Tower drum and communication base station fusion management and control system based on data analysis

Abstract

A tower drum and communication base station fusion management and control system based on data analysis belongs to the field of wind power generation and comprises a BIM design management platform, a construction management platform and an operation management platform. The BIM design management platform comprises a facility layout integrated planning module, a fusion design optimization analysis module, a wind power generation tower modeling module and a communication base station modeling module. The construction management platform comprises a safety management module, a material management module, a quality management module and a progress management module. The operation management platform comprises a data acquisition module, a data processing analysis module, a prediction analysis module and an operation management module. Through the BIM technology, integration of the tower drum and the communication base station in the design stage is achieved, the structural design and function requirements are optimized, the construction and maintenance cost is reduced, and the quality of wind power generation and communication service is improved.

Description

Technical Field

[0001] The present invention belongs to the field of wind power generation, and in particular to a tower and communication base station integrated management and control system based on data analysis. Background Art

[0002] Wind power generation is an important part of renewable energy technology, which uses wind energy to generate electricity through wind turbines. With the development of wind power generation technology, the efficiency and performance requirements of wind turbines are getting higher and higher. The efficiency of wind turbines is not only affected by wind speed and wind turbine design, but also by the structure and stability of wind turbine towers.

[0003] On the other hand, as the core part of modern communication systems, communication base stations play a key role in providing wireless communication coverage. Communication base stations need to occupy a certain physical space and be arranged at an appropriate height to ensure the coverage of communication signals.

[0004] Traditionally, the construction and operation of wind turbine towers and communication base stations are separated; each facility needs to be designed, built and maintained separately. However, this separate approach has problems in resource utilization efficiency and high costs.

[0005] Limitations of existing technologies include a lack of optimization between towers and base stations, decentralized monitoring and management systems, and limited data collection, analysis and processing capabilities, all of which affect the effectiveness of overall operations. Summary of the invention

[0006] The present invention provides a tower and communication base station integrated management and control system based on data analysis, so as to solve the defects in the prior art.

[0007] The present invention is achieved through the following technical solutions:

[0008] A tower and communication base station integrated management and control system based on data analysis, including a BIM design management platform, a construction management platform, and an operation management platform.

[0009] As described above, in a tower and communication base station integrated management and control system based on data analysis, the BIM design management platform includes a facility layout integrated planning module, a fusion design optimization analysis module, a wind power tower modeling module and a communication base station modeling module.

[0010] As described above, in the tower and communication base station integrated management and control system based on data analysis, the construction management platform includes a safety management module, a material management module, a quality management module and a progress management module.

[0011] In the tower and communication base station integrated management and control system based on data analysis as described above, the operation management platform includes a data acquisition module, a data processing and analysis module, a prediction and analysis module and an operation management module.

[0012] In the tower and communication base station integrated management and control system based on data analysis as described above, the facility layout integrated planning module obtains the basic information and specific requirements of the wind power tower and the communication base station and performs integrated layout planning of the overall structure through cloud-based BIM modeling software.

[0013] As described above, in the tower and communication base station integrated management and control system based on data analysis, the integrated design optimization analysis module simulates the construction process of the wind power tower and the communication base station through the cloud-based BIM modeling software and performs collaborative design in the virtual environment simulated by the cloud-based BIM modeling software. The design team collaborates in real time to simulate and optimize the construction process of the wind power tower and the communication base station, and identify and solve design problems.

[0014] As described above, in a tower and communication base station integrated management and control system based on data analysis, the wind power tower modeling module can obtain the structural modeling of the wind power tower and the corresponding optimized construction process through the cloud-based BIM modeling software through the facility layout integrated planning module and the integrated design optimization analysis module.

[0015] As described above, in a tower and communication base station integrated management and control system based on data analysis, the communication base station modeling module can obtain the structural modeling of the communication base station and the corresponding optimized construction process through the cloud-based BIM modeling software through the facility layout integrated planning module and the integrated design optimization analysis module.

[0016] In the tower and communication base station integrated management and control system based on data analysis as described above, the facility layout integrated planning module can obtain the tower structure, internal equipment layout, material specifications, antenna arrangement, equipment placement, wiring information of the wind power tower and the communication signal coverage range, equipment power consumption, component materials, dimensions, and supplier information of the communication base station, and form a three-dimensional model of the integration of the wind power tower and the communication base station through the cloud-based BIM modeling software to support subsequent data analysis and management.

[0017] In the tower and communication base station integrated management and control system based on data analysis as described above, the integrated design optimization analysis module can optimize the construction sequence, material selection, and equipment installation direction during the construction process simulated by the cloud-based BIM modeling software; at the same time, the cloud-based BIM modeling software is used to optimize the integrated design of the wind power tower structure and the communication base station to ensure that the functional requirements are met and to reduce the construction and maintenance costs; and by using the cloud-based BIM modeling software for collision detection, it is ensured that the integration of the wind power tower and the communication base station is optimized to avoid design conflicts.

[0018] In the tower and communication base station integrated management and control system based on data analysis as described above, the safety management module can integrate the video surveillance system, monitor the construction site in real time through cameras and monitoring equipment, identify dangerous behaviors or environments through image recognition technology, and issue an alarm.

[0019] In the tower and communication base station integrated management and control system based on data analysis as described above, the material management module can monitor the location and usage of materials in real time by setting RFID tags and real-time positioning system (RTLS) on the materials.

[0020] As described above, in a tower and communication base station integrated management and control system based on data analysis, the quality management module can obtain the corresponding performance introduction and performance test report of the equipment and materials required for the construction of wind power towers and communication base stations, so as to perform quality management on the equipment and materials required for the construction of wind power towers and communication base stations to ensure that there will be no quality problems with the equipment and materials required for the construction of wind power towers and communication base stations.

[0021] In the tower and communication base station integrated management and control system based on data analysis as described above, the progress management module provides planning and monitoring of the construction process, including task allocation, progress tracking, and resource allocation functions, and tracks the project progress in real time to ensure that each construction task can be executed according to the predetermined plan.

[0022] In the tower and communication base station integrated management and control system based on data analysis as described above, the data acquisition module collects data from various data sources of the wind power tower and the communication base station, including parameters of tower stress and fatigue data, meteorological conditions, wind power generation efficiency data, and performance data of the communication base station.

[0023] In the tower and communication base station integrated management and control system based on data analysis as described above, the data processing and analysis module includes one or more processors for receiving data and performing finite element analysis on the tower structure to calculate the stress distribution and deformation under different load conditions. The coverage range of the communication base station is calculated and analyzed through the communication coverage simulation software; the spectrum analysis of the collected real-time data is performed for monitoring the status analysis of the structure and equipment to provide operation status monitoring, predictive maintenance and fault diagnosis.

[0024] In the tower and communication base station integrated management and control system based on data analysis as described above, the prediction and analysis module uses machine learning and statistical analysis techniques to perform prediction and analysis based on historical data and real-time data, and predicts the fatigue life of the tower, the changing trend of wind power generation efficiency, and the change of communication base station performance; based on the data analysis results and preset rules, real-time alarms are realized for abnormal conditions; automated decisions are made through semantic big model technology, and for some common problems or scenarios, the system can automatically trigger preset response measures.

[0025] As described above, in the tower and communication base station integrated management and control system based on data analysis, the operation management module can establish a real-time monitoring system, process and display real-time data through real-time streaming data processing technology, and form data visualization and dashboards to display the status of towers and communication base stations.

[0026] In the tower and communication base station integrated management and control system based on data analysis as described above, the data acquisition module collects real-time data of wind power towers and communication base stations through wind speed sensors, temperature sensors, humidity sensors, stress sensors and vibration sensors.

[0027] In the tower and communication base station integrated management and control system based on data analysis as described above, the data processing and analysis module can perform data cleaning, conversion and loading processes on the data acquisition module, and integrate data of different formats and sources into a unified data storage; and perform real-time or batch analysis on the integrated data to monitor the status of the tower and communication base station.

[0028] As described above, in the tower and communication base station integrated management and control system based on data analysis, the data analysis of the data processing and analysis module includes time series data analysis, anomaly detection, trend analysis, and correlation analysis.

[0029] In the tower and communication base station integrated management and control system based on data analysis as described above, the operation management module can perform operation management and monitoring on stress conditions, wind power generation efficiency and communication performance.

[0030] The advantages of the present invention are:

[0031] The present invention uses BIM technology to achieve the integration of towers and communication base stations in the design stage, optimizes structural design and functional requirements, reduces construction and maintenance costs, and improves the quality of wind power generation and communication services.

[0032] The present invention utilizes big data technology to integrate and analyze data from wind power towers and communication base stations, thereby achieving real-time monitoring of the status of the towers and communication base stations, and helping to improve operational efficiency and equipment maintenance management.

[0033] The present invention collects construction data in real time through Internet of Things devices, realizes the planning and monitoring of construction processes, ensures that construction tasks are carried out as planned, and improves the ability of safety management and timely discovery and resolution of problems.

[0034] The present invention defines a set of integrated management and control strategies to maximize the comprehensive benefits of wind power generation and communication base stations, reduce material consumption through optimized design, and achieve more economical, sustainable and efficient wind power generation and communication service operations. BRIEF DESCRIPTION OF THE DRAWINGS

[0035] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative labor.

[0036] Figure 1 It is a schematic diagram of the framework of the present invention. DETAILED DESCRIPTION

[0037] In order to make the purpose, technical solution and advantages of the embodiments of the present invention clearer, the technical solution in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are 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.

[0038] like Figure 1 As shown, a tower and communication base station integrated management and control system based on data analysis includes a BIM design management platform, a construction management platform, and an operation management platform.

[0039] Preferably, the BIM design management platform described in this embodiment includes a facility layout integrated planning module, a fusion design optimization analysis module, a wind power tower modeling module and a communication base station modeling module.

[0040] Preferably, the construction management platform described in this embodiment includes a safety management module, a material management module, a quality management module and a progress management module.

[0041] Preferably, the operation management platform described in this embodiment includes a data collection module, a data processing and analysis module, a prediction and analysis module and an operation management module.

[0042] Preferably, the facility layout integrated planning module described in this embodiment obtains basic information and specific requirements of wind power towers and communication base stations and performs integrated layout planning of the overall structure through cloud-based BIM modeling software.

[0043] Preferably, the integrated design optimization and analysis module described in this embodiment simulates the construction process of wind turbine towers and communication base stations through cloud-based BIM modeling software and performs collaborative design in the virtual environment simulated by the cloud-based BIM modeling software. The design team collaborates in real time to simulate and optimize the construction process of wind turbine towers and communication base stations, and identify and solve design problems.

[0044] Preferably, the wind power tower modeling module described in this embodiment can obtain the structural modeling of the wind power tower and the corresponding optimized construction process through the cloud-based BIM modeling software through the facility layout integrated planning module and the fusion design optimization analysis module.

[0045] Preferably, the communication base station modeling module described in this embodiment can obtain the structural modeling of the communication base station and the corresponding optimized construction process through the cloud-based BIM modeling software through the facility layout integrated planning module and the fusion design optimization analysis module.

[0046] Preferably, the facility layout integrated planning module described in this embodiment can obtain information on the tower structure, internal equipment layout, material specifications, antenna arrangement, equipment placement, and wiring of the wind turbine tower, and information on the communication signal coverage, equipment power consumption, component materials, dimensions, and suppliers of the communication base station, and form a three-dimensional model of the integration of the wind turbine tower and the communication base station through cloud-based BIM modeling software to support subsequent data analysis and management.

[0047] Preferably, the integrated design optimization and analysis module described in this embodiment can optimize the construction sequence, material selection, and direction of equipment installation during the construction process simulated by cloud-based BIM modeling software; at the same time, the integrated design of the wind turbine tower structure and the communication base station is optimized through the cloud-based BIM modeling software to ensure that functional requirements are met and to reduce construction and maintenance costs; and by using cloud-based BIM modeling software for collision detection, it is ensured that the integration of the wind turbine tower and the communication base station is optimized to avoid design conflicts.

[0048] Preferably, the security management module described in this embodiment can integrate a video surveillance system, monitor the construction site in real time through cameras and monitoring equipment, identify dangerous behaviors or environments through image recognition technology, and issue an alarm.

[0049] Preferably, the material management module described in this embodiment can monitor the location and usage of materials in real time by setting RFID tags and real-time positioning systems (RTLS) on the materials.

[0050] Preferably, the quality management module described in this embodiment can obtain the corresponding performance introduction and performance test report of the equipment and materials required for the construction of wind power towers and communication base stations, so as to perform quality management on the equipment and materials required for the construction of wind power towers and communication base stations to ensure that there will be no quality problems with the equipment and materials required for the construction of wind power towers and communication base stations.

[0051] Preferably, the progress management module described in this embodiment provides planning and monitoring of the construction process, including task allocation, progress tracking, and resource allocation functions, and tracks the project progress in real time to ensure that each construction task can be executed according to the predetermined plan.

[0052] Preferably, the data acquisition module described in this embodiment collects data from various data sources of the wind power tower and the communication base station, including parameters of tower stress and fatigue data, meteorological conditions, wind power generation efficiency data, and performance data of the communication base station.

[0053] Preferably, the data processing and analysis module described in this embodiment includes one or more processors for receiving data and performing finite element analysis on the tower structure to calculate the stress distribution and deformation under different load conditions. The coverage range of the communication base station is calculated and analyzed through the communication coverage simulation software; the spectrum analysis of the collected real-time data is performed for monitoring the status analysis of the structure and equipment to provide operation status monitoring, predictive maintenance and fault diagnosis.

[0054] Preferably, the predictive analysis module described in this embodiment performs predictive analysis based on historical data and real-time data using machine learning and statistical analysis techniques to predict the fatigue life of the tower, the changing trend of wind power generation efficiency, and the changes in the performance of the communication base station; based on the data analysis results and preset rules, it realizes real-time alarms for abnormal conditions; and through the semantic big model technology, it makes automated decisions. For some common problems or scenarios, the system can automatically trigger preset response measures.

[0055] Preferably, the operation management module described in this embodiment can establish a real-time monitoring system, process and display real-time data through real-time streaming data processing technology, and form data visualization and dashboards to display the status of towers and communication base stations.

[0056] Preferably, the data acquisition module described in this embodiment collects real-time data of the wind power tower and the communication base station through wind speed sensors, temperature sensors, humidity sensors, stress sensors and vibration sensors.

[0057] Preferably, the data processing and analysis module described in this embodiment can perform data cleaning, conversion and loading processes on the data acquisition module, integrate data in different formats and sources into a unified data storage; perform real-time or batch analysis on the integrated data to monitor the status of the tower and communication base station.

[0058] Preferably, the data analysis of the data processing and analysis module described in this embodiment includes time series data analysis, anomaly detection, trend analysis, and correlation analysis.

[0059] Preferably, the operation management module described in this embodiment can perform operation management and monitoring on stress conditions, wind power generation efficiency, and communication performance.

[0060] Preferably, this embodiment defines a set of integrated management and control strategies for controlling the management strategies of the BIM design management platform, the construction management platform, and the operation management platform. Through data analysis and prediction technology, the comprehensive benefits of wind power towers and communication base stations are maximized. According to meteorological conditions and communication requirements, the layout of wind power towers is optimized to meet the needs of wind energy utilization and communication coverage. Through design optimization and material selection technology, the material consumption in the construction process of wind power towers and communication base stations is reduced. To reduce construction costs and improve resource utilization efficiency. Incorporate sustainability considerations into the management and control strategy, reduce carbon emissions to achieve energy conservation and emission reduction, recommend environmentally friendly materials, energy consumption optimization and other factors in the design of towers and communication base stations, and achieve sustainable operation. Through the management and control operation management system, real-time monitoring, predictive maintenance, remote diagnosis and other functions are realized to improve the operational efficiency and reliability of wind power generation and communication base stations. By analyzing data based on artificial intelligence large model technology and conducting in-depth analysis of wind power generation and communication base station data, the optimization and adjustment of the management and control strategy are realized. At the same time, in the planning and design stage of wind power towers and communication base stations, comprehensive planning and collaborative design are realized to ensure the maximization of the integrated operation benefits of the two. Provide optimized design to reduce material consumption. The purpose of the integrated management and control strategy is to achieve more economical, sustainable and efficient wind power generation and communication service operations.

[0061] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A tower and communication base station integrated management and control system based on data analysis, characterized in that: Including BIM design management platform, construction management platform, and operation management platform; The BIM design management platform includes a facility layout integrated planning module, a fusion design optimization analysis module, a wind power tower modeling module, and a communication base station modeling module; The facility layout integrated planning module obtains basic information and specific requirements of wind power towers and communication base stations and performs integrated layout planning of the overall structure through cloud BIM modeling software; The fusion design optimization analysis module simulates the construction process of wind power towers and communication base stations through cloud BIM modeling software and performs collaborative design in the virtual environment simulated by the cloud BIM modeling software, simulates and optimizes the construction process of wind power towers and communication base stations, and identifies and solves design problems; The wind power tower modeling module can obtain the structural modeling of the wind power tower and the corresponding optimized construction process through the cloud BIM modeling software through the facility layout integrated planning module and the fusion design optimization analysis module; The communication base station modeling module can obtain the structural modeling of the communication base station and the corresponding optimized construction process through the cloud BIM modeling software through the facility layout integrated planning module and the fusion design optimization analysis module; The construction management platform includes a safety management module, a material management module, a quality management module and a progress management module; The operation management platform includes a data collection module, a data processing and analysis module, a prediction and analysis module and an operation management module.

2. According to claim 1, a tower and communication base station integrated management and control system based on data analysis is characterized in that: The facility layout integrated planning module can obtain information on the tower structure, internal equipment layout, material specifications, antenna layout, equipment placement, and wiring of the wind power tower, as well as the communication signal coverage, equipment power consumption, component materials, dimensions, and supplier information of the communication base station. Through the cloud-based BIM modeling software, a three-dimensional model integrating the wind power tower and the communication base station is formed to support subsequent data analysis and management.

3. According to the data analysis-based tower and communication base station integrated management and control system of claim 1, it is characterized by: The integrated design optimization and analysis module can optimize the construction sequence, material selection, and equipment installation direction during the construction process simulated by the cloud-based BIM modeling software; at the same time, the cloud-based BIM modeling software is used to optimize the integrated design of the wind turbine tower structure and the communication base station to ensure that functional requirements are met and to reduce construction and maintenance costs.

4. According to the data analysis-based tower and communication base station integrated management and control system of claim 1, it is characterized by: The safety management module can integrate a video surveillance system to monitor the construction site in real time through cameras and monitoring equipment, identify dangerous behaviors or environments through image recognition technology, and issue an alarm; The material management module can monitor the location and usage of materials in real time by setting RFID tags and real-time positioning systems on the materials; The quality management module can obtain the corresponding performance introduction and performance test report of the equipment and materials required for the construction of wind power towers and communication base stations, so as to perform quality management on the equipment and materials required for the construction of wind power towers and communication base stations to ensure that there will be no quality problems with the equipment and materials required for the construction of wind power towers and communication base stations; The progress management module provides planning and monitoring of the construction process, including task allocation, progress tracking, and resource allocation functions, and tracks the project progress in real time to ensure that each construction task can be executed according to the predetermined plan.

5. According to the data analysis-based tower and communication base station integrated management and control system of claim 1, it is characterized by: The data acquisition module collects data from various data sources of the wind power tower and the communication base station, including parameters of the tower stress and fatigue data, meteorological conditions, wind power generation efficiency data, and performance data of the communication base station; The data processing and analysis module includes one or more processors, which are used to receive data and perform finite element analysis on the tower structure, calculate the stress distribution and deformation under different load conditions; calculate and analyze the coverage of the communication base station through communication coverage simulation software; perform spectrum analysis on the collected real-time data for monitoring the status analysis of the structure and equipment, so as to provide operation status monitoring, predictive maintenance and fault diagnosis; The prediction and analysis module uses machine learning and statistical analysis techniques to perform prediction and analysis based on historical data and real-time data to predict the fatigue life of the tower, the changing trend of wind power generation efficiency, and the changes in the performance of communication base stations; Real-time alarms for abnormal conditions are realized based on data analysis results and preset rules. Automated decision-making is performed through semantic big model technology. For some common problems or scenarios, the system can automatically trigger preset response measures. The operation management module can establish a real-time monitoring system, process and display real-time data through real-time streaming data processing technology, and form data visualization and dashboards to display the status of towers and communication base stations.

6. A tower and communication base station integrated management and control system based on data analysis according to claim 5, characterized in that: The data acquisition module collects real-time data of the wind power tower and the communication base station through wind speed sensors, temperature sensors, humidity sensors, stress sensors and vibration sensors.

7. The tower and communication base station integrated management and control system based on data analysis according to claim 5 is characterized in that: The data processing and analysis module can perform data cleaning, conversion and loading processes on the data acquisition module, integrating data of different formats and sources into a unified data storage; Analyze the aggregated data in real time or batch mode to monitor the status of towers and communication base stations.

8. The tower and communication base station integrated management and control system based on data analysis according to claim 7 is characterized in that: The data analysis of the data processing and analysis module includes time series data analysis, anomaly detection, trend analysis, and correlation analysis.

9. The tower and communication base station integrated management and control system based on data analysis according to claim 5 is characterized by: The operation management module can perform operation management and monitoring on stress conditions, wind power generation efficiency and communication performance.

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