building Profile Theory Schedule Model Data Collection Searching for positions in space And the building outline model search moth around the construction building outline theory progress model data Flame flight after the construction of the building outline theoretical progress model data collection New position in the search space ; S224, building outline model search moth flight mobile engineering construction building outline theory progress model data The flame reaches the corresponding position. Only building outline models search moth around Theoretical progress model data of construction building outline After the flame flight, update to new position, calculate this The fitness value of the new position is New locations and Theoretical progress model data of construction building outline Flame basis + The positions are sorted by quality and the ones with good quality are Locations as the theoretical progress model data for the next round of construction building outline The location of the flame, i.e. the theoretical progress model data set of the construction building outline Search for text data related to the construction progress characteristics in the search space The most matching engineering construction building outline theoretical progress model data ; S225. When the maximum number of iterations is reached, output the text data related to the construction progress characteristics Matching engineering construction building outline theoretical progress model data , otherwise, the steps S222 to S224 are executed in a loop; S226, outputting the text data related to the engineering construction progress characteristics in step S225 Matching engineering construction building outline theoretical progress model data Generate the theoretical progress model data of the target project construction outline after data identification .

4. The method for intelligently measuring the contour of a construction project based on an unmanned aerial vehicle according to claim 1, characterized in that: The S3 comprises the following steps: S31, when the During the generation, the drone equipped with a laser scanner collects the current building outline construction progress 3D model of the construction site online and generates the real-time progress model data of the construction building outline .

5. The method for intelligently measuring the contour of a construction project based on an unmanned aerial vehicle according to claim 4 is characterized in that: The S4 comprises the following steps: S41, obtaining the theoretical progress model data of the construction outline of the target project and real-time progress model data of the construction building outline ; S42, the and stated According to the engineering construction foundation as the reference system, it is imported into the 3D editing software to carry out the engineering construction building outline theory, real-time progress model feature and data logical operation processing, and generate the engineering construction building outline and model data. ,in ; The and stated According to the engineering construction foundation as the reference system, the data is imported into the 3D editing software to carry out the engineering construction building outline theory and the real-time progress model feature intersection data logical operation processing, and generate the engineering construction building outline intersection model data ,in .

6. The method for intelligently measuring the outline of a construction project based on an unmanned aerial vehicle according to claim 5, characterized in that: The S5 comprises the following steps: S51, the and stated According to the construction foundation as the reference system, the error model feature difference data of the real-time model and theoretical model of the construction building outline is processed logically to generate the real-time theoretical error model data of the construction building outline. ,in .

7. The method for intelligently measuring the outline of a construction project based on an unmanned aerial vehicle according to claim 6, characterized in that: The S6 comprises the following steps: S61, using 3D editing software to analyze the real-time theoretical error model data of the construction building outline Process the model features according to standard color rendering data to generate real-time theoretical error model rendering data for the construction building outline ; S62, using 3D editing software to edit the theoretical progress model data of the construction outline of the target project Make the model features transparent and generate transparent data of the theoretical progress model of the target project construction outline ; S63, rendering the real-time theoretical error model data of the construction building outline Transparent data with the target project construction building outline theoretical progress model According to the construction foundation as the reference system, it is imported into the 3D editing software to carry out the construction building outline error model and theoretical progress model feature assembly and combination processing, and generate the construction building outline real-time theoretical error reference display model data .

8. The method for intelligently measuring the outline of a construction project based on an unmanned aerial vehicle according to claim 7, characterized in that: The S7 comprises the following steps: S71. Push the real-time theoretical error reference display model data of the engineering construction building outline to the engineering construction management platform in real time through the Internet of Things communication network and display it on a display screen.

9. An intelligent measurement system for engineering construction building contour based on drone, used to implement an intelligent measurement method for engineering construction building contour based on drone as claimed in any one of claims 1 to 8, characterized in that: The system comprises a module for acquiring theoretical outline information of a construction project, a module for analyzing outline errors of a construction project, and a module for displaying outline errors of a construction project.

Citation Information

Patent Citations

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