Intelligent socket operation abnormal state adjusting system and method based on data analysis

Abstract

The invention relates to the technical field of socket operation program control systems, and discloses an intelligent socket operation abnormal state adjustment system and method based on data analysis, and the system comprises an intelligent socket working state analysis module, an intelligent socket abnormal operation state supervision module, and an intelligent socket abnormal operation state adjustment feedback module. Comprehensive and accurate judgment on the current abnormal state and the output electric power overload state of the intelligent socket and the dangerous operation state of electric equipment of the intelligent socket is realized based on numerical value and image feature analysis, and the fault sensing capability of the intelligent socket is improved; based on operation short circuit analysis parameters, operation overload analysis parameters and electric equipment danger identification parameters of the intelligent socket, an intelligent identification algorithm and different types of operation state socket disposal scheme parameters are combined to carry out abnormal operation state disposal scheme scientific matching of the intelligent socket. The abnormal operation state processing scheme of the intelligent socket can be efficiently and accurately planned.

Description

Technical Field

[0001] The present invention relates to the technical field of socket operation program control systems, and specifically to a system and method for regulating abnormal operation states of intelligent sockets based on data analysis. Background Art

[0002] Smart sockets are energy-saving sockets. They not only save electricity but also protect electrical appliances. They can be connected to handheld devices through Wifi, Bluetooth and other methods. Their main functions are remote switching and voice control. Popular smart sockets include energy-saving sockets such as metering sockets, timing sockets, and remote control sockets. They can solve some practical problems, but they all have various defects. Metering sockets can directly reflect the operating power, current, voltage and other information of the electrical appliances on the sockets. They can only let users know the power consumption of the electrical appliances. Users with certain professional knowledge can analyze whether the electrical appliances consume power normally according to the measurement results, so as to find abnormal electrical appliances in time and avoid abnormal power consumption. Timing sockets can control electrical appliances to work in specific time periods, which reduces energy waste during idle time periods to a certain extent. However, the actual power consumption time period is not fixed. Once the situation changes, it needs to be reset, which is inconvenient to use. Remote control sockets need to be equipped with special remote controllers, which are expensive and troublesome to use, and are difficult to be accepted by users. These sockets cannot have comprehensive grid parameter measurement and load control functions at the same time, and cannot achieve safety protection for electrical appliances, let alone avoid safety accidents caused by long-term overload of electricity. The existing smart sockets cannot accurately identify the abnormal operating status of the sockets, nor can they intelligently and scientifically adjust the abnormal operating status of the sockets and feedback output, which reduces the safety and reliability of the smart sockets.

[0003] The Chinese invention patent with announcement number CN105320044B discloses a method for monitoring the operating status of household appliances and washing machines, a smart socket and a washing machine. A line detection device is used to detect the voltage and current values ​​of the household appliances in real time, and the controller is combined to calculate the power based on the voltage and current values; the power is compared with the preset power to realize the intelligent judgment of the operating status of the household appliances and send the operating status of the household appliances to the smart terminal through the wireless communication module. However, the above technical solutions cannot scientifically adjust the abnormal operating status of the household appliances. Summary of the invention

[0004] 1. Technical issues to be resolved

[0005] In order to solve the problem that the above-mentioned existing smart sockets cannot accurately identify the abnormal operating status of the socket during use, nor can they intelligently and scientifically adjust the abnormal operating status of the socket and feedback output, which reduces the safety and reliability of the smart socket, the above purposes are achieved: accurately judge the working status of the socket, comprehensively and accurately analyze the abnormal operating status of the socket, intelligently match the abnormal operating status disposal plan of the socket, efficiently and accurately adjust the abnormal operating status of the socket, and timely and dynamically feedback the abnormal operating status adjustment information of the socket.

[0006] (II) Technical solution

[0007] The present invention is implemented by the following technical scheme: a method for adjusting the abnormal operation state of a smart socket based on data analysis, the method comprising the following steps:

[0008] S1, collect real-time status image data of the socket interface;

[0009] S2, performing real-time working state judgment processing of the smart socket according to the real-time state image data of the socket interface and the working state image data of the socket interface, generating and outputting the real-time working state judgment data of the smart socket, and ending the abnormal operation state adjustment operation of the smart socket when it is idle;

[0010] S3, when in operation, respectively collect the socket real-time operating current data, the socket real-time operating output power data, and the socket electrical equipment operating status image data;

[0011] S4, performing circuit operation short-circuit status analysis and processing of the smart socket based on the real-time operation current data of the socket and the operation short-circuit current data of the socket, generating analysis data of the operation short-circuit status of the smart socket, and directly executing step S7 when it is a short circuit;

[0012] S5, when it is normal, the circuit operation overload state of the smart socket is analyzed and processed according to the real-time operation output power data of the socket and the overload output power data of the socket, and the analysis data of the operation overload state of the smart socket is generated. When it is overloaded, the step S7 is directly executed;

[0013] S6, when it is normal, perform the dangerous operation state identification processing of the smart socket electrical equipment according to the socket electrical equipment operation state image data and the socket electrical equipment dangerous operation state image data, and construct the smart socket electrical equipment dangerous operation state identification data. When it is normal, end the abnormal operation state adjustment operation of the smart socket; when it is dangerous, execute step S7;

[0014] S7, based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment hazard identification parameters and different types of operation status socket disposal solution data of the smart socket, perform search processing for abnormal operation status disposal solutions of the smart socket, and generate search data for abnormal operation status disposal solutions of the smart socket;

[0015] S8. Search data according to the abnormal operation status handling solution of the smart socket, perform the socket abnormal operation status adjustment operation, construct the abnormal operation status adjustment process data of the smart socket and output it as feedback.

[0016] Preferably, the operation steps of collecting the real-time status image data of the socket interface are as follows:

[0017] S11. The real-time status image of the power plug interface between the smart socket and the power-consuming device is collected in real time through the cloud lens, and the real-time status image data w of the socket interface is generated.

[0018] The present invention uses a cloud camera to dynamically acquire real-time status image parameters of the socket interface in real time, thereby providing reliable data support for accurately determining the working status of the smart socket.

[0019] Preferably, the real-time working state judgment processing of the smart socket is performed according to the real-time state image data of the socket interface and the working state image data of the socket interface, and the real-time working state judgment data of the smart socket is generated and output. When it is idle, the operation steps of ending the abnormal operation state adjustment operation of the smart socket are as follows:

[0020] S21. Establishing socket interface working status image data set A=(a1,,a x ,,a η ), x=1,2,3,,η; where a x represents the xth socket interface working state image data, n represents the maximum number of socket interface working state images, and the socket interface working state image data represents image data of the power supply plug interface of the smart socket and the wire connector of the electric device being in a working connection state;

[0021] S22, using a breadth-first search algorithm to compare the socket interface real-time state image data w with the socket interface working state image data a in the socket interface working state image data set A. x Perform image feature matching, and generate smart socket real-time working status judgment data A' based on the image feature matching results;

[0022] When w and a x If the image feature matching is successful, it means that the power supply interface of the smart socket is in working state, and the real-time working state judgment data A' of the smart socket is output as working;

[0023] When w and a x If the image feature matching is unsuccessful, it means that the power supply interface of the smart socket is not in working state, and the output smart socket real-time working state judgment data A' is idle, and the abnormal operation state adjustment operation of the smart socket is terminated at this time.

[0024] The present invention scientifically analyzes the real-time working status of the intelligent socket by scientifically storing the working status image parameters of the socket interface in combination with the breadth-first search algorithm and the real-time status image parameters of the socket interface, thereby achieving the effect of accurately identifying the working status of the intelligent socket.

[0025] Preferably, when the socket is working, the operation steps of respectively collecting the socket real-time operating current data, the socket real-time operating output power data, and the socket electrical equipment operating status image data are as follows:

[0026] S31, when the real-time working state judgment data A' of the smart socket is working, the operating current data in the smart socket circuit is measured online by the current sensor and the real-time operating current data I of the socket is generated, where the unit of I is ampere;

[0027] The power meter is used to measure the operating output power data of the circuit power supply interface of the smart socket online and generate the real-time operating output power data J of the socket, where the unit of J is watt;

[0028] The cloud camera is used to capture the operating status image data of the electrical equipment connected to the smart socket power supply interface online and generate a socket electrical equipment operating status image data set B = (b1,,b y ,,b ι ), y = 1, 2, 3,, ι; where b ι It represents the ιth piece of socket electrical equipment operating status image data collected, ι represents the maximum number of socket electrical equipment operating status images, and the socket electrical equipment operating status image data represents the real-time working operating status image data of the electrical equipment connected to the smart socket power supply interface.

[0029] The present invention uses a current sensor, a power meter and a cloud lens to dynamically and online acquire the real-time operating current, operating output power and operating status image parameters of the socket electrical equipment using the smart socket, thereby providing data support for subsequent intelligent analysis of the abnormal operating status of the smart socket.

[0030] Preferably, the circuit operation short-circuit state analysis and processing of the smart socket is performed based on the real-time operation current data of the socket and the operation short-circuit current data of the socket, and the operation short-circuit state analysis data of the smart socket is generated. When it is a short circuit, the operation steps of directly executing step S7 are as follows:

[0031] S41. Establish socket operation short-circuit current data Iduan , where I duan The unit is ampere, and the socket operation short-circuit current data represents the current data when the smart socket circuit is in a short-circuit state;

[0032] S42, comparing the socket real-time operating current data I and the socket operating short-circuit current data I duan Perform current value comparison and generate smart socket operation short circuit state analysis data I based on the current value comparison result jieguo ;

[0033] When I ≥ I duan , indicating that the real-time operating current of the smart socket reaches the short-circuit current standard, then the smart socket operating short-circuit status analysis data I is output jieguo It is a short circuit, and the S7 step is directly executed;

[0034] When I<I duan , indicating that the real-time operating current of the smart socket does not reach the short-circuit current standard, then the smart socket operating short-circuit status analysis data I is output jieguo is normal.

[0035] The present invention realizes autonomous identification of the short-circuit state of the circuit operation of the smart socket based on numerical feature analysis, thereby achieving the effect of scientific analysis of the abnormal current state of the smart socket.

[0036] Preferably, when it is normal, the circuit operation overload state of the smart socket is analyzed and processed according to the real-time operation output power data of the socket and the overload output power data of the socket, and the analysis data of the operation overload state of the smart socket is generated. When it is overloaded, the operation steps of directly executing step S7 are as follows:

[0037] S51. Establish socket operation overload output power data J guo , where J guo The unit is watt, and the socket operation overload output power data represents the output power data of the power supply interface of the smart socket circuit in an overload state;

[0038] S52, when the smart socket runs in the short circuit state, the data I is analyzed. jieguo When the socket is normal, the real-time output power data J of the socket is compared with the overload output power data J of the socket. guo Perform power value comparison and generate smart socket operation overload status analysis data based on the power value comparison results. jieguo ;

[0039] When J ≥ J guo , indicating that the real-time output power of the smart socket reaches the overload output power standard, then the smart socket overload status analysis data J is output jieguoIf it is overloaded, directly execute step S7;

[0040] When J<J guo , indicating that the real-time output power of the smart socket does not reach the overload output power standard, then the smart socket overload status analysis data J is output jieguo is normal.

[0041] The present invention realizes autonomous identification of the circuit output power overload state of the smart socket based on numerical feature analysis, thereby achieving the effect of accurately judging the circuit operation overload state of the smart socket.

[0042] Preferably, when it is normal, the dangerous operation state identification processing of the smart socket electrical equipment is performed according to the socket electrical equipment operation state image data and the socket electrical equipment dangerous operation state image data, and the smart socket electrical equipment dangerous operation state identification data is constructed. When it is normal, the abnormal operation state adjustment operation of the smart socket is ended; when it is dangerous, the operation steps of executing step S7 are as follows:

[0043] S61. Establish a socket electrical equipment dangerous operation state image data set C = (c1,,c z ,,c κ ), z=1,2,3,,κ; where c z represents the image data of the dangerous operation state of the socket electrical equipment of the zth type, κ represents the maximum number of types of dangerous operation states of the socket electrical equipment, and the types of dangerous operation states of the socket electrical equipment include smoke, open flame, electric spark, flashing fault alarm light and no indicator light on the control panel of the electrical equipment;

[0044] S62, when the smart socket runs in overload state, analyzing data J jieguo When the socket electrical equipment operation status image data set B is normal, the socket electrical equipment operation status image data b ι The socket electrical equipment dangerous operation state image data c in the socket electrical equipment dangerous operation state image data set C z Perform image feature matching and construct the dangerous operation status recognition data B of smart socket electrical equipment based on the image feature matching results. jieguo , execute and generate the dangerous operation state identification data B of the smart socket electrical equipment jieguo The specific steps are as follows:

[0045] S621, initializing each honey source i and honey source position, that is, initializing the socket electrical equipment dangerous operation state image data c in the socket electrical equipment dangerous operation state image data set C. zInitialize as a honey source, set the number of honey sources to N, the current number of iterations to t, and the maximum number of iterations to T; randomly generate the honey source position Q of honey source i in the search space of the socket electrical equipment dangerous operation state image data set C i , the formula for generating the nectar source location is as follows: Q i =ξ+rand×(ω-ξ), where rand represents a random number in the interval (0,1), ω and ξ represent the upper and lower bounds of the search space of the dangerous operation state image data set C of the socket electrical equipment respectively;

[0046] S622, nectar source location Q i Assign hired bees. At the beginning of the search, hired bees are at the nectar source location Q i Around, according to the formula Search and generate new honey source location Q′ i , that is, traverse and search for all the socket electrical equipment dangerous operation state image data c in the search space of the socket electrical equipment dangerous operation state image data set C z ;in Indicates randomly selecting a nectar source not equal to i from N nectar sources, Q Π represents the position of the randomly selected honey source Π in the search space of the socket electrical equipment dangerous operation state image data set C, Represents a random number in the interval [-1,1];

[0047] S623, based on the new nectar source location Q' i The fitness of the socket electrical equipment is determined by the greedy selection method to determine the retained honey source, that is, to search for the socket electrical equipment operating state image data set C in the search space of the socket electrical equipment dangerous operating state image data set b. ι The matching socket electrical equipment dangerous operation state image data c z Honey source;

[0048] S624, the employed bees share the nectar source information, and the follower bees search the socket electrical equipment dangerous operation state image data set C in the search space according to the probability value. ι The matching socket electrical equipment dangerous operation state image data c z The bees follow the nectar source information shared by the employed bees and follow the probability formula. Calculate the probability that the nectar source found by the employed bees is followed, where Δ i Indicates the location of the new nectar source Q' i The probability of being followed by an employed bee, Θ i The location Q' of the new nectar source shared by the employed bees is represented by the follower bees. i Adaptability;

[0049] S625, the follower bee searches in the same way as the employed bee, and determines the retained nectar source i according to the greedy selection method, that is, searches for the nectar source i that is related to the socket electrical equipment operating status image data set C in the search space. ι The matching socket electrical equipment dangerous operation state image data c z ;

[0050] S626: During the random search of the search space of the socket electrical equipment dangerous operation status image data set C, if the nectar source location Q i After t iterations, the search reaches the iteration threshold No better nectar source was found. The location of the nectar source is Q i The employed bees will be abandoned, and the corresponding employed bees will become scout bees. The calculation formula for the random generation of new nectar source locations in the search space by scout bees is as follows: in It indicates the position of the new honey source i in the search space of the socket electrical equipment dangerous operation state image data set C after t+1 iterations, Indicates the position of the new honey source i generated after t iterations in the search space of the socket electrical equipment dangerous operation state image data set C;

[0051] S627: When the maximum number of iterations T is met, the operating status image data b of the socket electrical equipment is output. ι The dangerous operation state image data c of the socket electrical equipment z Image feature matching result, otherwise go to S622;

[0052] S628, outputting the operating status image data b of the socket electrical equipment according to step S627 ι The dangerous operation state image data c of the socket electrical equipment z Image feature matching results construct the dangerous operation status recognition data B of smart socket electrical equipment jieguo ;

[0053] When b ι With c z If the image feature matching is successful, it means that the socket electrical equipment is in a dangerous operating state, then the intelligent socket electrical equipment dangerous operating state identification data B is output. jieguo It is dangerous, so go to step S7 directly;

[0054] When b ι With c z If the image feature matching fails, it means that the socket electrical equipment is in normal operation, then the smart socket electrical equipment dangerous operation state identification data B is output.jieguo If the status is normal, the abnormal operation status adjustment operation of the smart socket is terminated.

[0055] The present invention realizes efficient identification of dangerous operating states of smart socket electrical equipment based on image features in combination with a bee colony optimization algorithm, thereby achieving the effect of improving the fault perception capability of the smart socket.

[0056] Preferably, the operation steps of searching and processing the abnormal operation state disposal scheme of the smart socket based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment danger identification parameters and disposal scheme data of sockets in different operation states, and generating the search data of the abnormal operation state disposal scheme of the smart socket are as follows:

[0057] S71. Establishing a data set of socket disposal solutions for different types of operating states Wherein d1 represents the short circuit state analysis data I when the smart socket runs jieguo Analyze data J for short circuit or overload state of the smart socket operation jieguo Data B for identifying the overload or dangerous operation state of the smart socket electrical equipment jieguo The first different type of operation state socket disposal plan data corresponding to the danger, wherein the first different type of operation state socket disposal plan data d1 indicates that the smart socket executes a power-off instruction;

[0058] Wherein d2 represents the short circuit state analysis data I when the smart socket runs jieguo Normal and the intelligent socket runs overload state analysis data J jieguo Normal and dangerous operation status identification data B of the smart socket electrical equipment jieguo The second different type of operation state socket processing solution data corresponding to normal state, wherein the second different type of operation state socket processing solution data d2 indicates that the smart socket executes the power-off instruction;

[0059] S72, using a unified cost search algorithm to generate the short-circuit state analysis data I of the smart socket operation jieguo , the intelligent socket running overload state analysis data J jieguo , the intelligent socket electrical equipment dangerous operation state identification data B jieguo The different types of operating status socket handling plan data in the different types of operating status socket handling plan data set D are matched with the characters of the short-circuit state analysis results, overload state analysis results and dangerous operating state identification results of the smart socket electrical equipment, and the smart socket abnormal operating state handling plan search data E is generated based on the character matching results, where the value of E includes any one of d1 and d2.

[0060] The present invention scientifically matches the abnormal operation state disposal scheme of the smart socket based on the operation short circuit analysis parameters, operation overload analysis parameters, and electrical equipment danger identification parameters of the smart socket in combination with a unified cost search algorithm and disposal scheme parameters of sockets in different operation states, so as to achieve the effect of efficiently and accurately planning the abnormal operation state disposal scheme of the smart socket.

[0061] Preferably, the operation steps of searching data according to the abnormal operation state handling scheme of the smart socket to perform the socket abnormal operation state adjustment operation, constructing the abnormal operation state adjustment process data of the smart socket and feeding back the output are as follows:

[0062] S81, searching data E according to the abnormal operation state handling scheme of the smart socket to control the smart socket to perform the socket abnormal operation state adjustment operation;

[0063] S82, the generated smart socket running short circuit state analysis data I jieguo , the intelligent socket running overload state analysis data J jieguo , the intelligent socket electrical equipment dangerous operation state identification data B jieguo The abnormal operation state processing scheme search data E of the smart socket is combined to construct the abnormal operation state adjustment process data G of the smart socket, wherein G=(I jieguo ,J jieguo ,B jieguo ,E);

[0064] S83, pushing and feeding back the generated abnormal operation state adjustment process data G of the smart socket to the user end via the mobile communication network.

[0065] The present invention timely and efficiently executes the socket abnormal operation state adjustment operation based on the abnormal operation state handling plan of the smart socket, scientifically constructs the abnormal operation state analysis result of the smart socket and the abnormal operation state handling plan feedback data, and combines the mobile communication network to autonomously feedback to the user end, so as to improve the abnormal operation state adjustment efficiency and adjustment reliability of the smart socket and realize the effect of dynamic monitoring of the operation state of the smart socket.

[0066] A smart socket abnormal operation state adjustment system based on data analysis, used to implement the smart socket abnormal operation state adjustment method based on data analysis, the system includes a smart socket working state analysis module, a smart socket abnormal operation state supervision module, and a smart socket abnormal operation state adjustment feedback module;

[0067] The intelligent socket working state analysis module includes a socket interface real-time state image acquisition unit, a socket interface working state image storage unit, a socket real-time working state judgment unit, and a socket real-time working state judgment result output unit;

[0068] The socket interface real-time state image acquisition unit acquires the socket interface real-time state image data through the cloud lens; the socket interface working state image storage unit is used to store the socket interface working state image data; the socket real-time working state judgment unit performs the real-time working state judgment processing of the smart socket according to the socket interface real-time state image data and the socket interface working state image data, and generates the smart socket real-time working state judgment data; the socket real-time working state judgment result output unit is used to output the smart socket real-time working state judgment data;

[0069] The intelligent socket abnormal operation state supervision module includes a socket real-time operation current acquisition unit, a socket real-time operation output power acquisition unit, a socket electrical equipment operation state image acquisition unit, a socket operation short-circuit current storage unit, a socket operation short-circuit state analysis unit, a socket operation overload output power storage unit, a socket operation overload state analysis unit, a socket electrical equipment dangerous operation state image storage unit, a socket electrical equipment dangerous operation state analysis unit, a socket different types of operation state socket disposal plan storage unit, and a socket abnormal operation state disposal plan search unit;

[0070] The socket real-time operating current acquisition unit acquires the socket real-time operating current data through a current sensor; the socket real-time operating output power acquisition unit acquires the socket real-time operating output power data through a power meter; the socket electrical equipment operating status image acquisition unit acquires the socket electrical equipment operating status image data through a cloud lens; the socket operating short-circuit current storage unit is used to store the socket operating short-circuit current data; the socket operating short-circuit status analysis unit performs circuit operating short-circuit status analysis processing of the smart socket based on the socket real-time operating current data and the socket operating short-circuit current data, and generates smart socket operating short-circuit status analysis data; the socket operating overload output power storage unit is used to store the socket operating overload output power data; the socket operating overload status analysis unit performs circuit operating overload status analysis processing of the smart socket based on the socket real-time operating output power data and the socket operating overload output power data Processing, generating analysis data of the operation overload state of the smart socket; the socket electrical equipment dangerous operation state image storage unit is used to store the socket electrical equipment dangerous operation state image data; the socket electrical equipment dangerous operation state analysis unit performs dangerous operation state identification processing of the smart socket electrical equipment according to the socket electrical equipment operation state image data and the socket electrical equipment dangerous operation state image data, and constructs the smart socket electrical equipment dangerous operation state identification data; the different types of operation state socket disposal solution storage unit is used to store different types of operation state socket disposal solution data; the socket abnormal operation state disposal solution search unit performs abnormal operation state disposal solution search processing of the smart socket based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment danger identification parameters and different types of operation state socket disposal solution data of the smart socket, and generates abnormal operation state disposal solution search data of the smart socket;

[0071] The intelligent socket abnormal operation state adjustment feedback module includes a socket abnormal operation state adjustment operation execution unit and a socket abnormal operation state adjustment information feedback unit.

[0072] The socket abnormal operation state adjustment operation execution unit performs the socket abnormal operation state adjustment operation according to the intelligent socket abnormal operation state handling plan search data; the socket abnormal operation state adjustment information feedback unit is used to construct the intelligent socket abnormal operation state adjustment process data and feedback it to the user end.

[0073] (III) Beneficial effects

[0074] The present invention provides a system and method for adjusting the abnormal operation state of a smart socket based on data analysis. It has the following beneficial effects:

[0075] 1. Real-time dynamic acquisition of the real-time status image parameters of the socket interface through the cloud lens provides reliable data support for accurately judging the working status of the smart socket; scientific storage of the working status image parameters of the socket interface combines the intelligent search algorithm with the real-time status image parameters of the socket interface to conduct scientific analysis of the real-time working status of the smart socket, realize accurate identification of the working status of the smart socket, and improve the intelligence of the smart socket.

[0076] 2. By dynamically acquiring the real-time operating current, operating output power and operating status image parameters of the socket electrical equipment using the smart socket online, data support is provided for the subsequent intelligent analysis of the abnormal operating status of the smart socket; based on numerical and image feature analysis, a comprehensive and accurate judgment of the abnormal current state, output power overload state and dangerous operating state of the smart socket electrical equipment is achieved, thereby improving the fault perception capability of the smart socket; based on the operating short-circuit analysis parameters, operating overload analysis parameters and electrical equipment danger identification parameters of the smart socket combined with the intelligent identification algorithm and the parameters of the socket disposal plan for different types of operating states, a scientific match is made for the abnormal operating state disposal plan of the smart socket, thereby achieving efficient and accurate planning of the abnormal operating state disposal plan of the smart socket, thereby improving the fault handling capability and safety of the smart socket.

[0077] 3. By timely and efficiently executing the abnormal operation status adjustment operation of the socket based on the abnormal operation status handling plan of the smart socket, the efficiency and reliability of the abnormal operation status adjustment of the smart socket are improved; the abnormal operation status analysis results of the smart socket and the feedback data of the abnormal operation status handling plan are scientifically constructed, and at the same time, combined with the mobile communication network, autonomous feedback is given to the user end to realize dynamic monitoring of the operation status of the smart socket, thereby improving the applicability of the smart socket. BRIEF DESCRIPTION OF THE DRAWINGS

[0078] Figure 1 A schematic diagram of a module of a smart socket abnormal operation state adjustment system based on data analysis provided by the present invention;

[0079] Figure 2 A flow chart of a method for adjusting abnormal operation status of a smart socket based on data analysis provided by the present invention. DETAILED DESCRIPTION

[0080] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0081] The embodiments of the system and method for adjusting the abnormal operation state of the smart socket based on data analysis are as follows:

[0082] Embodiment 1:

[0083] See also Figure 1 - Figure 2 A method for adjusting abnormal operation state of a smart socket based on data analysis comprises the following steps:

[0084] S1, collect real-time status image data of the socket interface;

[0085] S2, performing real-time working state judgment processing of the smart socket according to the real-time state image data of the socket interface and the working state image data of the socket interface, generating and outputting the real-time working state judgment data of the smart socket, and ending the abnormal operation state adjustment operation of the smart socket when it is idle;

[0086] S3, when in operation, respectively collect the socket real-time operating current data, the socket real-time operating output power data, and the socket electrical equipment operating status image data;

[0087] S4, analyzing and processing the circuit operation short-circuit state of the smart socket based on the real-time operation current data of the socket and the operation short-circuit current data of the socket, generating the analysis data of the operation short-circuit state of the smart socket, and directly executing step S7 when it is a short circuit;

[0088] S5, when it is normal, the circuit operation overload state of the smart socket is analyzed and processed according to the real-time operation output power data of the socket and the overload output power data of the socket, and the analysis data of the operation overload state of the smart socket is generated. When it is overloaded, directly execute step S7;

[0089] S6, when it is normal, the dangerous operation state identification processing of the smart socket electrical equipment is performed according to the socket electrical equipment operation state image data and the socket electrical equipment dangerous operation state image data, and the smart socket electrical equipment dangerous operation state identification data is constructed. When it is normal, the abnormal operation state adjustment operation of the smart socket is ended; when it is dangerous, the step S7 is executed;

[0090] S7, based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment hazard identification parameters and different types of operation status socket disposal solution data of the smart socket, perform search processing for abnormal operation status disposal solutions of the smart socket, and generate search data for abnormal operation status disposal solutions of the smart socket;

[0091] S8. Search data according to the abnormal operation status handling plan of the smart socket, perform the socket abnormal operation status adjustment operation, construct the abnormal operation status adjustment process data of the smart socket and feedback output.

[0092] For further information, see Figure 1 - Figure 2, the steps to collect the real-time status image data of the socket interface are as follows:

[0093] S11. The real-time status image of the power plug interface between the smart socket and the power-consuming device is collected in real time through the cloud lens, and the real-time status image data w of the socket interface is generated.

[0094] The real-time working state judgment processing of the smart socket is performed according to the real-time state image data of the socket interface and the working state image data of the socket interface, and the real-time working state judgment data of the smart socket is generated and output. When it is idle, the operation steps of ending the abnormal operation state adjustment operation of the smart socket are as follows:

[0095] S21. Establishing socket interface working status image data set A=(a1,,a x ,,a η ), x=1,2,3,,η; where a x represents the xth image data of the socket interface working state, n represents the maximum number of the socket interface working state images, and the socket interface working state image data represents the image data of the power supply plug interface of the smart socket and the wire connector of the electrical device in the working connection state;

[0096] S22, using a breadth-first search algorithm to compare the socket interface real-time state image data w with the socket interface working state image data a in the socket interface working state image data set A. x Perform image feature matching, and generate smart socket real-time working status judgment data A' based on the image feature matching results;

[0097] When w and a x If the image feature matching is successful, it means that the power supply interface of the smart socket is in working state, and the real-time working state judgment data A' of the smart socket is output as working;

[0098] When w and a x If the image feature matching is unsuccessful, it means that the power supply interface of the smart socket is not in working state, and the output smart socket real-time working state judgment data A' is idle, and the abnormal operation state adjustment operation of the smart socket is terminated at this time.

[0099] Through the socket interface real-time status image acquisition unit, the cloud lens is used to dynamically obtain the socket interface real-time status image parameters, providing reliable data support for accurately judging the working status of the smart socket; the socket interface working status image storage unit and the socket real-time working status judgment unit cooperate with each other to scientifically store the socket interface working status image parameters and combine the intelligent search algorithm with the socket interface real-time status image parameters to perform scientific analysis of the real-time working status of the smart socket, thereby realizing accurate identification of the working status of the smart socket and improving the intelligence of the smart socket.

[0100] For further information, see Figure 1 - Figure 2 When the socket is working, the operation steps for collecting the socket real-time operating current data, the socket real-time operating output power data, and the socket electrical equipment operating status image data are as follows:

[0101] S31, when the real-time working state judgment data A' of the smart socket is working, the operating current data in the circuit of the smart socket is measured online by the current sensor and the real-time operating current data I of the socket is generated, where the unit of I is ampere;

[0102] The power meter is used to measure the operating output power data of the circuit power supply interface of the smart socket online and generate the real-time operating output power data J of the socket, where the unit of J is watt;

[0103] The cloud camera is used to capture the operating status image data of the electrical equipment connected to the smart socket power supply interface online and generate a socket electrical equipment operating status image data set B = (b1,,b y ,,b ι ), y = 1, 2, 3,, ι; where b ι It represents the ιth piece of socket electrical equipment operating status image data collected, ι represents the maximum number of socket electrical equipment operating status images, and the socket electrical equipment operating status image data represents the real-time working operating status image data of the electrical equipment connected to the smart socket power supply interface.

[0104] Based on the real-time operation current data of the socket and the short-circuit current data of the socket, the circuit operation short-circuit state of the smart socket is analyzed and processed to generate the analysis data of the operation short-circuit state of the smart socket. When it is a short circuit, the operation steps of directly executing step S7 are as follows:

[0105] S41. Establish socket operation short-circuit current data I duan , where I duan The unit is ampere. The socket operation short-circuit current data indicates the current data when the smart socket circuit is in a short-circuit state.

[0106] S42, compare the socket real-time operating current data I and the socket operating short-circuit current data I duan Perform current value comparison and generate smart socket operation short circuit state analysis data I based on the current value comparison result jieguo ;

[0107] When I ≥ I duan , indicating that the real-time operating current of the smart socket reaches the short-circuit current standard, then the smart socket operating short-circuit status analysis data I is output jieguo It is a short circuit, and the S7 step is directly executed;

[0108] When I<I duan , indicating that the real-time operating current of the smart socket does not reach the short-circuit current standard, then the smart socket operating short-circuit status analysis data I is output jieguo is normal.

[0109] When it is normal, the circuit operation overload state of the smart socket is analyzed and processed according to the real-time operation output power data of the socket and the overload output power data of the socket, and the analysis data of the operation overload state of the smart socket is generated. When it is overloaded, the operation steps of step S7 are directly executed as follows:

[0110] S51. Establish socket operation overload output power data J guo , where J guo The unit is watt, and the socket overload output power data indicates the output power data of the power supply interface of the smart socket circuit when it is in an overload state;

[0111] S52, when the smart socket runs in short circuit state analysis data I jieguo When it is normal, the socket real-time output power data J and the socket overload output power data J guo Perform power value comparison and generate smart socket operation overload status analysis data based on the power value comparison results. jieguo ;

[0112] When J ≥ J guo , indicating that the real-time output power of the smart socket reaches the overload output power standard, then the smart socket overload status analysis data J is output jieguo If it is overloaded, directly execute step S7;

[0113] When J<J guo , indicating that the real-time output power of the smart socket does not reach the overload output power standard, then the smart socket overload status analysis data J is output jieguo is normal.

[0114] When it is normal, the dangerous operation state identification processing of the smart socket electrical equipment is performed according to the socket electrical equipment operation state image data and the socket electrical equipment dangerous operation state image data, and the smart socket electrical equipment dangerous operation state identification data is constructed. When it is normal, the abnormal operation state adjustment operation of the smart socket is ended; when it is dangerous, the operation steps of executing step S7 are as follows:

[0115] S61. Establish a socket electrical equipment dangerous operation state image data set C = (c1,,c z ,,c κ ), z=1,2,3,,κ; where c zrepresents the image data of the dangerous operation state of the zth socket electrical equipment, κ represents the maximum number of types of dangerous operation states of the socket electrical equipment, and the types of dangerous operation states of the socket electrical equipment include smoke, open flame, electric spark, flashing fault alarm light and no indicator light on the control panel of the electrical equipment;

[0116] S62, when the smart socket runs in overload state analysis data J jieguo When the socket electrical equipment operation status image data set B is normal, the socket electrical equipment operation status image data b ι The socket electrical equipment dangerous operation state image data c in the socket electrical equipment dangerous operation state image data set C z Perform image feature matching and construct the dangerous operation status recognition data B of smart socket electrical equipment based on the image feature matching results. jieguo , execute and generate the dangerous operation state identification data B of the smart socket electrical equipment jieguo The specific steps are as follows:

[0117] S621, initializing each honey source i and honey source position, that is, initializing the socket electrical equipment dangerous operation state image data c in the socket electrical equipment dangerous operation state image data set C z Initialize it as a honey source, set the number of honey sources to N, the current number of iterations to t, and the maximum number of iterations to T; randomly generate the honey source position Q of honey source i in the search space of the socket electrical equipment dangerous operation state image data set C i , the formula for generating the nectar source location is as follows: Q i =ξ+rand×(ω-ξ), where rand represents a random number in the interval (0,1), ω and ξ represent the upper and lower bounds of the search space of the socket electrical equipment dangerous operation status image data set C respectively;

[0118] S622, nectar source location Q i Assign hired bees. At the beginning of the search, hired bees are at the nectar source location Q i Around, according to the formula Search to generate new honey source location Q′ i , that is, traverse and search for all socket electrical equipment dangerous operation state image data c in the socket electrical equipment dangerous operation state image data set C search space z ;in Indicates randomly selecting a nectar source not equal to i from N nectar sources, Q Π represents the position of the randomly selected honey source Π in the search space of the socket electrical equipment dangerous operation state image data set C, Represents a random number in the interval [-1,1];

[0119] S623, based on the new nectar source location Q'i The fitness of the socket electrical equipment is determined by the greedy selection method to determine the retained honey source, that is, to search for the socket electrical equipment operating status image data b in the search space of the socket electrical equipment dangerous operating status image data set C. ι Matching socket electrical equipment dangerous operation status image data c z Honey source;

[0120] S624, the employed bees share the nectar source information, and the follower bees search the socket electrical equipment dangerous operation state image data set C in the search space according to the probability value with the socket electrical equipment operation state image data set b. ι Matching socket electrical equipment dangerous operation status image data c z The follower bee searches for the nectar source, and the follower bee calculates the probability of the nectar source found by the employed bee being followed according to the probability formula based on the nectar source information shared by the employed bee, where Δ i Indicates the location of the new nectar source Q' i The probability of being followed by an employed bee, Θ i The location Q' of the new nectar source shared by the employed bees is represented by the follower bees. i Adaptability;

[0121] S625. Follower bees search in the same way as employed bees and determine the nectar source i to be retained according to the greedy selection method, that is, search for the nectar source i that matches the socket electrical equipment operating status image data set C in the search space. ι Matching socket electrical equipment dangerous operation status image data c z ;

[0122] S626, during the random search process of the search space of the socket electrical equipment dangerous operation state image data set C, if the honey source location Q i After t iterations, the search reaches the iteration threshold No better nectar source was found. The location of the nectar source is Q i The employed bees will be abandoned, and the corresponding employed bees will become scout bees. The calculation formula for the random generation of new nectar source locations in the search space by scout bees is as follows: in It represents the position of the new honey source i in the search space of the socket electrical equipment dangerous operation state image data set C after t+1 iterations, It indicates the position of the new honey source i in the search space of the socket electrical equipment dangerous operation state image data set C after t iterations;

[0123] S627, when the maximum number of iterations T is met, output the socket electrical equipment operating status image data b ι Image data of dangerous operation status of electrical equipment with sockets c zImage feature matching result, otherwise go to S622;

[0124] S628, output according to step S627 socket electrical equipment operating status image data b ι Image data of dangerous operation status of electrical equipment with sockets c z Image feature matching results construct the dangerous operation status recognition data B of smart socket electrical equipment jieguo ;

[0125] When b ι With c z If the image feature matching is successful, it means that the socket electrical equipment is in a dangerous operating state, then the intelligent socket electrical equipment dangerous operating state identification data B is output. jieguo It is dangerous, so go to step S7 directly;

[0126] When b ι With c z If the image feature matching fails, it means that the socket electrical equipment is in normal operation, then the smart socket electrical equipment dangerous operation state identification data B is output. jieguo If the status is normal, the abnormal operation status adjustment operation of the smart socket is terminated.

[0127] The operation steps of searching and processing the abnormal operation status disposal scheme of the smart socket based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment hazard identification parameters and disposal scheme data of sockets in different operation statuses of the smart socket, and generating the search data of the abnormal operation status disposal scheme of the smart socket are as follows:

[0128] S71. Establishing a data set of socket disposal solutions for different types of operating states Where d1 represents the short circuit state analysis data when the smart socket is running jieguo Analyze data for short circuit or overload status of smart socket operation J jieguo Identify data B for overload or dangerous operation status of smart socket electrical equipment jieguo The first different type of operation state socket disposal plan data corresponding to the danger, wherein the first different type of operation state socket disposal plan data d1 indicates that the smart socket executes a power-off instruction;

[0129] Where d2 represents the short circuit state analysis data when the smart socket is running jieguo Analysis data for normal and smart socket operation overload status J jieguo Normal and dangerous operation status identification data of smart socket electrical equipment B jieguo The second different type of operation state socket processing solution data corresponding to normal state, wherein the second different type of operation state socket processing solution data d2 indicates that the smart socket executes the power-off instruction;

[0130] S72, using a unified cost search algorithm to generate the short-circuit state analysis data I of the smart socket operation jieguo , Intelligent socket operation overload status analysis data J jieguo , Intelligent socket electrical equipment dangerous operation status identification data B jieguo The different types of operating status socket handling plan data in the different types of operating status socket handling plan data set D are matched with the characters of the short-circuit state analysis results, overload state analysis results and dangerous operating state identification results of the smart socket electrical equipment, and the smart socket abnormal operating state handling plan search data E is generated based on the character matching results, where the value of E includes any one of d1 and d2.

[0131] Through the cooperation between the socket real-time operating current acquisition unit, the socket real-time operating output power acquisition unit, and the socket electrical equipment operating status image acquisition unit, the real-time operating current, operating output power and socket electrical equipment operating status image parameters of the smart socket are dynamically acquired online, providing data support for the subsequent intelligent analysis of the abnormal operating status of the smart socket; the socket operating short-circuit status analysis unit, the socket operating overload status analysis unit, and the socket electrical equipment dangerous operating status analysis unit cooperate with each other to achieve comprehensive and accurate judgment of the abnormal current state, output power overload state and dangerous operating state of the smart socket electrical equipment based on numerical and image feature analysis, thereby improving the fault perception ability of the smart socket; the socket abnormal operating state disposal plan search unit scientifically matches the abnormal operating state disposal plan of the smart socket based on the operating short-circuit analysis parameters, operating overload analysis parameters, and electrical equipment dangerous identification parameters of the smart socket combined with the intelligent identification algorithm and the disposal plan parameters of sockets with different types of operating states, thereby achieving efficient and accurate planning of the abnormal operating state disposal plan of the smart socket, thereby improving the fault handling ability and safety of the smart socket.

[0132] For further information, see Figure 1 - Figure 2 , according to the intelligent socket abnormal operation status disposal plan, search data to perform the socket abnormal operation status adjustment operation, construct the intelligent socket abnormal operation status adjustment process data and feedback the output operation steps are as follows:

[0133] S81, searching data E according to the abnormal operation state handling plan of the smart socket to control the smart socket to perform the socket abnormal operation state adjustment operation;

[0134] S82, the generated smart socket running short circuit state analysis data I jieguo , Intelligent socket operation overload status analysis data J jieguo , Intelligent socket electrical equipment dangerous operation status identification data Bjieguo The abnormal operation state processing scheme search data E of the smart socket is combined to construct the abnormal operation state adjustment process data G of the smart socket, where G=(I jieguo ,J jieguo ,B jieguo ,E);

[0135] S83, push and feed back the generated smart socket abnormal operation status adjustment process data G to the user end through the mobile communication network.

[0136] Through the socket abnormal operation state adjustment operation execution unit, the socket abnormal operation state adjustment operation is executed timely and efficiently based on the intelligent socket abnormal operation state handling plan, thereby improving the efficiency and reliability of the intelligent socket abnormal operation state adjustment; the socket abnormal operation state adjustment information feedback unit scientifically constructs the intelligent socket abnormal operation state analysis results and abnormal operation state handling plan feedback data, and at the same time combines the mobile communication network to autonomously feedback to the user end, thereby realizing dynamic monitoring of the operation status of the intelligent socket and improving the applicability of the intelligent socket.

[0137] Embodiment 2:

[0138] See also Figure 1 - Figure 2 , a smart socket abnormal operation state adjustment system based on data analysis, used to implement a smart socket abnormal operation state adjustment method based on data analysis, the system includes a smart socket working state analysis module, a smart socket abnormal operation state supervision module, and a smart socket abnormal operation state adjustment feedback module;

[0139] The intelligent socket working state analysis module includes a socket interface real-time state image acquisition unit, a socket interface working state image storage unit, a socket real-time working state judgment unit, and a socket real-time working state judgment result output unit;

[0140] A socket interface real-time state image acquisition unit, which collects socket interface real-time state image data through a cloud lens; a socket interface working state image storage unit, which is used to store socket interface working state image data; a socket real-time working state judgment unit, which performs real-time working state judgment processing of the smart socket according to the socket interface real-time state image data and the socket interface working state image data, and generates smart socket real-time working state judgment data; a socket real-time working state judgment result output unit, which is used to output the smart socket real-time working state judgment data;

[0141] The intelligent socket abnormal operation state supervision module includes a socket real-time operation current acquisition unit, a socket real-time operation output power acquisition unit, a socket electrical equipment operation state image acquisition unit, a socket operation short-circuit current storage unit, a socket operation short-circuit state analysis unit, a socket operation overload output power storage unit, a socket operation overload state analysis unit, a socket electrical equipment dangerous operation state image storage unit, a socket electrical equipment dangerous operation state analysis unit, a socket disposal plan storage unit for different types of operation states, and a socket abnormal operation state disposal plan search unit;

[0142] The socket real-time operating current acquisition unit acquires the socket real-time operating current data through the current sensor; the socket real-time operating output power acquisition unit acquires the socket real-time operating output power data through the power meter; the socket electrical equipment operating status image acquisition unit acquires the socket electrical equipment operating status image data through the cloud lens; the socket operating short-circuit current storage unit is used to store the socket operating short-circuit current data; the socket operating short-circuit status analysis unit performs circuit operating short-circuit status analysis and processing of the smart socket based on the socket real-time operating current data and the socket operating short-circuit current data, and generates smart socket operating short-circuit status analysis data; the socket operating overload output power storage unit is used to store the socket operating overload output power data; the socket operating overload status analysis unit performs circuit operating overload status analysis and processing of the smart socket based on the socket real-time operating output power data and the socket operating overload output power data, and generates Analysis data of the operation overload state of the smart socket; a storage unit for dangerous operation state images of the socket electrical equipment, used to store the image data of dangerous operation state of the socket electrical equipment; an analysis unit for dangerous operation state of the socket electrical equipment, which performs identification processing of the dangerous operation state of the smart socket electrical equipment based on the operation state image data of the socket electrical equipment and the image data of dangerous operation state of the socket electrical equipment, and constructs identification data of dangerous operation state of the smart socket electrical equipment; a storage unit for socket disposal solutions of different types of operation states, used to store disposal solution data of sockets of different types of operation states; a search unit for disposal solutions of abnormal operation state of the socket, which performs search processing of disposal solutions of abnormal operation state of the smart socket based on the operation short circuit analysis parameters, operation overload analysis parameters, dangerous identification parameters of electrical equipment and disposal solution data of sockets of different types of operation states, and generates search data for disposal solutions of abnormal operation state of the smart socket;

[0143] The intelligent socket abnormal operation state adjustment feedback module includes a socket abnormal operation state adjustment operation execution unit and a socket abnormal operation state adjustment information feedback unit.

[0144] The socket abnormal operation state adjustment operation execution unit searches for data according to the intelligent socket abnormal operation state handling plan to execute the socket abnormal operation state adjustment operation; the socket abnormal operation state adjustment information feedback unit is used to construct the intelligent socket abnormal operation state adjustment process data and feedback it to the user end.

[0145] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A method for adjusting abnormal operation status of a smart socket based on data analysis, characterized in that: The method comprises the following steps: S1, collect real-time status image data of the socket interface; S2, performing real-time working state judgment processing of the smart socket according to the real-time state image data of the socket interface and the working state image data of the socket interface, generating and outputting the real-time working state judgment data of the smart socket, and ending the abnormal operation state adjustment operation of the smart socket when it is idle; S3, when in operation, respectively collect the socket real-time operating current data, the socket real-time operating output power data, and the socket electrical equipment operating status image data; S4, performing circuit operation short-circuit status analysis and processing of the smart socket based on the real-time operation current data of the socket and the operation short-circuit current data of the socket, generating analysis data of the operation short-circuit status of the smart socket, and directly executing step S7 when it is a short circuit; S5, when it is normal, the circuit operation overload state of the smart socket is analyzed and processed according to the real-time operation output power data of the socket and the overload output power data of the socket, and the analysis data of the operation overload state of the smart socket is generated. When it is overloaded, the step S7 is directly executed; S6, when it is normal, performing identification processing of the dangerous operation state of the smart socket electrical equipment according to the operating state image data of the socket electrical equipment and the dangerous operation state image data of the socket electrical equipment, constructing identification data of the dangerous operation state of the smart socket electrical equipment, and when it is normal, ending the abnormal operation state adjustment operation of the smart socket; When it is dangerous, execute step S7; S7, based on the operation short circuit analysis parameters, operation overload analysis parameters, electrical equipment hazard identification parameters and different types of operation status socket disposal solution data of the smart socket, perform search processing for abnormal operation status disposal solutions of the smart socket, and generate search data for abnormal operation status disposal solutions of the smart socket; S8. Search data according to the abnormal operation status handling solution of the smart socket, perform the socket abnormal operation status adjustment operation, construct the abnormal operation status adjustment process data of the smart socket and output it as feedback.

2. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 1, characterized in that: The S1 comprises the following steps: S11. The real-time status image of the power plug interface between the smart socket and the power-consuming device is collected in real time through the cloud lens, and the real-time status image data w of the socket interface is generated.

3. The method for adjusting abnormal operation state of intelligent socket based on data analysis according to claim 2 is characterized in that: The S2 comprises the following steps: S21. Establishing socket interface working status image data set A=(a1,,a x ,,a η ), x=1,2,3,,η; where a x represents the xth socket interface working status image data, and n represents the maximum number of socket interface working status images; S22, using a breadth-first search algorithm to compare the w with the a in A. x Perform image feature matching, and generate smart socket real-time working status judgment data A' based on the image feature matching results; When w and a x If the image feature matching is successful, the output A' is working; When w and a x If the image feature matching is not successful, the output A' is idle, and the abnormal operation state adjustment operation of the smart socket is terminated at this time.

4. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 3 is characterized in that: The S3 comprises the following steps: S31, when A' is working, the operating current data in the smart socket circuit is measured online by the current sensor and the real-time operating current data I of the socket is generated, where the unit of I is ampere; The power meter is used to measure the operating output power data of the circuit power supply interface of the smart socket online and generate the real-time operating output power data J of the socket, where the unit of J is watt; The cloud lens is used to capture the operating status image data of the electrical equipment connected to the smart socket power supply interface online and generate the socket electrical equipment operating status image data set B = (b1,,b y ,,b ι ), y = 1, 2, 3,, ι; where b ι represents the ιth collected image data of the operating status of the socket electrical equipment, and ι represents the maximum number of operating status images of the socket electrical equipment.

5. The method for adjusting abnormal operation state of intelligent socket based on data analysis according to claim 4 is characterized in that: The S4 comprises the following steps: S41. Establish socket operation short-circuit current data I duan , where I duan The unit is ampere; S42, the I and the I duan Perform current value comparison and generate smart socket operation short circuit state analysis data I based on the current value comparison result jieguo ; When I ≥ I duan , then the output I jieguo It is a short circuit, and the S7 step is directly executed; When I<I duan , then the output I jieguo is normal.

6. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 5 is characterized in that: The S5 comprises the following steps: S51. Establish socket operation overload output power data J guo , where J guo The unit is Watt; S52, when the I jieguo When it is normal, the J and J guo Perform power value comparison and generate smart socket operation overload status analysis data based on the power value comparison results. jieguo ; When J ≥ J guo , then the output J jieguo If it is overloaded, directly execute step S7; When J<J guo , then the output J jieguo is normal.

7. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 6, characterized in that: The S6 comprises the following steps: S61. Establish a socket electrical equipment dangerous operation state image data set C = (c1,,c z ,,c κ ), z=1,2,3,,κ; where c z represents the image data of the dangerous operation state of the z-th socket electrical equipment, and κ represents the maximum number of types of dangerous operation states of the socket electrical equipment; S62, when the J jieguo When it is normal, the b in B ι The same as the C in c z Perform image feature matching and construct the dangerous operation status recognition data B of smart socket electrical equipment based on the image feature matching results. jieguo , execute and generate the dangerous operation state identification data B of the smart socket electrical equipment jieguo The specific steps are as follows: S621, initialize each nectar source i and nectar source position, that is, the c in C z Initialize to honey source, set the number of honey sources to N, the current number of iterations to t, and the maximum number of iterations to T; Randomly generate the honey source location Q of honey source i in the C search space i ; S622, nectar source location Q i Assign hired bees. At the beginning of the search, hired bees are at the nectar source location Q i Around, search for new nectar source location Q' i , that is, traverse and search for all the c in the C search space z ; S623, based on the new nectar source location Q' i The fitness of b is determined by the greedy selection method to determine the retained nectar source, that is, searching for the nectar source that matches b in the C search space. ι Match the c z Honey source; S624, the employed bees share the nectar source information, and the follower bees conduct searches in the C search space according to the probability value. ι Match the c z Search for nectar sources, and follow the bees according to the nectar source information shared by the employed bees; S625: The follower bees search in the same way as the employed bees and determine the nectar source i to be retained according to the greedy selection method, that is, search for the nectar source i in the C search space that is consistent with the b ι Match the c z ; S626: During the random search of the C search space by the scout bee, if the nectar source location Q i After t iterations of searching, the iteration threshold Ξ is reached and no better nectar source is found. The nectar source location Q i Will be abandoned, and the corresponding hired bees will become scout bees; S627, when the maximum number of iterations T is met, output the b ι With the c z Image feature matching result, otherwise go to S622; S628, the b output according to step S627 ι With the c z Image feature matching results construct the dangerous operation status recognition data B of smart socket electrical equipment jieguo ; When b ι With c z If the image feature matching is successful, then output B jieguo It is dangerous, so go to step S7 directly; When b ι With c z If the image feature matching fails, output B jieguo If the status is normal, the abnormal operation status adjustment operation of the smart socket is terminated.

8. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 7 is characterized in that: The S7 comprises the following steps: S71. Establishing a data set of socket disposal solutions for different types of operating states Where d1 represents when the I jieguo is short-circuited or the J jieguo For overload or the B jieguo The first different type of operation state socket disposal plan data corresponding to the danger, wherein the first different type of operation state socket disposal plan data d1 indicates that the smart socket executes a power-off instruction; Where d2 represents when the I jieguo is normal and the J jieguo is normal and the B jieguo The second different type of operation state socket processing solution data corresponding to normal state, wherein the second different type of operation state socket processing solution data d2 indicates that the smart socket executes the power-off instruction; S72, using a unified cost search algorithm to generate the I jieguo , the J jieguo , said B jieguo The different types of operating status socket handling plan data in D are matched with the characters of the short-circuit status analysis results, overload status analysis results and dangerous operating status identification results of the smart socket electrical equipment, and the smart socket abnormal operating status handling plan search data E is generated based on the character matching results, where the value of E includes any one of d1 and d2.

9. The method for adjusting abnormal operation state of a smart socket based on data analysis according to claim 7, characterized in that: The S8 comprises the following steps: S81, controlling the smart socket according to the E to perform an abnormal operation state adjustment operation of the socket; S82, the generated I jieguo 、The J jieguo , said B jieguo Combined with the data of E to construct the intelligent socket abnormal operation state adjustment process data G, where G = (I jieguo ,J jieguo ,B jieguo ,E); S83: Push the generated G to the user end via the mobile communication network.

10. A system for adjusting the abnormal operation state of a smart socket based on data analysis, used to implement the method for adjusting the abnormal operation state of a smart socket based on data analysis according to any one of claims 1 to 9, characterized in that: The system includes a smart socket working state analysis module, a smart socket abnormal operation state supervision module, and a smart socket abnormal operation state adjustment feedback module.

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