Intelligent energy isolation management method and system based on data analysis

Abstract

The invention discloses an intelligent energy isolation management method and system based on data analysis, and relates to the technical field of safety management, and the method comprises the steps: collecting first reference face data; acquiring second reference face data; constructing a corresponding relation between the lockset and the mobile terminal, and accessing the lockset to the Internet of Things communication network; performing a communication connection test, and adjusting a lock communication link; judging whether the lock has abnormal movement or not based on a built-in attitude sensor of the lock; whether the lock is physically unlocked or not is judged based on a switch sensor arranged in the lock; and for the lockset which passes the physical unlocking verification judgment, the mobile terminal corresponding to the lockset is adopted to read the unique code on the lockset, and logic unlocking verification is started. The method has the advantages that safety production accidents and casualties in the energy isolation process can be completely eradicated through multi-stage verification, property loss and casualties caused by misoperation are reduced, and safety in the enterprise management process is greatly improved.

Description

Technical Field

[0001] This invention relates to the field of safety management technology, specifically to an intelligent energy isolation management method and system based on data analysis. Background Technology

[0002] Currently, most enterprise energy isolation management relies on systems and human control. Although some enterprises have introduced existing information technology to improve energy isolation management, this is still in the testing and development stage. At the same time, due to the varying levels of safety management among enterprises, there is no truly mature product that seamlessly integrates safety management systems with energy isolation and merges them with full-process supervision. Existing isolation technologies either use VCS and lock linkage, but the investment cost is too high; or lock and cabinet linkage, but the factor of human negligence is still relatively large. Neither can operate and handle the entire process intelligently. Further research and development of an intelligent energy isolation process monitoring and control system is needed. Summary of the Invention

[0003] To address the aforementioned technical challenges, this paper presents a data-driven intelligent energy isolation management method and system. This solution integrates remote online smart locks and lock status detection technology, and establishes an energy isolation image recognition algorithm to identify personnel consistency during various energy isolation actions. This effectively improves the standardization of enterprise energy isolation management and enhances enterprise management security.

[0004] To achieve the above objectives, the technical solution adopted by the present invention is as follows:

[0005] A data-driven intelligent energy isolation management method includes:

[0006] The nodes to be isolated are physically locked using locks, and facial data is collected during the physical locking process, which is recorded as the first baseline facial data.

[0007] A mobile terminal is used to read the unique code on the lock to perform logical locking of the lock, and the facial data during logical locking is collected and recorded as the second reference facial data;

[0008] Establish a correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connect the lock to the Internet of Things communication network;

[0009] Conduct communication connection tests and adjust the lock's communication link based on the test results;

[0010] Based on the attitude sensor built into the lock, it is determined whether there is any abnormal movement of the lock. If so, an alarm signal is output to the mobile terminal corresponding to the lock; otherwise, no response is made.

[0011] Based on the lock's built-in switch sensor, it determines whether the lock is physically unlocked. If so, a physical unlock verification is initiated; otherwise, no response is made.

[0012] For locks that pass the physical unlocking verification, the mobile terminal corresponding to the lock is used to read the unique code on the lock and initiate the logical unlocking verification.

[0013] For locks that pass the logic unlocking verification, their corresponding isolation nodes are identified, and the central control terminal supplies energy to the corresponding isolation nodes.

[0014] Preferably, the physical unlock verification specifically includes:

[0015] Collect facial data when the lock is physically unlocked, and record it as the first comparison facial data. Based on the first baseline facial data and the first comparison facial data, determine whether the physical locking and unlocking are performed by the same person. If so, the physical unlocking verification is passed; otherwise, the physical unlocking verification is failed, and the first comparison facial data is sent to the mobile terminal.

[0016] Preferably, the logical unlocking verification specifically includes:

[0017] Collect facial data when the lock is unlocked logically, and record it as the second comparison facial data. Based on the second baseline facial data and the second comparison facial data, determine whether the physical locking and physical unlocking are performed by the same person. If so, the logical unlocking verification is passed; otherwise, the logical unlocking verification is failed, and an alarm signal is sent to the central control terminal.

[0018] Preferably, the process of establishing the correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connecting the lock to the Internet of Things (IoT) communication network specifically includes:

[0019] Both the lock and the mobile terminal send communication information to determine the lock's access point and the mobile terminal's access point;

[0020] Based on the Internet of Things (IoT) communication network, at least one lock communication link is determined between the lock communication node and the mobile terminal communication node. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link for the lock.

[0021] Preferably, both the lock and the mobile terminal send communication information to determine the lock access node and the mobile terminal access node, specifically including:

[0022] Grouping several locks corresponding to the same mobile terminal yields several lock groups;

[0023] Based on the communication information sent by the lock, identify several central control nodes that receive the communication information, and denot them as lock access nodes;

[0024] Based on the communication information sent by the mobile terminal, a number of central control nodes that receive the communication information are identified and denoted as mobile terminal smooth nodes.

[0025] Preferably, the step of determining at least one lock communication link between the lock communication node and the mobile terminal communication node based on the Internet of Things communication network, calculating the comprehensive link communication index of each lock communication link, and selecting the lock communication link with the smallest comprehensive link communication index as the optimal communication link for the lock specifically includes:

[0026] Establish a communication connection between all lock access nodes and individual mobile terminal access nodes, serving as the communication link between the lock and the mobile terminal access node;

[0027] Determine the lock communication link corresponding to each mobile terminal's unobstructed node;

[0028] Determine the communication delay between each lock access node and the mobile terminal access node;

[0029] Based on the comprehensive communication evaluation formula, the communication evaluation value of each lock communication link is calculated;

[0030] The communication link with the lowest communication evaluation value is selected as the optimal communication link for the lock.

[0031] The comprehensive communication evaluation formula is as follows:

[0032]

[0033] In the formula, Z t Let N be the communication evaluation value of the t-th lock communication link, where n is the total number of accessible nodes in the lock. i L represents the number of locks corresponding to the i-th lock access node. it This represents the communication delay between the i-th lock communication node and the mobile terminal communication node corresponding to the t-th lock communication link.

[0034] Preferably, the step of performing a communication connection test and adjusting the lock communication link based on the test results specifically involves:

[0035] Based on the real-time location of the mobile terminal, the mobile terminal communication nodes are updated in real time, and the optimal communication link of the lock is updated based on the updated mobile terminal communication nodes.

[0036] Furthermore, a data analysis-based intelligent energy isolation management system is proposed to implement the data analysis-based intelligent energy isolation management method described above, including:

[0037] The face acquisition module is used to acquire face data when physically locking the lock, which is recorded as the first reference face data; acquire face data when logically locking the lock, which is recorded as the second reference face data; acquire face data when physically unlocking the lock, which is recorded as the first comparison face data; and acquire face data when logically unlocking the lock, which is recorded as the second comparison face data.

[0038] The IoT communication module is used to establish the correspondence between the lock and the mobile terminal that reads the unique code on the lock, connect the lock to the IoT communication network, perform communication connection tests, and adjust the lock communication link based on the communication connection test results.

[0039] The lock movement warning module is electrically connected to the IoT communication module. The lock movement warning module is used to determine whether there is any abnormality in the lock based on the attitude sensor built into the lock. If so, it outputs a prompt signal to the mobile terminal corresponding to the lock; otherwise, it does not respond.

[0040] The physical unlocking verification module is electrically connected to the IoT communication module. The physical unlocking verification module is used to determine whether the lock is physically unlocked based on the lock's built-in switch sensor. If it is, the physical unlocking verification is initiated; otherwise, no response is made.

[0041] The logical unlocking verification module is electrically connected to the IoT communication module and the physical unlocking verification module. The logical unlocking verification module is used to read the unique code on the lock using a mobile terminal corresponding to the lock that has passed the physical unlocking verification, and then initiate the logical unlocking verification.

[0042] Optionally, the IoT communication module includes:

[0043] The link construction unit is used to construct the correspondence between the lock and the mobile terminal that reads the unique code on the lock. At the same time, both the lock and the mobile terminal send communication information to determine the lock communication node and the mobile terminal communication node. Based on the Internet of Things communication network, at least one lock communication link between the lock communication node and the mobile terminal communication node is determined. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link of the lock.

[0044] The communication testing unit is used to update the mobile terminal's communication nodes in real time based on the mobile terminal's real-time location, and return the updated mobile terminal communication nodes to the link building unit, which then updates the lock's optimal communication link based on the updated mobile terminal communication nodes.

[0045] Compared with the prior art, the beneficial effects of the present invention are as follows:

[0046] This invention proposes an intelligent energy isolation management scheme based on data analysis. It integrates remote online smart locks and lock status detection technology, employing narrowband transmission technology for remote lock status monitoring. Electronic technology is used to build models and study circuits to monitor the remote opening and closing of the locks. Simultaneously, an energy isolation image recognition algorithm is established to identify personnel consistency for various energy isolation actions. Energy isolation unlocking is only executed when personnel consistency is confirmed, thus preventing safety accidents and personnel injuries during energy isolation, reducing property damage and casualties caused by misoperation, and significantly improving the security of enterprise management. Attached Figure Description

[0047] Figure 1 This is a flowchart of the data analysis-based intelligent energy isolation management method proposed in this solution;

[0048] Figure 2 This is a flowchart illustrating the method for connecting locks to the Internet of Things (IoT) communication network in this solution.

[0049] Figure 3 This is a flowchart illustrating the method for determining the lock access node and the mobile terminal access node in this solution;

[0050] Figure 4 This is a flowchart illustrating the method for determining the optimal communication link for the lock in this scheme.

[0051] Figure 5 This is a block diagram of the intelligent energy isolation management system based on data analysis proposed in this scheme. Detailed Implementation

[0052] The following description is intended to disclose the invention and enable those skilled in the art to implement it. The preferred embodiments described below are merely examples, and other obvious variations will occur to those skilled in the art.

[0053] Reference Figure 1 As shown, a data analysis-based intelligent energy isolation management method includes:

[0054] The nodes to be isolated are physically locked using locks, and facial data is collected during the physical locking process, which is recorded as the first baseline facial data.

[0055] A mobile terminal is used to read the unique code on the lock to perform logical locking of the lock, and the facial data during logical locking is collected and recorded as the second reference facial data;

[0056] Establish a correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connect the lock to the Internet of Things communication network;

[0057] Conduct communication connection tests and adjust the lock's communication link based on the test results;

[0058] Based on the attitude sensor built into the lock, it is determined whether there is any abnormal movement of the lock. If so, an alarm signal is output to the mobile terminal corresponding to the lock; otherwise, no response is made.

[0059] Based on the lock's built-in switch sensor, it determines whether the lock is physically unlocked. If so, a physical unlock verification is initiated; otherwise, no response is made.

[0060] For locks that pass the physical unlocking verification, the mobile terminal corresponding to the lock is used to read the unique code on the lock and initiate the logical unlocking verification.

[0061] For locks that pass the logic unlocking verification, their corresponding isolation nodes are identified, and the central control terminal supplies energy to the corresponding isolation nodes.

[0062] The physical unlock verification process is as follows:

[0063] Collect facial data when the lock is physically unlocked, and record it as the first comparison facial data. Based on the first baseline facial data and the first comparison facial data, determine whether the physical locking and unlocking are performed by the same person. If so, the physical unlocking verification is passed; otherwise, the physical unlocking verification is failed, and the first comparison facial data is sent to the mobile terminal.

[0064] The logical unlock verification is as follows:

[0065] Collect facial data when the lock is unlocked logically, and record it as the second comparison facial data. Based on the second baseline facial data and the second comparison facial data, determine whether the physical locking and physical unlocking are performed by the same person. If so, the logical unlocking verification is passed; otherwise, the logical unlocking verification is failed, and an alarm signal is sent to the central control terminal.

[0066] This solution is based on the integrated development of remote online smart locks and lock status detection technology. It adopts narrowband transmission technology for remote status monitoring of locks, and uses electronic technology to build models and circuit studies to realize remote monitoring of lock opening and closing. At the same time, it establishes an energy isolation image recognition algorithm to identify the consistency of personnel isolation for various energy isolation actions. Only when the personnel are identified as consistent will the energy isolation unlocking action be executed, which can prevent safety accidents and personnel casualties during the energy isolation process.

[0067] Reference Figure 2As shown, establishing the correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connecting the lock to the Internet of Things (IoT) communication network specifically includes:

[0068] Both the lock and the mobile terminal send communication information to determine the lock's access point and the mobile terminal's access point;

[0069] Based on the Internet of Things (IoT) communication network, at least one lock communication link is determined between the lock communication node and the mobile terminal communication node. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link for the lock.

[0070] Reference Figure 3 As shown, both the lock and the mobile terminal send communication information to determine the lock's accessibility node and the mobile terminal's accessibility node, specifically including:

[0071] Grouping several locks corresponding to the same mobile terminal yields several lock groups;

[0072] Based on the communication information sent by the lock, identify several central control nodes that receive the communication information, and denot them as lock access nodes;

[0073] Based on the communication information sent by the mobile terminal, a number of central control nodes that receive the communication information are identified and denoted as mobile terminal smooth nodes.

[0074] Reference Figure 4 As shown, based on the Internet of Things (IoT) communication network, at least one lock communication link is determined between the lock communication node and the mobile terminal communication node. The comprehensive link communication index for each lock communication link is calculated, and the lock communication link with the lowest comprehensive link communication index is selected as the optimal communication link for the lock. Specifically, this includes:

[0075] Establish a communication connection between all lock access nodes and individual mobile terminal access nodes, serving as the communication link between the lock and the mobile terminal access node;

[0076] Determine the lock communication link corresponding to each mobile terminal's unobstructed node;

[0077] Determine the communication delay between each lock access node and the mobile terminal access node;

[0078] Based on the comprehensive communication evaluation formula, the communication evaluation value of each lock communication link is calculated;

[0079] The communication link with the lowest communication evaluation value is selected as the optimal communication link for the lock.

[0080] The comprehensive communication evaluation formula is as follows:

[0081]

[0082] In the formula, Z t Let N be the communication evaluation value of the t-th lock communication link, where n is the total number of accessible nodes in the lock. i L represents the number of locks corresponding to the i-th lock access node. it This represents the communication delay between the i-th lock communication node and the mobile terminal communication node corresponding to the t-th lock communication link.

[0083] The greater the communication delay, the greater the probability of communication link congestion. Therefore, in this scheme, the optimal communication link for the lock is constructed by selecting the mobile terminal smooth node with the smallest communication evaluation value with the lock smooth node. In the calculation, the number of locks corresponding to the smooth node is fully considered. The larger the number of locks corresponding to the smooth node, the greater the signal transmission volume, and the signal transmission weight needs to be increased accordingly.

[0084] The communication connection test was conducted, and the lock communication link was adjusted based on the test results.

[0085] Based on the real-time location of the mobile terminal, the mobile terminal communication nodes are updated in real time, and the optimal communication link of the lock is updated based on the updated mobile terminal communication nodes.

[0086] Based on the changes in the mobile terminal's connectivity nodes during movement, the communication link between the mobile terminal and the lock is rationally planned and adjusted to ensure the immediacy of information communication between the mobile terminal and the lock, prevent signal congestion between the lock and the mobile terminal, and ensure that the mobile terminal can adjust the energy supply strategy in a timely manner according to the lock's open / closed status, effectively improving the efficiency of strategy adjustment during energy isolation management.

[0087] Furthermore, refer to Figure 5 As shown, based on the same inventive concept as the aforementioned data analysis-based intelligent energy isolation management method, this solution proposes a data analysis-based intelligent energy isolation management system, comprising:

[0088] The face acquisition module is used to collect face data when physically locking the lock, which is recorded as the first reference face data; to collect face data when logically locking the lock, which is recorded as the second reference face data; to collect face data when physically unlocking the lock, which is recorded as the first comparison face data; and to collect face data when logically unlocking the lock, which is recorded as the second comparison face data.

[0089] The IoT communication module is used to establish the correspondence between the lock and the mobile terminal that reads the unique code on the lock, connect the lock to the IoT communication network, perform communication connection tests, and adjust the lock's communication link based on the communication connection test results.

[0090] The lock movement warning module is electrically connected to the IoT communication module. The lock movement warning module is used to determine whether there is any abnormality in the lock based on the attitude sensor built into the lock. If so, it outputs a prompt signal to the mobile terminal corresponding to the lock; otherwise, it does not respond.

[0091] The physical unlock verification module is electrically connected to the IoT communication module. The physical unlock verification module is used to determine whether the lock is physically unlocked based on the lock's built-in switch sensor. If it is, the physical unlock verification is initiated; otherwise, no response is made.

[0092] The logical unlocking verification module is electrically connected to the IoT communication module and the physical unlocking verification module. The logical unlocking verification module is used to read the unique code on the lock by using the mobile terminal corresponding to the lock after the physical unlocking verification has passed, and then start the logical unlocking verification.

[0093] The IoT communication module includes:

[0094] The link construction unit is used to build the correspondence between the lock and the mobile terminal that reads the unique code on the lock. At the same time, both the lock and the mobile terminal send communication information to determine the lock communication node and the mobile terminal communication node. Based on the Internet of Things communication network, at least one lock communication link between the lock communication node and the mobile terminal communication node is determined. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link of the lock.

[0095] The communication test unit is used to update the mobile terminal's communication nodes in real time based on the mobile terminal's real-time location, and then return the updated communication nodes to the link building unit. The link building unit then updates the lock's optimal communication link based on the updated communication nodes.

[0096] The process of using this invention is as follows:

[0097] Step 1: Use a lock to physically lock the node to be isolated, and use a face acquisition module to collect the face data when the physical locking is performed, which is recorded as the first baseline face data;

[0098] Step 2: Use a mobile terminal to read the unique code on the lock to perform logical locking of the lock, and use the face acquisition module to collect the face data when performing logical locking, which is recorded as the second reference face data;

[0099] Step 3: The link construction unit establishes the correspondence between the lock and the mobile terminal that reads the unique code on the lock. At the same time, both the lock and the mobile terminal send communication information to determine the lock's communication node and the mobile terminal's communication node. Based on the Internet of Things communication network, at least one lock communication link between the lock's communication node and the mobile terminal's communication node is determined. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link of the lock.

[0100] Step 4: The communication test unit updates the mobile terminal's communication nodes in real time based on the mobile terminal's real-time location, and returns the updated mobile terminal communication nodes to the link building unit, which then updates the lock's optimal communication link based on the updated mobile terminal communication nodes.

[0101] Step 5: The lock movement warning module uses the lock's built-in attitude sensor to determine if there is any abnormal movement in the lock. If so, it outputs a prompt signal to the mobile terminal corresponding to the lock; otherwise, it does not respond.

[0102] Step Six: Based on the lock's built-in switch sensor, determine whether the lock is physically unlocked. If so, output a signal to the physical unlock verification module. The physical unlock verification module outputs a signal to the face acquisition module. The face acquisition module acquires the face data when the lock is physically unlocked, records it as the first comparison face data, and returns it to the physical unlock verification module. The physical unlock verification module determines whether the physical locking and physical unlocking are performed by the same person. If so, the physical unlock verification is passed. If not, the physical unlock verification is failed, and the first comparison face data is sent to the mobile terminal. If not, no response is made.

[0103] Step 7: For locks that pass the physical unlocking verification, the mobile terminal corresponding to the lock reads the unique code on the lock and outputs a signal to the logic unlocking verification module. The logic unlocking verification module outputs a signal to the face acquisition module. The face acquisition module collects the face data when the lock is logically unlocked, records it as the second comparison face data, and returns it to the logic unlocking verification module. Based on the second baseline face data and the second comparison face data, the logic unlocking verification module determines whether the physical locking and physical unlocking are performed by the same person. If so, the logic unlocking verification passes; otherwise, the logic unlocking verification fails, and an alarm signal is sent to the central control terminal.

[0104] In summary, the advantages of this invention are: this solution, through multi-level verification, can eliminate safety production accidents and personnel injuries during the energy isolation process, reduce property losses and personnel injuries caused by misoperation, and greatly improve the safety of enterprise management processes.

[0105] The foregoing has shown and described the basic principles, main features, and advantages of the present invention. Those skilled in the art should understand that the present invention is not limited to the above embodiments. The embodiments and descriptions in the specification are merely principles of the invention. Various changes and modifications can be made to the invention without departing from its spirit and scope, and all such changes and modifications fall within the scope of the claimed invention. The scope of protection claimed by the appended claims and their equivalents is defined.

Claims

1. A data-driven intelligent energy isolation management method, characterized in that, include: The nodes to be isolated are physically locked using locks, and facial data is collected during the physical locking process, which is recorded as the first baseline facial data. A mobile terminal is used to read the unique code on the lock to perform logical locking of the lock, and the facial data during logical locking is collected and recorded as the second reference facial data; Establish a correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connect the lock to the Internet of Things communication network; Conduct communication connection tests and adjust the lock's communication link based on the test results; Based on the attitude sensor built into the lock, it is determined whether there is any abnormal movement of the lock. If so, an alarm signal is output to the mobile terminal corresponding to the lock; otherwise, no response is made. Based on the lock's built-in switch sensor, it determines whether the lock is physically unlocked. If so, a physical unlock verification is initiated; otherwise, no response is made. For locks that pass the physical unlocking verification, the mobile terminal corresponding to the lock is used to read the unique code on the lock and initiate the logical unlocking verification. For locks that pass the logic unlocking verification, their corresponding isolation nodes are identified, and the central control terminal supplies energy to the corresponding isolation nodes.

2. The intelligent energy isolation management method based on data analysis according to claim 1, characterized in that, The physical unlock verification specifically refers to: Collect facial data when the lock is physically unlocked, and record it as the first comparison facial data. Based on the first baseline facial data and the first comparison facial data, determine whether the physical locking and unlocking are performed by the same person. If so, the physical unlocking verification is passed; otherwise, the physical unlocking verification is failed, and the first comparison facial data is sent to the mobile terminal.

3. The intelligent energy isolation management method based on data analysis according to claim 2, characterized in that, The logical unlock verification specifically includes: Collect facial data when the lock is unlocked logically, and record it as the second comparison facial data. Based on the second baseline facial data and the second comparison facial data, determine whether the physical locking and physical unlocking are performed by the same person. If so, the logical unlocking verification is passed; otherwise, the logical unlocking verification is failed, and an alarm signal is sent to the central control terminal.

4. The intelligent energy isolation management method based on data analysis according to claim 3, characterized in that, The process of establishing the correspondence between the lock and the mobile terminal that reads the unique code on the lock, and connecting the lock to the Internet of Things (IoT) communication network, specifically includes: Both the lock and the mobile terminal send communication information to determine the lock's access point and the mobile terminal's access point; Based on the Internet of Things (IoT) communication network, at least one lock communication link is determined between the lock communication node and the mobile terminal communication node. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link for the lock.

5. The intelligent energy isolation management method based on data analysis according to claim 4, characterized in that, Both the lock and the mobile terminal send communication information to determine the lock's accessibility node and the mobile terminal's accessibility node, specifically including: Grouping several locks corresponding to the same mobile terminal yields several lock groups; Based on the communication information sent by the lock, identify several central control nodes that receive the communication information, and denot them as lock access nodes; Based on the communication information sent by the mobile terminal, a number of central control nodes that receive the communication information are identified and denoted as mobile terminal smooth nodes.

6. The intelligent energy isolation management method based on data analysis according to claim 5, characterized in that, The process of determining at least one lock communication link between the lock communication node and the mobile terminal communication node based on the Internet of Things (IoT) communication network, calculating the comprehensive link communication index of each lock communication link, and selecting the lock communication link with the lowest comprehensive link communication index as the optimal communication link for the lock specifically includes: Establish a communication connection between all lock access nodes and individual mobile terminal access nodes, serving as the communication link between the lock and the mobile terminal access node; Determine the lock communication link corresponding to each mobile terminal's unobstructed node; Determine the communication delay between each lock access node and the mobile terminal access node; Based on the comprehensive communication evaluation formula, the communication evaluation value of each lock communication link is calculated; The communication link with the lowest communication evaluation value is selected as the optimal communication link for the lock. The comprehensive communication evaluation formula is as follows: In the formula, Z t Let N be the communication evaluation value of the t-th lock communication link, where n is the total number of accessible nodes in the lock. i L represents the number of locks corresponding to the i-th lock access node. it This represents the communication delay between the i-th lock communication node and the mobile terminal communication node corresponding to the t-th lock communication link.

7. The intelligent energy isolation management method based on data analysis according to claim 6, characterized in that, The specific steps of conducting communication connection tests and adjusting the lock communication link based on the test results are as follows: Based on the real-time location of the mobile terminal, the mobile terminal communication nodes are updated in real time, and the optimal communication link of the lock is updated based on the updated mobile terminal communication nodes.

8. A data-driven intelligent energy isolation management system, characterized in that, The method for implementing the data analysis-based intelligent energy isolation management method as described in any one of claims 1-7 includes: The face acquisition module is used to acquire face data when physically locking the lock, which is recorded as the first reference face data; acquire face data when logically locking the lock, which is recorded as the second reference face data; acquire face data when physically unlocking the lock, which is recorded as the first comparison face data; and acquire face data when logically unlocking the lock, which is recorded as the second comparison face data. The IoT communication module is used to establish the correspondence between the lock and the mobile terminal that reads the unique code on the lock, connect the lock to the IoT communication network, perform communication connection tests, and adjust the lock communication link based on the communication connection test results. The lock movement warning module is electrically connected to the IoT communication module. The lock movement warning module is used to determine whether there is any abnormality in the lock based on the attitude sensor built into the lock. If so, it outputs a prompt signal to the mobile terminal corresponding to the lock; otherwise, it does not respond. The physical unlocking verification module is electrically connected to the IoT communication module. The physical unlocking verification module is used to determine whether the lock is physically unlocked based on the lock's built-in switch sensor. If it is, the physical unlocking verification is initiated; otherwise, no response is made. The logical unlocking verification module is electrically connected to the IoT communication module and the physical unlocking verification module. The logical unlocking verification module is used to read the unique code on the lock using a mobile terminal corresponding to the lock that has passed the physical unlocking verification, and then initiate the logical unlocking verification.

9. The intelligent energy isolation management system based on data analysis according to claim 8, characterized in that, The IoT communication module includes: The link construction unit is used to construct the correspondence between the lock and the mobile terminal that reads the unique code on the lock. At the same time, both the lock and the mobile terminal send communication information to determine the lock communication node and the mobile terminal communication node. Based on the Internet of Things communication network, at least one lock communication link between the lock communication node and the mobile terminal communication node is determined. The comprehensive link communication index of each lock communication link is calculated, and the lock communication link with the smallest comprehensive link communication index is selected as the optimal communication link of the lock. The communication testing unit is used to update the mobile terminal's communication nodes in real time based on the mobile terminal's real-time location, and return the updated mobile terminal communication nodes to the link building unit, which then updates the lock's optimal communication link based on the updated mobile terminal communication nodes.

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