Construction waste intelligent management visual monitoring method, system and equipment and medium thereof
By building twin models and real-time data processing, visual monitoring of construction waste disposal and utilization processes is realized, the problem of inefficient manual inspection is solved, and monitoring efficiency and intelligence are improved.
Patent Information
- Application Number
- CN202510077689.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-01-17
- Publication Date
- 2025-05-13
- Estimated Expiration
- 2045-01-17
Smart Images

Figure CN119989479A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of disposal and utilization monitoring of construction waste, and in particular to a method, equipment and medium for intelligent management and visualization monitoring of construction waste. Background Art
[0002] Construction waste refers to the abandoned soil, abandoned materials and other wastes generated during the construction, reconstruction, expansion and demolition of various buildings, structures, pipelines, etc. by construction units and construction units, as well as the decoration and renovation of houses by residents. Generally, construction waste can be divided into engineering waste, demolition waste, decoration waste, engineering mud and engineering slag. The disposal and utilization of the five major types of construction waste can be divided into in-situ treatment and utilization, and ex-situ treatment and utilization. If the conditions are available on site, engineering waste and demolition waste are treated in situ, generally using a mobile crushing production line. If there are no conditions on site, they need to enter the terminal resource chemical plant, that is, ex-situ treatment. When the in-situ treatment or ex-situ treatment production equipment fails and the production line is shut down, it will affect the waste treatment and utilization plan. The current monitoring of the in-situ treatment or ex-situ treatment production equipment during the production process relies on manual inspections, which is inefficient and costly, prone to monitoring blind spots and errors, and high monitoring and maintenance costs. Summary of the invention
[0003] The present invention aims to solve at least one of the technical problems existing in the prior art.
[0004] To this end, the present invention provides a visual monitoring method for intelligent management of construction waste, which can more intuitively monitor the disposal and utilization production process of construction waste, has high detection efficiency, and reduces implementation costs.
[0005] According to the visual monitoring method for intelligent management of construction waste according to an embodiment of the present invention, the method comprises the following steps:
[0006] S1, through 3D modeling technology, build the corresponding twin model according to the industrial model of the production equipment for the disposal and utilization of construction waste;
[0007] S2, real-time acquisition of production equipment data on the disposal and utilization of construction waste, and sending it to the industrial Ethernet platform; the data on the production equipment for the disposal and utilization of construction waste includes equipment status data, equipment environment data, and data in the waste disposal or recycling production process;
[0008] S3, processes the received production equipment data on the disposal and utilization of construction waste through the industrial Ethernet platform;
[0009] S4, the production equipment data of the disposal and utilization of the processed construction waste will be mapped to the corresponding twin model, and the disposal and utilization of the construction waste will be visually monitored.
[0010] The beneficial effect of the present invention is that by constructing a twin model, the production equipment data of the disposal and utilization of processed construction waste will be mapped on the corresponding twin model for visual monitoring. Without relying on manual inspections, the production process of the disposal and utilization of construction waste can be monitored more intuitively, that is, the production process of the disposal and utilization of construction waste can be visualized, and the reality and virtual mapping can be synchronized, thereby improving monitoring efficiency, reducing implementation costs, and having a high level of intelligence.
[0011] According to one embodiment of the present invention, step S1 specifically includes the following steps:
[0012] S11, based on the industrial model of the production equipment for the disposal and utilization of construction waste, construct a 3D model of the middle model of the production equipment for the disposal and utilization of construction waste at a ratio of 1:1;
[0013] S12, performing dynamic simulation on the 3D model of the middle mold so that its operation is consistent with the operation of the production equipment for the disposal and utilization of construction waste;
[0014] S13, optimize and create a high-precision model based on the 3D model of the medium model;
[0015] S14, creating a simplified low-precision model based on the high-precision model;
[0016] S15, unfolding the UV coordinates of the low-precision model onto a 2D plane;
[0017] S16, using the correspondence between the high-precision model and the low-precision model, bakes the detail information of the high-precision model into the low-precision model, performs texture design on the low-precision model, and obtains the corresponding twin model.
[0018] According to one embodiment of the present invention, in step S3, data processing includes at least one of the following processing methods: filtering, normalization, missing data processing, feature extraction and anomaly detection, and adopts the principal component analysis method PCA to reduce the dimension of multidimensional data and retain the correlation of original data.
[0019] According to one embodiment of the present invention, in step S4, the disposal and utilization of construction waste are visually monitored by WebGL technology, and the twin model and the production equipment data of the disposal and utilization of construction waste mapped on the corresponding twin model.
[0020] According to one embodiment of the present invention, in step S16, detail information of the high-precision model is baked into the low-precision model, and texture designing of the low-precision model includes:
[0021] Use the high-precision model to bake seven maps, including normal, world space normal, marker object, occlusion relationship, curvature, position, and thickness, for the low-precision model after UV calculation.
[0022] Then, the primer layer, topcoat layer, metallic varnish layer and coating layer are mapped on the low-precision model after UV calculation.
[0023] According to an embodiment of the present invention, a responsive design and a dynamic resource management strategy based on the performance of hardware devices are adopted to adjust the display visualization page, specifically including:
[0024] Detect hardware device parameters;
[0025] Obtain corresponding target layout rules based on hardware device parameters;
[0026] According to the target layout rules, the corresponding twin model and the production equipment data for the disposal and utilization of construction waste mapped on the twin model are automatically converted and processed, and the corresponding visualization page is displayed.
[0027] According to one embodiment of the present invention, in step S3, a neural network model is also used to perform real-time analysis on data in the waste treatment or recycling production process, and the production status of the production factors is evaluated to obtain an evaluation result, or the production processing volume at the next moment is predicted to obtain a prediction result.
[0028] According to an embodiment of the present invention, a construction waste intelligent management and visualization monitoring system includes:
[0029] The model building module uses 3D modeling technology to build a corresponding twin model based on the industrial model of the production equipment for the disposal and utilization of construction waste;
[0030] The data acquisition module acquires the production equipment data of the disposal and utilization of construction waste in real time and sends it to the industrial Ethernet platform; the data of the production equipment of the disposal and utilization of construction waste includes equipment status data, equipment environment data and data in the production process of waste disposal or recycling;
[0031] The data processing module processes the received production equipment data on the disposal and utilization of construction waste through the industrial Ethernet platform;
[0032] As well as a visualization display module, the production equipment data of the disposal and utilization of processed construction waste will be mapped to the corresponding twin model, and the disposal and utilization of construction waste will be visually monitored.
[0033] A computer device according to an embodiment of the present invention includes:
[0034] processor;
[0035] A memory for storing executable instructions;
[0036] Wherein, the processor is used to read the executable instructions from the memory and execute the executable instructions to implement the above-mentioned visual monitoring method for intelligent management of construction waste.
[0037] According to a computer-readable storage medium of an embodiment of the present invention, the computer-readable storage medium stores a computer program. When the computer program is executed by a processor, the processor implements the above-mentioned visualization monitoring method for intelligent management of construction waste.
[0038] Other features and advantages of the present invention will be described in the following description, and partly become apparent from the description, or understood by practicing the present invention. The purpose and other advantages of the present invention are realized and obtained by the structures particularly pointed out in the description, claims and drawings.
[0039] In order to make the above-mentioned objects, features and advantages of the present invention more obvious and easy to understand, preferred embodiments are given below and described in detail with reference to the accompanying drawings. BRIEF DESCRIPTION OF THE DRAWINGS
[0040] The present invention is further described below in conjunction with the accompanying drawings and embodiments.
[0041] Figure 1 It is a schematic diagram of the method flow of embodiment 1 of the present invention.
[0042] Figure 2 It is a schematic diagram of visual page rendering according to the first embodiment of the present invention.
[0043] Figure 3 It is a schematic diagram showing the device status on the twin model of the first embodiment of the present invention.
[0044] Figure 4 It is a schematic diagram of the device video monitoring display according to the first embodiment of the present invention.
[0045] Figure 5 It is a structural diagram of embodiment 2 of the present invention.
[0046] Figure 6 It is a schematic diagram of the computer device structure of the third embodiment of the present invention.
[0047] In the figure, 20 is a model building module; 21 is a data acquisition module; 22 is a data processing module; 23 is a visualization module; 10 is a computer device; 1002 is a processor; 1004 is a memory; 1006 is a transmission device. DETAILED DESCRIPTION
[0048] The present invention will now be described in further detail with reference to the accompanying drawings. These drawings are simplified schematic diagrams, which only illustrate the basic structure of the present invention in a schematic manner, and therefore only show the components related to the present invention.
[0049] In the description of the present invention, it should be understood that the terms "center", "longitudinal", "lateral", "length", "width", "thickness", "up", "down", "front", "back", "left", "right", "vertical", "horizontal", "top", "bottom", "inside", "outside", "clockwise", "counterclockwise", "axial", "radial", "circumferential" and the like indicate positions or positional relationships based on the positions or positional relationships shown in the accompanying drawings, and are only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore cannot be understood as a limitation on the present invention. In addition, features defined as "first" and "second" may explicitly or implicitly include one or more of the features. In the description of the present invention, unless otherwise specified, "multiple" means two or more.
[0050] In the description of the present invention, it should be noted that, unless otherwise clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection, or it can be indirectly connected through an intermediate medium, or it can be the internal communication of two components. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.
[0051] Example 1
[0052] The present application embodiment provides a method for visual monitoring of intelligent management of construction waste. Figure 1 As shown, the system includes:
[0053] S1, through 3D modeling technology, build the corresponding twin model according to the industrial model of production equipment for the disposal and utilization of construction waste.
[0054] In specific implementation, step S1 specifically includes:
[0055] According to the industrial model of the production equipment for the disposal and utilization of construction waste, a 3D model of the medium model of the production equipment for the disposal and utilization of construction waste is constructed in a 1:1 ratio; further, the industrial model of the production equipment for the disposal and utilization of construction waste is obtained by collecting equipment size and appearance parameters of the production equipment for the disposal and utilization of construction waste, and then an industrial module corresponding to the production equipment for the disposal and utilization of construction waste is established according to the equipment size and appearance through modeling software, and the industrial model is imported into 3dsMax software, and a twin model is constructed through processing in 3dsMax software.
[0056] The 3D model of the middle mold is dynamically simulated to make its operation consistent with the operation of the production equipment for the disposal and utilization of construction waste.
[0057] Optimize and create a high-precision model based on the 3D model of the medium mold.
[0058] Create a simplified low-precision model based on the high-precision model to optimize rendering performance and retain
[0059] Unwrap the UV coordinates of the low-precision model onto a 2D plane.
[0060] By utilizing the correspondence between the high-precision model and the low-precision model, the detail information of the high-precision model is baked into the low-precision model, and the low-precision model is textured to obtain the corresponding twin model; for example, the high-precision model is used to bake seven textures, including normals, world space normals, marker objects, occlusion relationships, curvature, position, and thickness, for the low-precision model after UV calculation, and then the primer layer, topcoat layer, metallic varnish layer, and coating layer are textured for the low-precision model after UV calculation.
[0061] In this way, the twin model is more realistic, and ultimately the rendering effect is better when displayed on the interface, and the interface is smoother when rendering.
[0062] S2, real-time acquisition of production equipment data on the disposal and utilization of construction waste, and sending it to the industrial Ethernet platform; the data on the production equipment for the disposal and utilization of construction waste includes equipment status data, equipment environment data, and data in the waste treatment or recycling production process; such as: equipment status data includes: start, shut down, run, pause, abnormal status; equipment environment data includes: PM2.5 index, PM10 index, PM100 index and noise pollution index; data in the waste treatment or recycling production process includes: real-time production data, construction waste treatment data.
[0063] During the specific implementation, various types of data acquisition modules are configured in the production equipment and factories for the disposal and utilization of construction waste, and the data acquisition modules are connected to the industrial Ethernet to obtain the production equipment data for the disposal and utilization of construction waste, and then the production equipment data for the disposal and utilization of construction waste is transmitted to the industrial Ethernet platform.
[0064] S3. Process the received production equipment data on the disposal and utilization of construction waste through the industrial Ethernet platform;
[0065] It should be noted that when processing the production equipment data for the disposal and utilization of construction waste, the data processing includes at least one of the following processing methods: filtering, normalization, missing data processing, feature extraction and anomaly detection; and using the principal component analysis method PCA to reduce the dimension of multidimensional data and retain the correlation of the original data; establishing data variability associations and presenting key production data in graphs and tables.
[0066] In this embodiment, statistical analysis is also performed on the production equipment data. Taking garbage sorting equipment as an example, the statistical analysis of the garbage sorting equipment includes but is not limited to:
[0067] Equipment efficiency statistics based on equipment status data, such as equipment shutdown, normal operation, maintenance shutdown, repair shutdown, alarm operation and damage shutdown;
[0068] Monthly energy consumption statistics based on daily power consumption of equipment;
[0069] Statistics are kept on the processing and utilization amounts of sorted garbage.
[0070] In this embodiment, the data in the waste treatment or reuse production process is also analyzed in real time through the neural network model, so that the production status of the production factors can be evaluated to obtain the evaluation results, or the waste treatment volume at the next moment can be predicted to obtain the prediction results. Both the evaluation results and the prediction results are mapped in the twin model, which is convenient for the dispatcher to find problems in the waste treatment or reuse production process in time and improve production efficiency. Among them, the production status refers to the health status of the production equipment or the quality status of the products produced by the production equipment. When the health status of the production equipment is lower than the set threshold, it indicates that the production equipment needs to be repaired or maintained, or when the quality status of the product is lower than the set threshold, it indicates that the quality of the product does not meet the established requirements and the process parameters of the production equipment need to be adjusted. When the difference between the predicted result of the waste treatment volume at the next moment and the actual treatment volume is less than the threshold, it indicates that the production equipment is abnormal, such as the production equipment is stuck or the production equipment fails, and the production equipment needs to be inspected or maintained.
[0071] S4. The production equipment data of the disposal and utilization of the treated construction waste will be mapped to the corresponding twin model, and the production process of the disposal and utilization of construction waste will be visually monitored. Figure 2 When equipment failure or abnormal production data is detected, it will be displayed and an alarm will be issued on the visualization page, and maintenance information will be sent to the operator's terminal device in a timely manner.
[0072] In this embodiment, the production process of construction waste disposal and utilization is visualized and monitored through WebGL technology, that is, the twin model and the production equipment data of construction waste disposal and utilization mapped on the corresponding twin model are displayed in the visualization interactive interface. In the process of visualization using WebGL, different platforms and devices have problems with model loading speed, performance optimization, and cross-platform compatibility. In the implementation of this embodiment, responsive design and dynamic resource management strategy based on hardware device performance are adopted to adjust the display visualization page, automatically adjust the rendering quality and the amount of data loaded, specifically including:
[0073] Detect hardware device parameters; the hardware device can be a mobile phone or a PC, and the hardware device parameters can include the device model, resolution, screen size, operating system, browser type, and other characteristic information.
[0074] The corresponding target layout rules are obtained based on the hardware device parameters; further, the target layout rules corresponding to the hardware device parameters are traversed from the layout rule library to determine.
[0075] According to the target layout rules, the twin model and the production equipment data for the disposal and utilization of construction waste mapped on the twin model are automatically converted and processed to display the corresponding visualization page, that is, the corresponding rendering effects are formed. The conversion process refers to adaptively adjusting the size and arrangement of the content displayed on the page according to the target layout rules, so that it can have better performance in visual effects and operating experience, ensuring fast loading and smooth operation on a variety of hardware devices, and achieving smooth and visually impactful rendering effects display.
[0076] It should be noted that the production equipment for the disposal and utilization of construction waste is composed of multiple operating devices to achieve different operations. In this implementation, each operating device can be monitored through a visual interactive interface. For example, by clicking on a device on the twin model, the real-time data of the device can be viewed in real time. The real-time data includes: the operating status and operating parameters of the device, see Figure 3 shown.
[0077] In this embodiment, video of the operation process of each operation device is also collected. By selecting the operation device through the visual interactive interface, the video of the corresponding operation device can also be displayed. Figure 4As shown in the figure, using Gizmo's WebGL acceleration technology to process video streams during video display can reduce bandwidth requirements and significantly improve the video frame rate. While ensuring video clarity, it effectively reduces data transmission costs and improves the visual effects of video surveillance.
[0078] In this embodiment, when visually monitoring the disposal and utilization of construction waste through WebGL technology, in order to avoid the risk of data leakage and unauthorized access, the displayed twin model and the production equipment data of the disposal and utilization of construction waste mapped in the corresponding twin model are AES encrypted, and the validity period of the access permission is set, specifically including:
[0079] Create user accounts, assign unique usernames and passwords, and set access expiration dates based on user permissions.
[0080] The displayed twin model and the production equipment data of the disposal and utilization of construction waste mapped in the corresponding twin model are encrypted by AES. During the AES encryption process, a noise field is introduced into the AES encryption algorithm to generate a key.
[0081] The keys are distributed to users who access the data. When users try to access the data, their access rights are verified according to the account, and a decision is made based on the verification result whether to allow decryption operations based on the keys to achieve page access. This avoids the risk of data leakage when visually monitoring the disposal and utilization of construction waste, improves data security, and introduces a noise field in the AES encryption algorithm to speed up decryption operations based on the keys, enabling fast access.
[0082] In summary, by constructing a twin model, the production equipment data of the disposal and utilization of the processed construction waste will be mapped on the corresponding twin model for visual monitoring, without relying on manual inspections, and the production process of the disposal and utilization of construction waste can be monitored more intuitively, that is, the production process of the disposal and utilization of construction waste can be visualized, and the reality and virtual mapping can be synchronized, which improves the monitoring efficiency, reduces the implementation cost, and has a high level of intelligence. In addition, this embodiment adopts a responsive design and a dynamic resource management strategy based on the performance of hardware devices, adjusts the display visualization page, automatically adjusts the rendering quality and the amount of data loaded, ensures that it can be quickly loaded and run smoothly on a variety of hardware devices, and realizes a smooth and visually impactful rendering special effect display.
[0083] Example 2
[0084] The present application embodiment provides a construction waste intelligent management visualization monitoring system, such as Figure 5 As shown, the system comprises:
[0085] The model building module 20 builds a corresponding twin model based on the industrial model of the production equipment for the disposal and utilization of construction waste through 3D modeling technology.
[0086] The data acquisition module 21 acquires the production equipment data of the disposal and utilization of construction waste in real time and sends it to the industrial Ethernet platform; the data of the production equipment of the disposal and utilization of construction waste includes equipment status data, equipment environment data and data in the waste treatment or recycling production process.
[0087] The data processing module 22 processes the received production equipment data on the disposal and utilization of the construction waste through the industrial Ethernet platform.
[0088] And the visualization display module 23 maps the production equipment data of the disposal and utilization of the processed construction waste to the corresponding twin model, and performs visual monitoring of the disposal and utilization of the construction waste.
[0089] The foregoing Figure 1 The various variations and specific examples of the method for visual monitoring of intelligent management of construction waste in Example 1 are also applicable to a visual monitoring device for intelligent management of construction waste in this embodiment. Through the above detailed description of the method for visual monitoring of intelligent management of construction waste, those skilled in the art can clearly know the implementation method of the visual monitoring device for intelligent management of construction waste in this embodiment. Therefore, for the sake of brevity of the specification, it will not be described in detail here.
[0090] Example 3
[0091] An embodiment of the present application provides a computer device, which includes a processor and a memory, wherein the memory stores at least one instruction or at least one program, and the at least one instruction or the at least one program is loaded and executed by the processor to implement a visual monitoring method for intelligent management of construction waste as provided in the above method embodiment.
[0092] Figure 6 The hardware structure diagram of a device for implementing a method for visually monitoring intelligent management of construction waste provided in an embodiment of the present application is shown. The device may participate in or include the apparatus or system provided in an embodiment of the present application. Figure 6As shown, the computer device 10 may include one or more processors 1002 (the processor may include but is not limited to a processing device such as a microprocessor MCU or a programmable logic device FPGA), a memory 1004 for storing data, and a transmission device 1006 for communication functions. In addition, it may also include: a display, an input / output interface (I / O interface), a universal serial bus (USB) port (which may be included as one of the ports of the I / O interface), a network interface, a power supply and / or a camera. It can be understood by those skilled in the art that Figure 6 The structure shown is only for illustration and does not limit the structure of the above electronic device. Figure 6 More or fewer components as shown, or with Figure 6 Different configurations shown.
[0093] It should be noted that the one or more processors and / or other data processing circuits described above may generally be referred to herein as "data processing circuits". The data processing circuits may be embodied in whole or in part as software, hardware, firmware, or any other combination thereof. In addition, the data processing circuit may be a single independent processing module, or may be incorporated in whole or in part into any of the other components in the computer device 10 (or mobile device). As described in the embodiments of the present application, the data processing circuit acts as a processor control (e.g., selection of a variable resistor terminal path connected to an interface).
[0094] The memory 1004 can be used to store software programs and modules of application software, such as a program instruction / data storage device corresponding to a method for visual monitoring of intelligent management of construction waste in an embodiment of the present application. The processor executes various functional applications and data processing by running the software programs and modules stored in the memory 1004, that is, implementing the above-mentioned method. The memory 1004 may include a high-speed random access memory, and may also include a non-volatile memory, such as one or more magnetic storage devices, flash memory, or other non-volatile solid-state memory. In some examples, the memory 1004 may further include a memory remotely arranged relative to the processor, and these remote memories may be connected to the computer device 10 via a network. Examples of the above-mentioned network include, but are not limited to, the Internet, an intranet, a local area network, a mobile communication network, and combinations thereof.
[0095] The transmission device 1006 is used to receive or send data via a network. The specific example of the above network may include a wireless network provided by a communication provider of the computer device 10. In one example, the transmission device 1006 includes a network adapter (Network Interface Controller, NIC), which can be connected to other network devices through a base station so as to communicate with the Internet. In one example, the transmission device 1006 can be a radio frequency (RF) module, which is used to communicate with the Internet wirelessly.
[0096] The display may be, for example, a touch screen liquid crystal display (LCD) that enables a user to interact with a user interface of the computer device 10 (or mobile device).
[0097] Example 4
[0098] An embodiment of the present application also provides a computer-readable storage medium, which can be set in a server to store at least one instruction or at least one program related to a method for visually monitoring intelligent management of construction waste in a method embodiment. The at least one instruction or the at least one program is loaded and executed by the processor to implement a method for visually monitoring intelligent management of construction waste provided in the above method embodiment.
[0099] Optionally, in this embodiment, the storage medium may be located in at least one of the multiple network servers of the computer network. Optionally, in this embodiment, the storage medium may include, but is not limited to, various media that can store program codes, such as a USB flash drive, a read-only memory (ROM), a random access memory (RAM), a mobile hard disk, a magnetic disk, or an optical disk.
[0100] Example 5
[0101] The embodiment of the present invention also provides a computer program product or a computer program, which includes computer instructions stored in a computer-readable storage medium. The processor of the computer device reads the computer instructions from the computer-readable storage medium, and the processor executes the computer instructions, so that the computer device executes a construction waste intelligent management visualization monitoring method provided in the above various optional embodiments.
[0102] It should be noted that the above-mentioned sequence of the embodiments of the present application is for description only and does not represent the advantages and disadvantages of the embodiments. The above-mentioned specific embodiments of the present application are described. Other embodiments are within the scope of the appended claims. In some cases, the actions or steps recorded in the claims can be performed in an order different from that in the embodiments and still achieve the desired results. In addition, the processes depicted in the drawings do not necessarily require the specific order or continuous order shown to achieve the desired results. In some embodiments, multitasking and parallel processing are also possible or may be advantageous.
[0103] Each embodiment in this application is described in a progressive manner, and the same or similar parts between the embodiments can be referred to each other, and each embodiment focuses on the differences from other embodiments. In particular, for the device, equipment and storage medium embodiments, since they are basically similar to the method embodiments, the description is relatively simple, and the relevant parts can be referred to the partial description of the method embodiment.
[0104] A person skilled in the art will understand that all or part of the steps to implement the above embodiments may be accomplished by hardware or by instructing related hardware through a program, and the program may be stored in a computer-readable storage medium, and the above-mentioned storage medium may be a read-only memory, a disk or an optical disk, etc.
[0105] Based on the above ideal embodiments of the present invention, the relevant staff can make various changes and modifications without departing from the technical concept of the present invention through the above description. The technical scope of the present invention is not limited to the contents of the specification, and its technical scope must be determined according to the scope of the claims.
Claims
1. A visual monitoring method for intelligent management of construction waste, characterized in that: The method comprises the following steps: S1, through 3D modeling technology, build the corresponding twin model according to the industrial model of the production equipment for the disposal and utilization of construction waste; S2, real-time acquisition of production equipment data on the disposal and utilization of construction waste, and sending it to the industrial Ethernet platform; the data on the production equipment for the disposal and utilization of construction waste includes equipment status data, equipment environment data, and data in the waste disposal or recycling production process; S3, processes the received production equipment data on the disposal and utilization of construction waste through the industrial Ethernet platform; S4, the production equipment data of the disposal and utilization of the processed construction waste will be mapped to the corresponding twin model, and the disposal and utilization of the construction waste will be visually monitored.
2. The method for intelligent management and visualization of construction waste according to claim 1, characterized in that: The step S1 specifically includes the following steps: S11, based on the industrial model of the production equipment for the disposal and utilization of construction waste, construct a 3D model of the middle model of the production equipment for the disposal and utilization of construction waste at a ratio of 1:1; S12, performing dynamic simulation on the 3D model of the middle mold so that its operation is consistent with the operation of the production equipment for the disposal and utilization of construction waste; S13, optimize and create a high-precision model based on the 3D model of the medium model; S14, creating a simplified low-precision model based on the high-precision model; S15, unfolding the UV coordinates of the low-precision model onto a 2D plane; S16, using the correspondence between the high-precision model and the low-precision model, bakes the detail information of the high-precision model into the low-precision model, performs texture design on the low-precision model, and obtains the corresponding twin model.
3. The method for intelligent management and visualization monitoring of construction waste according to claim 1, characterized in that: In step S3, data processing includes at least one of the following processing methods: filtering, normalization, missing data processing, feature extraction and anomaly detection, and a principal component analysis method PCA is used to reduce the dimension of multidimensional data and retain the correlation of original data.
4. The method for intelligent management and visualization monitoring of construction waste according to claim 1, characterized in that: In step S4, the disposal and utilization of construction waste are visualized and monitored through WebGL technology, the twin model and the production equipment data of the disposal and utilization of construction waste mapped on the corresponding twin model.
5. The method for intelligent management and visualization monitoring of construction waste according to claim 1, characterized in that: In step S16, the detail information of the high-precision model is baked into the low-precision model. The texture design of the low-precision model includes: Use the high-precision model to bake seven maps, including normal, world space normal, marker object, occlusion relationship, curvature, position, and thickness, for the low-precision model after UV calculation. Then, the primer layer, topcoat layer, metallic varnish layer and coating layer are mapped on the low-precision model after UV calculation.
6. The method for intelligent management and visualization monitoring of construction waste according to claim 4, characterized in that: Responsive design and dynamic resource management strategies based on hardware device performance are adopted to adjust the display visualization page, including: Detect hardware device parameters; Obtain corresponding target layout rules based on hardware device parameters; According to the target layout rules, the corresponding twin model and the production equipment data for the disposal and utilization of construction waste mapped on the twin model are automatically converted and processed, and the corresponding visualization page is displayed.
7. The method for intelligent management and visualization monitoring of construction waste according to claim 1, characterized in that: In step S3, the data in the waste treatment or recycling production process is analyzed in real time through a neural network model, the production status of the production factors is evaluated to obtain an evaluation result, or the production processing volume at the next moment is predicted to obtain a prediction result.
8. A construction waste intelligent management and visual monitoring system, characterized in that: The system comprises: A model building module (20) uses 3D modeling technology to build a corresponding twin model based on the industrial model of the production equipment for the disposal and utilization of construction waste; The data acquisition module (21) acquires the production equipment data of the disposal and utilization of construction waste in real time and sends it to the industrial Ethernet platform; the production equipment data of the disposal and utilization of construction waste includes equipment status data, equipment environment data and data in the waste disposal or recycling production process; The data processing module (22) processes the received production equipment data on the disposal and utilization of the construction waste through the industrial Ethernet platform; And a visualization display module (23) maps the production equipment data of the disposal and utilization of the processed construction waste on the corresponding twin model, so as to carry out visual monitoring of the disposal and utilization of the construction waste.
9. A computer device, characterized in that: include: processor; A memory for storing executable instructions; Wherein, the processor is used to read the executable instructions from the memory and execute the executable instructions to implement the intelligent management and visualization monitoring method of construction waste as described in any one of claims 1 to 7.
10. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the processor implements the method for visual monitoring of intelligent management of construction waste as described in any one of claims 1 to 7.
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