Telegraph pole construction limiting alarm system based on data analysis

Abstract

The invention relates to the technical field, and particularly discloses a telegraph pole construction limiting alarm system based on data analysis, and the system comprises a hardware module, an edge calculation module, a safety alarm module, a cloud information module, and a visualization module. Through integration of the remote short message alarm unit, real-time feedback of the safety state of a construction site is achieved, it is ensured that managers can rapidly obtain key information and take measures in time, the risk of safety accidents is effectively reduced, through construction of the cloud information module, efficient storage and management of a large amount of construction data are achieved, and the safety of the construction site is improved. And a safe distance algorithm is continuously optimized through deep analysis of historical data by a model optimization unit, so that the system can adapt to various complex construction environments and weather conditions, and the practicability and accuracy of the system are improved.

Description

Technical Field

[0001] The present invention relates to the technical field of construction alarms, and in particular to a utility pole construction limit alarm system based on data analysis. Background Art

[0002] During the construction of electric poles, it is crucial to control the safe distance between construction workers and live equipment and dangerous areas. Traditional construction methods mainly rely on the experience and subjective judgment of construction workers to control the construction position. This method has a large safety risk. Once construction workers misjudge the distance and approach the dangerous area, it is very likely to cause serious accidents such as electric shock and equipment damage, resulting in casualties and economic losses. According to relevant statistical data, power construction accidents caused by improper control of construction distance have shown a certain growth trend in the past few years. This not only poses a threat to the life safety of construction workers, but also affects the smooth progress of power projects and the normal power supply of society.

[0003] In order to effectively solve this problem and improve the safety and efficiency of utility pole construction, it is of great practical significance to develop a utility pole construction limit alarm system based on data analysis; it accurately monitors the distance between construction workers and dangerous areas, and issues alarm signals in a timely manner through data analysis, providing reliable protection for construction safety. Summary of the Invention

[0004] The purpose of the present invention is to provide a utility pole construction limit alarm system based on data analysis, which can solve the problems raised in the above background technology.

[0005] To achieve the above objectives, the present invention provides the following technical solutions: a utility pole construction limit alarm system based on data analysis, the system comprising a hardware module, an edge computing module, a security alarm module, a cloud information module, and a visualization module; The hardware module uses ultrasonic, millimeter-wave radar, and laser ranging sensors to detect the distance between construction workers, equipment, and dangerous areas, and collects various data during the construction of utility poles, including but not limited to the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters. The edge computing module is used to perform preliminary processing and real-time analysis of the collected data to determine whether there are any safety hazards by comparing them with preset safety thresholds; Therefore, the security alarm module is used to trigger an alarm immediately after receiving the analysis results of the edge computing module if it determines that there is a security risk or the security threshold is about to be exceeded; The cloud information module is used to transmit the data processed by the edge computing module to the cloud for further in-depth analysis and comparison with historical data to identify abnormal conditions and potential risks during the construction process and store the information; The visualization module is used to intuitively display the data, analysis results and alarm information processed by the edge computing module and the cloud information module in the form of charts, reports or real-time monitoring screens.

[0006] Preferably, the hardware module includes a sensor array module and a composite power supply module; The sensor array module uses a combination of multiple sensors, including ultrasonic sensors, millimeter-wave radar sensors, and laser ranging sensors, to achieve all-round, high-precision monitoring of the construction environment, and obtain real-time information on the distance between construction personnel, equipment, and dangerous areas, as well as key data during the construction of utility poles, including the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters. Preferably, the composite power supply module is used to provide a stable and continuous power supply to the entire system, and the composite power supply module integrates a solar panel and a backup battery pack. Preferably, the edge computing module includes a data fusion processing unit and a safety distance determination unit; The data fusion processing unit pre-processes and fuses the collected data from multiple sensors to improve the accuracy and reliability of the data. The data processing includes denoising, filtering and feature extraction steps. The denoising formula of the data fusion processing unit is as follows: ; in, Represents the output value obtained at time t after calculation, is expressed as the number of terms to be summed, Expressed as a request for summation, represents the data input at time ti, Represents a time-related index or moment; The filtering formula of the data fusion processing unit is as follows: ; in, represents the transfer function, represents a complex frequency variable, represents the cutoff angular frequency, Indicates the filter order; The data fusion processing unit filtering formula feature extraction formula is as follows: ; in, represents the wavelet coefficient at scale a and translation b, represents the scale parameter, represents the translation parameter, represents the original time domain signal, represents the complex conjugate of the mother wavelet function, Time variable Preferably, the safety determination unit is used to preset a safety threshold and perform real-time analysis on the received utility pole construction parameters. When the construction parameters exceed the safety threshold, an alarm signal is triggered, and the safety determination unit can also record the parameter information that exceeds the limit. The safety determination unit determination calculation formula is as follows: ; in, Represents the distance difference, Indicates the construction distance, Indicates the preset threshold Preferably, the security alarm module includes an on-site light alarm unit and a remote SMS alarm unit; The safety alarm module is used to respond quickly during the construction of the electric pole once the safety determination unit detects an over-limit construction parameter; The remote SMS alarm unit is used to send alarm information to management personnel, and the information includes location and distance.

[0007] Preferably, the cloud information module includes a data storage unit and a model optimization unit; The data storage unit is used to store and manage the collected construction data, location information, over-limit alarm records and information fed back by management personnel.

[0008] Preferably, the model optimization unit is used to optimize the safety distance algorithm based on historical data to improve the adaptability of the system, including threshold adjustment for different weather and construction scenarios.

[0009] Preferably, the visualization module includes a visualization unit and a mobile terminal management unit; The visualization unit displays the real-time data, alarm records, and the distribution and safety status of construction personnel on site in real time through a layer table.

[0010] Preferably, the mobile management unit allows managers to remotely access and monitor the system through mobile devices and respond to various security alerts in a timely manner.

[0011] Compared with the prior art, the present invention has the following beneficial effects: 1. The present invention, by integrating a remote SMS alarm unit, realizes instant feedback on the safety status of the construction site, ensuring that managers can quickly obtain key information and take timely measures, effectively reducing the risk of safety accidents. In addition, through the construction of a cloud-based information module, it not only realizes the efficient storage and management of large amounts of construction data, but also continuously optimizes the safety distance algorithm through in-depth analysis of historical data through the model optimization unit, enabling the system to adapt to a variety of complex construction environments and weather conditions, thereby improving the practicality and accuracy of the system.

[0012] 2. The present invention, through the introduction of a visualization module, displays real-time data, alarm records, construction personnel distribution, and safety status of the construction site in the form of an intuitive layer table, greatly improving managers' control over the construction site and facilitating rapid decision-making. Moreover, through the mobile phone management unit, managers can grasp the latest developments of the construction site anytime and anywhere, and can effectively supervise no matter where they are, further enhancing the flexibility and efficiency of construction management. This instant and comprehensive information acquisition not only helps to improve construction safety, but also optimizes the construction process, reduces unnecessary delays and costs, and provides a strong guarantee for the smooth progress of the utility pole construction project.

[0013] 3. The present invention, through the design of a mobile phone management unit, enables managers to remotely access and monitor the system, breaking the limitations of time and space, allowing managers to grasp the safety status of the construction site anytime and anywhere, further improving the efficiency and flexibility of construction safety management.

[0014] 4. This invention integrates advanced sensor technology, data analysis algorithms, and visualization modules to ensure accurate monitoring and efficient management during the construction process. Sensors are cleverly deployed at key locations during utility pole construction to monitor various construction parameters, such as height and tilt angle, in real time. Once the preset safety range is exceeded, the system immediately triggers an alarm and quickly displays the alarm information through the visualization module, allowing managers to identify the problem at a glance. The system also has powerful data analysis capabilities, capable of deep learning historical data, predicting potential safety hazards, and providing a scientific basis for construction decision-making. This comprehensive solution not only significantly improves the safety of utility pole construction, but also effectively reduces construction costs, promoting innovation and progress in utility pole construction technology. BRIEF DESCRIPTION OF THE DRAWINGS

[0015] In order to more clearly illustrate the specific embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the specific 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 any creative work.

[0016] Figure 1 This is a system architecture diagram of the present invention; DETAILED DESCRIPTION

[0017] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings. 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 making creative efforts are within the scope of protection of the present invention.

[0018] See also Figure 1 , the present invention provides a technical solution: For example 1, please refer to Figure 1 As shown, a pole construction limit alarm system based on data analysis, the system includes a hardware module, an edge computing module, a safety alarm module, a cloud information module and a visualization module; The hardware module uses ultrasonic, millimeter-wave radar, and laser ranging sensors to detect the distance between construction workers, equipment, and dangerous areas, and collects various data during the construction of utility poles, including but not limited to the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters. The edge computing module is used to perform preliminary processing and real-time analysis of the collected data to determine whether there are any safety hazards by comparing them with preset safety thresholds; Therefore, the security alarm module is used to trigger an alarm immediately after receiving the analysis results of the edge computing module if it determines that there is a security risk or the security threshold is about to be exceeded; The cloud information module is used to transmit the data processed by the edge computing module to the cloud for further in-depth analysis and comparison with historical data to identify abnormal conditions and potential risks during the construction process and store the information; The visualization module is used to intuitively display the data, analysis results and alarm information processed by the edge computing module and the cloud information module in the form of charts, reports or real-time monitoring screens. For example 2, please refer to Figure 1 As shown, the hardware module includes a sensor array module and a composite power supply module; The sensor array module uses a combination of multiple sensors, including ultrasonic sensors, millimeter-wave radar sensors, and laser ranging sensors, to achieve all-round, high-precision monitoring of the construction environment, and obtain real-time distance information between construction personnel, equipment, and dangerous areas, as well as key data during the construction of utility poles, including the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters.

[0019] The composite power supply module is used to provide a stable and continuous power supply to the entire system. The composite power supply module integrates a solar panel and a backup battery pack.

[0020] Solar panels can provide the system with green, environmentally friendly energy when there is sufficient sunlight, while the backup battery pack can automatically switch to the power source in insufficient sunlight or at night, ensuring that the system can operate normally under all-weather conditions. This composite power supply design not only improves the system's energy utilization efficiency, but also enhances the system's stability and reliability, allowing the pole construction limit alarm system to continue to function in various complex environments, providing strong protection for construction safety.

[0021] The edge computing module includes a data fusion processing unit and a safety distance determination unit; The data fusion processing unit pre-processes and fuses the collected data from multiple sensors to improve the accuracy and reliability of the data. The data processing includes denoising, filtering and feature extraction steps. The denoising formula of the data fusion processing unit is as follows: ; in, Represents the output value obtained at time t after calculation, is expressed as the number of terms to be summed, Expressed as a request for summation, represents the data input at time ti, Represents a time-related index or moment; The filtering formula of the data fusion processing unit is as follows: ; in, represents the transfer function, represents a complex frequency variable, represents the cutoff angular frequency, Indicates the filter order; The data fusion processing unit filtering formula feature extraction formula is as follows: ; in, represents the wavelet coefficient at scale a and translation b, represents the scale parameter, represents the translation parameter, represents the original time domain signal, represents the complex conjugate of the mother wavelet function, Time variable.

[0022] The safety determination unit is used to preset a safety threshold and perform real-time analysis on the received utility pole construction parameters. When the construction parameters exceed the safety threshold, an alarm signal is triggered, and the safety determination unit can also record the parameter information that exceeds the limit; The safety determination unit determination calculation formula is as follows: ; in, Represents the distance difference, Indicates the construction distance, Indicates the preset threshold For example three, please refer to Figure 1 As shown, the security alarm module includes an on-site light alarm unit and a remote SMS alarm unit; The safety alarm module is used during utility pole construction. Once the safety assessment unit detects an out-of-limit construction parameter, it responds quickly. The on-site light alarm unit immediately activates, emitting a strong light and sound alarm to attract the attention of on-site workers, prompting them to immediately halt construction and inspect for potential safety hazards. Simultaneously, the remote SMS alarm unit automatically sends an alert text message to a designated manager's mobile phone. The text message contains details of the out-of-limit parameter and the location of the violation, allowing managers to quickly understand the situation and take appropriate action. This dual alarm mechanism ensures the timely detection and resolution of construction safety issues.

[0023] The remote SMS alarm unit is used to send alarm information to management personnel, and the information includes location and distance.

[0024] In addition, the remote SMS alarm unit also has an intelligent analysis function. It can automatically determine the degree of urgency based on the specific value and type of the out-of-limit parameters, and mark the corresponding emergency level in the SMS so that managers can reasonably allocate resources and response time according to the degree of urgency; for serious over-limit situations, the SMS will remind managers in a striking manner to take immediate action to avoid the occurrence of safety accidents. This intelligent SMS alarm mechanism further improves the efficiency and accuracy of construction safety management.

[0025] The cloud information module includes a data storage unit and a model optimization unit; The data storage unit is used to store and manage collected construction data, location information, over-limit alarm records, and feedback from management personnel. This data and information will be categorized and organized to facilitate subsequent data analysis and system optimization. Through continuous data accumulation, the system can continuously improve the monitoring accuracy and alarm efficiency of the construction process, providing more reliable safety protection for utility pole construction.

[0026] The model optimization unit is used to optimize the safety distance algorithm based on historical data, improving the system's adaptability, including adjusting thresholds for different weather conditions and construction scenarios. Through deep learning and analysis of historical data, the model optimization unit can identify the changing patterns of safety distances under different construction conditions, automatically adjusting algorithm parameters to ensure the system maintains high accuracy and stability in various weather and construction scenarios. This improved adaptability not only enhances system reliability but also effectively reduces the risk of false alarms and missed alarms, providing more intelligent and efficient safety assurance for utility pole construction.

[0027] The visualization module includes a visualization unit and a mobile terminal management unit; The visualization unit displays on-site factual data, alarm records, and the distribution and safety status of construction personnel in real time through a layer table; at the same time, the visualization unit can also compare and analyze historical data with real-time data, and intuitively display the changing trends during the construction process in the form of charts, helping managers to better understand the construction situation and make timely decisions.

[0028] The mobile management unit allows managers to remotely access and monitor the system via mobile devices, enabling timely responses to various safety alerts. Through a mobile app or web interface, managers can view the construction site's real-time status, including key information such as the location of utility poles, construction crew distribution, and safety alert history. This allows managers to make quick decisions, adjust construction plans, or issue emergency orders to ensure construction safety and progress.

[0029] The present invention realizes instant feedback on the safety status of the construction site by integrating a remote SMS alarm unit, ensuring that managers can quickly obtain key information and take timely measures, effectively reducing the risk of safety accidents, and through the construction of a cloud information module, not only the efficient storage and management of a large amount of construction data is realized, but also the in-depth analysis of historical data by the model optimization unit continuously optimizes the safety distance algorithm, so that the system can adapt to a variety of complex construction environments and weather conditions, thereby improving the practicality and accuracy of the system; through the introduction of a visualization module, the real-time data, alarm records, and distribution of construction personnel and safety status of the construction site are displayed in the form of an intuitive layer table, which greatly improves the management personnel's control over the construction site and facilitates rapid decision-making; and through mobile phones With the mobile phone management unit, managers can grasp the latest developments of the construction site anytime and anywhere, and effectively supervise no matter where they are, further enhancing the flexibility and efficiency of construction management; this instant and comprehensive information acquisition not only helps to improve construction safety, but also optimizes the construction process, reduces unnecessary delays and costs, and provides a strong guarantee for the smooth progress of the pole construction project; through the design of the mobile phone management unit, managers can remotely access and monitor the system, breaking the limitations of time and space, allowing managers to grasp the safety status of the construction site anytime and anywhere, further improving the efficiency and flexibility of construction safety management; the integration of advanced sensor technology, data analysis algorithms and visualization modules ensures accurate monitoring and efficient management during the construction process. Sensors are cleverly deployed at key locations during utility pole construction to monitor various construction parameters, such as height and tilt angle, in real time. Once the preset safety range is exceeded, the system immediately triggers an alarm and quickly displays the alarm information through a visualization module, allowing managers to identify the problem at a glance. The system also has powerful data analysis capabilities and can conduct in-depth learning of historical data to predict potential safety hazards and provide a scientific basis for construction decisions. This comprehensive solution not only significantly improves the safety of utility pole construction, but also effectively reduces construction costs and promotes the innovation and progress of utility pole construction technology.

[0030] 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 above embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the above embodiments, or replace some or all of the technical features therein with equivalents. However, these modifications or replacements do not cause the essence of the corresponding technical solutions to deviate from the scope of the technical solutions of the embodiments of the present invention.

Claims

1. A utility pole construction limit alarm system based on data analysis, characterized by: The system includes a hardware module, an edge computing module, a security alarm module, a cloud information module, and a visualization module; The hardware module uses ultrasonic, millimeter-wave radar, and laser ranging sensors to detect the distance between construction workers, equipment, and dangerous areas, and collects various data during the construction of utility poles, including but not limited to the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters. The edge computing module is used to perform preliminary processing and real-time analysis of the collected data to determine whether there are any safety hazards by comparing them with preset safety thresholds; Therefore, the security alarm module is used to trigger an alarm immediately after receiving the analysis results of the edge computing module if it determines that there is a security risk or the security threshold is about to be exceeded; The cloud information module is used to transmit the data processed by the edge computing module to the cloud for further in-depth analysis and comparison with historical data to identify abnormal conditions and potential risks during the construction process and store the information; The visualization module is used to intuitively display the data, analysis results and alarm information processed by the edge computing module and the cloud information module in the form of charts, reports or real-time monitoring screens.

2. The utility pole construction limit alarm system based on data analysis according to claim 1, characterized in that: The hardware module includes a sensor array module and a composite power supply module; The sensor array module uses a combination of multiple sensors, including ultrasonic sensors, millimeter-wave radar sensors, and laser ranging sensors, to achieve all-round, high-precision monitoring of the construction environment, and obtain real-time distance information between construction personnel, equipment, and dangerous areas, as well as key data during the construction of utility poles, including the inclination angle and displacement of the utility poles, the temperature and humidity of the construction environment, and wind parameters.

3. The utility pole construction limit alarm system based on data analysis according to claim 2, characterized in that: The composite power supply module is used to provide a stable and continuous power supply to the entire system. The composite power supply module integrates a solar panel and a backup battery pack.

4. The utility pole construction limit alarm system based on data analysis according to claim 1, characterized in that: The edge computing module includes a data fusion processing unit and a safety distance determination unit; The data fusion processing unit pre-processes and fuses the collected data from multiple sensors to improve the accuracy and reliability of the data. The data processing includes denoising, filtering and feature extraction steps. The denoising formula of the data fusion processing unit is as follows: ; in, Represents the output value obtained at time t after calculation, is expressed as the number of terms to be summed, Expressed as a request for peace, represents the data input at time ti, Represents a time-related index or moment; The filtering formula of the data fusion processing unit is as follows: ; in, The transfer function is shown as follows: represents a complex frequency variable, represents the cutoff angular frequency, Indicates the filter order; The data fusion processing unit filtering formula feature extraction formula is as follows: ; in, represents the wavelet coefficient at scale a and translation b, represents the scale parameter, represents the translation parameter, represents the original time domain signal, represents the complex conjugate of the mother wavelet function, Time variable.

5. The utility pole construction limit alarm system based on data analysis according to claim 4, characterized in that: The safety determination unit is used to preset a safety threshold and perform real-time analysis on the received pole construction parameters. When the construction parameters exceed the safety threshold, an alarm signal is triggered, and the safety determination unit can also record the parameter information that exceeds the limit; The safety determination unit determination calculation formula is as follows: ; in, Represents the distance difference, Indicates the construction distance, Indicates the preset threshold.

6. The utility pole construction limit alarm system based on data analysis according to claim 1 is characterized by: The safety alarm module includes an on-site light alarm unit and a remote SMS alarm unit; The safety alarm module is used to respond quickly during the construction of the electric pole once the safety determination unit detects an over-limit construction parameter; The remote SMS alarm unit is used to send alarm information to management personnel, and the information includes location and distance.

7. The utility pole construction limit alarm system based on data analysis according to claim 1, characterized in that: The cloud information module includes a data storage unit and a model optimization unit; The data storage unit is used to store and manage the collected construction data, location information, over-limit alarm records and information fed back by management personnel.

8. The utility pole construction limit alarm system based on data analysis according to claim 7, characterized in that: The model optimization unit is used to optimize the safety distance algorithm based on historical data to improve the system's adaptability, including threshold adjustments for different weather and construction scenarios.

9. The utility pole construction limit alarm system based on data analysis according to claim 1, characterized in that: The visualization module includes a visualization unit and a mobile terminal management unit; The visualization unit displays the real-time data, alarm records, and the distribution and safety status of construction personnel on site in real time through a layer table.

10. The utility pole construction limit alarm system based on data analysis according to claim 9, characterized in that: The mobile management unit allows managers to remotely access and monitor the system through mobile devices and respond to various security alerts in a timely manner.

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