CN117239747A - Dormitory safety electricity utilization control method and system based on model identification - Google Patents
Dormitory safety electricity utilization control method and system based on model identification Download PDFInfo
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Abstract
The application provides a dormitory safety electricity utilization control method and system based on model identification, which relate to the technical field of electricity utilization management, and are used for acquiring an electricity utilization sample data set and identifying a plurality of change nodes, outputting a conversion record index by combining an electricity utilization access conversion module, acquiring a user category, matching a first user identification model or a second user identification model, evaluating and acquiring a first interruption instruction, interrupting the electricity utilization of abnormal users based on a circuit breaker, solving the technical problems that the prior art lacks a systematic full-period electricity utilization management mode, the management mode is single, the targeted effective management cannot be carried out for the differentiated electricity utilization, the user combination degree is lower, the electricity utilization management effect is poor, the visualized synchronous display of equipment electricity utilization disconnection is carried out by taking a user block chain as a reference, and the targeted accurate electricity utilization overall management based on the user type is carried out by combining the user identification model, so that the control of the dormitory electricity utilization safety is realized.
Description
Technical Field
The application relates to the technical field of electricity management, in particular to a control method and a system for dormitory safety electricity utilization based on model identification.
Background
Universities and the like are mainly managed by accommodation systems, effective management of safety electricity utilization aiming at dormitories is a current key problem, the management and control amount is large, the fluctuation is strong, the safety electricity utilization problem is increasingly prominent, and certain personal and property threats exist. At present, the management mode for integrated power consumption is mostly based on a unified management mode, analysis processing for a load end is carried out, and the management and control energy efficiency is limited. In the prior art, a systematic full-period electricity management mode is lacked, the management mode is single, targeted effective management cannot be carried out aiming at differentiated electricity consumption, and the user combination degree is low, so that the electricity consumption management and control effect is poor.
Disclosure of Invention
The application provides a control method and a system for dormitory safety electricity utilization based on model identification, which are used for solving the technical problems that in the prior art, a full-period electricity utilization management mode lacking in systemicity is single in management mode, targeted effective management cannot be carried out on differentiated electricity utilization, the user combination degree is low, and the electricity utilization management and control effect is poor.
In view of the above problems, the application provides a control method and a system for dormitory safety electricity utilization based on model identification.
In a first aspect, the application provides a control method for dormitory safety electricity utilization based on model identification, which comprises the following steps:
acquiring an electricity consumption sample data set, and acquiring a plurality of change nodes by carrying out change node identification on the electricity consumption sample data set;
inputting the plurality of change nodes into an electricity utilization access conversion module, and converting and recording the plurality of change nodes according to the electricity utilization access conversion module to output conversion record indexes, wherein the electricity utilization access conversion module displays conversion through a recording block;
acquiring the user category of the electricity consumption sample data set;
establishing a dual-mode user identification model, wherein the dual-mode user identification model is in communication connection with the electricity utilization access conversion module, and comprises a first user identification model and a second user identification model, wherein the first user identification model is a girl user, and the second user identification model is a male user;
inputting the user category into the dual-mode user identification model, positioning the matched first user identification model or second user identification model, inputting the conversion record index into the first user identification model or the second user identification model for evaluation, and obtaining a first interrupt instruction;
and the circuit breaker interrupts the power consumption of the abnormal user according to the first interrupt instruction.
In a second aspect, the present application provides a control system for dormitory safety electricity based on model identification, the system comprising:
the node identification module is used for acquiring a power consumption sample data set, and acquiring a plurality of change nodes by carrying out change node identification on the power consumption sample data set;
the node conversion recording module is used for inputting the power utilization access conversion modules by the plurality of change nodes, carrying out conversion recording on the plurality of change nodes according to the power utilization access conversion modules, and outputting conversion recording indexes, wherein the power utilization access conversion modules display conversion through a recording block;
the user category acquisition module is used for acquiring the user category of the electricity consumption sample data set;
the model building module is used for building a dual-mode user identification model, the dual-mode user identification model is in communication connection with the electricity utilization access conversion module, the dual-mode user identification model comprises a first user identification model and a second user identification model, wherein the first user identification model is a girl user, and the second user identification model is a girl user;
the index evaluation module is used for inputting the user category into the dual-mode user identification model, positioning the matched first user identification model or second user identification model, inputting the conversion record index into the first user identification model or the second user identification model for evaluation, and obtaining a first interrupt instruction;
and the abnormal interruption control module is used for interrupting the electricity consumption of the abnormal user by the circuit breaker according to the first interruption instruction.
One or more technical schemes provided by the application have at least the following technical effects or advantages:
according to the dormitory safety electricity utilization control method based on model identification, an electricity utilization sample data set is obtained, change node identification is carried out, a plurality of change nodes are obtained, change records are carried out on the plurality of change nodes according to the electricity utilization access conversion module, a change record index is output, a user type of the electricity utilization sample data set is obtained, a dual-mode user identification model is established, the dual-mode user identification model is in communication connection with the electricity utilization access conversion module and comprises a first user identification model and a second user identification model, the user type is input into the dual-mode user identification model, the first user identification model or the second user identification model which are well positioned and matched are evaluated to obtain a first interrupt instruction, a circuit breaker interrupts electricity utilization of abnormal users according to the first interrupt instruction, the problem that in the prior art, a full-period electricity utilization management mode which lacks systematicness is relatively single, effective management cannot be carried out aiming at different electricity utilization is solved, the user combination degree is relatively low, the problem that electricity utilization management effect is poor is caused, the user connection performance is accurately carried out, the user performance is accurately carried out on the power utilization link is based on the reference, and the user safety control is realized, and the user safety risk is accurately controlled by the user identification model.
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FIG. 1 is a schematic flow chart of a control method for dormitory safety electricity utilization based on model identification;
FIG. 2 is a schematic diagram of a module connection flow in a control method for dormitory safety electricity utilization based on model identification;
fig. 3 is a schematic diagram of a control system structure for dormitory safety electricity utilization based on model identification.
Reference numerals illustrate: the system comprises a node identification module 11, a node conversion recording module 12, a user category acquisition module 13, a model establishment module 14, an index evaluation module 15 and an abort control module 16.
Detailed Description
The application provides a control method and a system for dormitory safety electricity consumption based on model identification, which are used for acquiring an electricity consumption sample data set and identifying a plurality of change nodes, outputting a conversion record index by combining an electricity consumption access conversion module, acquiring a user category, establishing a dual-mode user identification model, positioning and matching the first user identification model or the second user identification model, evaluating the conversion record index to acquire a first interruption instruction, and interrupting the electricity consumption of an abnormal user by a circuit breaker according to the first interruption instruction.
Example 1
As shown in fig. 1 and 2, the application provides a control method for dormitory safety electricity utilization based on model identification, which comprises the following steps:
s1: acquiring an electricity consumption sample data set, and acquiring a plurality of change nodes by carrying out change node identification on the electricity consumption sample data set;
universities and the like are mainly subjected to accommodation management, the effective management of safety electricity utilization of dormitories of an aggregate is the current key problem, the management and control amount is large, the fluctuation is strong, the safety electricity utilization problem is increasingly prominent, and certain personal and property threats exist.
And collecting electricity sample data of all users who are concentrated in the accommodation, for example, calling electricity records in a preset historical time interval, performing frequent item mining, determining periodic electricity habit characteristics of all users, integrating time sequence identification, and correlating with mapped users to be used as an electricity sample data set which is a reference for electricity management.
S2: inputting the plurality of change nodes into an electricity utilization access conversion module, and converting and recording the plurality of change nodes according to the electricity utilization access conversion module to output conversion record indexes, wherein the electricity utilization access conversion module displays conversion through a recording block;
wherein, the application S2 further comprises:
s21: performing block storage according to the users corresponding to the electricity sample data sets to obtain user block chains, wherein the electricity sample data of one user corresponds to each block;
s22: identifying power utilization change nodes in each block in the user block chain to obtain a plurality of change nodes, wherein the change nodes comprise equipment access nodes and equipment disconnection nodes;
s23: and synchronously connecting the user block chain with the electricity utilization access conversion module, and synchronously recording and displaying according to the equipment access node and the equipment disconnection node by the electricity utilization access conversion module.
And inputting the plurality of change nodes into the electricity utilization conversion module, carrying out conversion record aiming at the plurality of change nodes, namely carrying out the same-frequency display of the on-off of the mapping visual display lamp beads along with the synchronization of the equipment access node and the equipment disconnection node, and recording the real-time display quantity and the display duration, and outputting the real-time display quantity and the display duration as the conversion record indexes. The power utilization access conversion module displays conversion through the recording block, and the recording block is a recording execution block for node conversion.
Specifically, a storage block is configured for each user, the electricity sample data set mapped by the user is extracted and stored, and a plurality of storage blocks corresponding to each user are determined. And taking each storage block as a link node and connecting links, for example, taking dormitory distribution of users as a connection standard, and sequentially connecting the link nodes corresponding to each storage block to generate the user block chain.
And further, aiming at each block in the user block chain, taking the connection and disconnection of the electric equipment as identification standards, carrying out identification extraction on the equipment access node and the equipment disconnection node, wherein the nodes are time nodes with the identification of the electric equipment, and carrying out normalization on the extracted nodes to generate the plurality of change nodes. Preferably, the device access node and the device disconnection node of the same electric equipment can be identified in a combined way. Wherein each block, i.e. each user, has at least two change nodes, i.e. the connection and disconnection of at least one consumer, respectively.
And synchronously connecting the user block chain with the electricity utilization access conversion module, and performing synchronous record display of the equipment access node and the equipment disconnection node, wherein the mapped visual display lamp beads are displayed in the same frequency along with the change of the equipment access node and the equipment disconnection node.
Wherein, according to the power utilization access conversion module, synchronous record display is performed according to the equipment access node and the equipment disconnection node, the application S23 further comprises:
s231: the power utilization access conversion module is synchronized, wherein the power utilization access conversion module comprises a conversion display module, the conversion display module is composed of a plurality of visual display lamp beads, and the number of the lamp beads of the visual display lamp beads is determined through presetting;
s232: when the device is synchronized to the device access node, switching and controlling one lamp bead to continuously lighten according to the duration of the device access node, and when the device is synchronized to the device disconnection node, switching and controlling one lamp bead to extinguish, and recording the real-time display quantity and the display duration;
s233: and outputting the real-time display quantity and the display duration as conversion record indexes.
Wherein, the application also has S234, including:
s2341: based on the user block chain and the terminal equipment of the corresponding user, the user queries the display state of the conversion display module through the login terminal equipment;
s2342: and when the display duration is longer than the preset duration, acquiring first reminding information, and sending the first reminding information to the terminal equipment to carry out abnormal reminding on the user.
The power utilization access conversion module is a functional module for performing power utilization access visualization and is convenient for power utilization state monitoring. The power utilization access conversion module comprises the conversion display module, namely, the power utilization access conversion module consists of a plurality of visual display lamp beads, and the on-off of the visual display lamp beads and the on-off of the electric equipment are in the same frequency. The number of the visual display lamp beads is determined through the preset, namely, the number of the visual display lamp beads is configured based on actual display requirements, such as the number of users, is an indefinite value, and the number of the visual display lamp beads is required to be adaptively adjusted based on the number of the implementation management and control users so as to meet the visual display requirements.
Each visual display lamp bead performs synchronous on-off display control based on an equipment access node and an equipment disconnection node, namely, when the equipment access node is synchronized, the mapped visual display lamp bead is lightened, and the continuous lightening of the visual display lamp bead is controlled based on the duration of the equipment access node, namely, the equipment use time; and when the equipment disconnection node is synchronized, performing the extinguishing control of the visual display lamp beads in the mapping mode. And recording the number of the visible light beads, namely the implementation display number and the display duration, and outputting the implementation display number and the display duration as conversion record indexes, wherein the conversion record indexes are used for representing the real-time electricity utilization condition of each user in the dormitory and are used for carrying out overall supervision of the dormitory electricity utilization, so that the implementation of orderly management and control is facilitated.
Meanwhile, aiming at the existing abnormal electricity utilization condition, user warning needs to be performed in time. Specifically, the communication connection between the user block chain and the terminal equipment of the corresponding user is established, and the terminal equipment can be electronic equipment such as a mobile phone, a tablet and the like. The user can log in the terminal equipment to inquire the display state of the conversion display module, and can inquire the real-time display state. The preset duration is the running duration of the maximum power consumption equipment set independently, and when the display duration is longer than the preset duration, namely, the corresponding visual display lamp beads are in an overrun state in a continuous long-time lighting time, the abnormal power consumption condition is indicated, for example, a memo switch is set, and the first reminding information is generated. And the first reminding information is sent to the terminal equipment of the user mapped by the visual display lamp beads, abnormal electricity consumption reminding is carried out on the user, and the user can timely process the abnormal display condition based on the electricity consumption live condition so as to avoid electricity consumption risks.
S3: acquiring the user category of the electricity consumption sample data set;
the user categories comprise a boy user and a girl user, the electricity consumption sample data set is traversed, the attribution user category of each piece of electricity consumption sample data is determined and identified, and the user categories of the electricity consumption sample data set are determined; the male users are generally connected with large-scale electric equipment, such as computers, game machines and the like, and the male users are high in power, small in number and long in duration, and conduct targeted management and control based on electricity utilization habits aiming at different user types, so that the actual fitness of management can be effectively improved, and the management energy efficiency can be improved.
S4: establishing a dual-mode user identification model, wherein the dual-mode user identification model is in communication connection with the electricity utilization access conversion module, and comprises a first user identification model and a second user identification model, wherein the first user identification model is a girl user, and the second user identification model is a male user;
wherein, the application S4 further comprises:
s41: establishing a conversion sample index-fault probability based on a first user category as training data and first identification information for identifying a safety index, and training the first user identification model;
s42: after the first user identification model is called, performing migration learning based on a conversion sample index-fault probability of a second user category as training data and second identification information for identifying a safety index to obtain the second user identification model;
and after the weight training ratio based on the real-time display quantity and the display duration in the first user identification model is replaced, the weight training ratio based on the real-time display quantity and the display duration in the second user identification model is used as the weight training ratio.
The dual-mode user identification module is an analysis model for carrying out power consumption fault identification, the dual-mode user identification module is in communication connection with the power consumption access conversion module, and fault probability analysis is carried out on the conversion record indexes circulated by the power consumption access conversion module so as to generate early warning information for abnormal power consumption. The dual mode user identification model includes the first user identification model constructed for girl users and the second user identification model constructed for men users.
The concrete construction mode is as follows: the first user category is girl user category, based on an electricity management system, electricity consumption record data are called, the conversion sample index, the fault probability and the identification safety index are extracted in a record-by-record mode, the data are generated data, the data can be directly obtained through record identification, mapping association is conducted on the conversion sample index, the fault probability and the identification safety index, the conversion sample index-fault probability is used as training data, the identification safety index is used as first identification information, feedforward neural network training is conducted, the first user identification model meeting convergence conditions is generated, and the convergence conditions can be model training accuracy.
Similarly, the second user category is a male user category, the conversion sample index-fault probability based on the second user category is extracted as training data, second identification information based on an identification safety index is extracted, and the second user identification model meeting convergence conditions is generated through migration learning based on the invoked first user identification model, namely, based on the same training data acquisition mode, based on the same model construction mode and based on different sample data.
The first user identification model and the second user identification model are different in user type, and user power utilization states are different, so that safety coefficient judgment standards are different. Namely, based on the difference between the real-time display quantity and the weight training ratio of the display duration, the replacement of the configured weight training ratio is needed in the actual model training process. Illustratively, for real-time display quantity: display duration: the fault probability is shown as 4:4:3, and as the girl is mostly caused by factors such as small electric equipment, the safety coefficient of the girl is higher than that of the girl under the same display state, namely the weight training ratio of the model is different, and the model is trained based on the difference, so that the user fit and analysis accuracy and effectiveness of the model can be effectively improved.
Wherein, the application also exists in S43, which comprises:
s431: based on the user annual feature as a newly added feature, performing incremental training on the first user identification model and the second user identification model respectively to obtain N first branches and N second identification branches, wherein N is a positive integer greater than or equal to 0;
the preset security evaluation indexes corresponding to the branches in the N first branches and the N second branches are gradually decreased.
In practice, as the years of accommodation users increase, the corresponding electric equipment and electric consumption gradually increase each year, so that the risk degree under the same electric field scene is properly reduced, namely, the threshold value of early warning interruption of abnormal electric consumption is properly relaxed. Specifically, the user age is used as the new feature, incremental training is performed on the first user identification model, for example, four years are used as the user age feature, and as the electric equipment and the electricity consumption are gradually increased year by year, the threshold value for measuring early warning interruption of abnormal electricity consumption is gradually widened year by year, namely, the preset security assessment index is gradually decreased, N first branches are generated, wherein N is a positive integer greater than or equal to 0, the number of N corresponds to the user age one by one, the specific mode of model training in the application is the same as that of the steps, and specific training data are different.
Similarly, for the second user identification model, model increment training with the user age as a newly added feature is performed, the N second identification branches are generated, and power consumption analysis of the user is performed based on the first identification branch and the second identification branch mapped to the corresponding user age, so that the actual adaptation degree of an analysis mechanism can be effectively improved, and the result accuracy is improved.
S5: inputting the user category into the dual-mode user identification model, positioning the matched first user identification model or second user identification model, inputting the conversion record index into the first user identification model or the second user identification model for evaluation, and obtaining a first interrupt instruction;
s6: and the circuit breaker interrupts the power consumption of the abnormal user according to the first interrupt instruction.
Wherein, the conversion record index is input into the first user identification model or the second user identification model for evaluation, and the application S5 further comprises:
s51: when the user category of the electricity consumption sample data set is girl, connecting the first user identification model, inputting the real-time display quantity and the display duration into the first user identification model, and outputting a first safety evaluation index;
s52: when the user category of the electricity consumption sample data set is male, connecting the second user identification model, inputting the real-time display quantity and the display duration into the second user identification model, and outputting a second safety evaluation index;
s53: and when the first safety evaluation index or the second safety evaluation index is smaller than the preset safety evaluation index, acquiring a first interrupt instruction.
And taking the user category as a matching standard, inputting the user category into the dual-mode user identification model, matching the first user identification model or the second user identification model which accords with the user category, inputting the conversion record index into an identification branch which accords with the user age characteristic in the user identification model based on the matched user identification model, and carrying out targeted electricity analysis.
Specifically, when the user category of the electricity consumption sample data set is girl, connecting the first user identification model in the dual-mode user identification model, inputting the conversion record index, namely the real-time display quantity and the display duration, into the first user identification model, calling a first identification branch conforming to the user age characteristic, carrying out analysis decision of a safety evaluation index, and outputting the first safety evaluation index. Similarly, when the user category of the electricity consumption sample data set is a boy, connecting the second user identification model in the dual-mode user identification model, inputting the conversion record index, namely the real-time display quantity and the display duration into the second user identification model, calling a second identification branch conforming to the user age characteristic to carry out analysis decision, determining the second security assessment index and outputting the second security assessment index.
And setting the preset safety evaluation index, namely, the critical safety evaluation index which is custom-set by a person skilled in the art and is used for measuring the wind control overrun. And correcting the preset safety evaluation indexes of the first safety evaluation index and the second safety evaluation index, and when the preset safety evaluation indexes are smaller than the preset safety evaluation indexes, characterizing that the power consumption risk exceeds the standard and potential safety hazards exist, and generating the first interruption instruction, namely, executing instruction of electric equipment connection interruption. And along with the receiving of the first interrupt instruction, the circuit breaker controls the abnormal electric equipment to execute the access forced interrupt control so as to perform the effective electric wind control management.
The control method for dormitory safety electricity utilization based on model identification provided by the application has the following technical effects:
1. the method comprises the steps of obtaining a power consumption sample data set, identifying a plurality of change nodes, combining a power consumption access conversion module to output conversion record indexes, obtaining user types, matching a first user identification model or a second user identification model, evaluating and obtaining a first interrupt instruction, interrupting power consumption of an abnormal user based on a circuit breaker, solving the technical problems that in the prior art, due to a lack of a systematic full-period power consumption management mode, a management mode is single, targeted effective management cannot be carried out on differential power consumption, the user combination degree is low, the power consumption management effect is poor, the user block chain is used as a reference, visual synchronous display of equipment power connection and disconnection is carried out, and combining a dual-mode user identification model, so that targeted accurate power consumption overall management based on the user types is carried out, and the control of the effective risk of dormitory power consumption safety is realized.
2. Aiming at the user category, taking difference of power consumption of men and women as a benchmark, taking into account a plurality of different dimensions, establishing a targeted dual-mode user identification model, taking into account the conversion record index of equipment power consumption and the difference of power consumption of the user category, and realizing accurate power consumption safety analysis and evaluation of high user compliance; based on the electricity consumption state trend state under the user age shift, model increment training is carried out, and the user suitability of the model is further improved.
Example two
Based on the same inventive concept as the control method of dormitory safety electricity based on model identification in the foregoing embodiment, as shown in fig. 3, the present application provides a control system of dormitory safety electricity based on model identification, the system comprising:
the node identification module 11 is configured to obtain a power consumption sample data set, and obtain a plurality of change nodes by performing change node identification on the power consumption sample data set;
the node conversion recording module 12 is configured to input the power utilization access conversion module with the plurality of change nodes, perform conversion recording on the plurality of change nodes according to the power utilization access conversion module, and output a conversion recording index, where the power utilization access conversion module displays conversion through a recording block;
a user category obtaining module 13, where the user category obtaining module 13 is configured to obtain a user category of the electricity consumption sample data set;
the model building module 14 is configured to build a dual-mode user identification model, where the dual-mode user identification model is communicatively connected with the power access conversion module, and the dual-mode user identification model includes a first user identification model and a second user identification model, and the first user identification model is a girl user, and the second user identification model is a girl user;
the index evaluation module 15 is configured to input the user category into the dual-mode user identification model, locate the matched first user identification model or second user identification model, input the conversion record index into the first user identification model or the second user identification model for evaluation, and obtain a first interrupt instruction;
and the abnormal interruption control module 16 is used for interrupting the power consumption of the abnormal user by the circuit breaker according to the first interruption instruction.
Wherein the node conversion record module 12 further comprises:
the user block chain acquisition module is used for carrying out block storage according to the user corresponding to the electricity consumption sample data set to acquire a user block chain, wherein the electricity consumption sample data of a corresponding user in each block;
the change node identification module is used for identifying power utilization change nodes in each block in the user block chain to obtain a plurality of change nodes, wherein the change nodes comprise equipment access nodes and equipment disconnection nodes;
and the node synchronous display module is used for synchronously connecting the user block chain with the power utilization access conversion module, and synchronously recording and displaying according to the power utilization access conversion module and the equipment access node and the equipment disconnection node.
Wherein, the node synchronization display module further comprises:
the synchronization module is used for synchronizing the power utilization access conversion module, wherein the power utilization access conversion module comprises a conversion display module, the conversion display module comprises a plurality of visual display lamp beads, and the number of the lamp beads of the visual display lamp beads is determined through preset;
the lamp bead display recording module is used for controlling one lamp bead to continuously lighten according to the duration conversion of the equipment access node when the equipment access node is synchronized, controlling one lamp bead to extinguish according to the duration conversion when the equipment access node is synchronized, and recording the real-time display quantity and the display duration;
and the conversion record index output module is used for outputting the real-time display quantity and the display duration as the conversion record index.
Wherein the system further comprises:
the communication connection establishment module is used for carrying out communication connection with the terminal equipment of the corresponding user based on the user block chain, and the user inquires the display state of the conversion display module through logging in the terminal equipment;
the abnormal reminding module is used for obtaining first reminding information when the display duration is longer than the preset duration, and sending the first reminding information to the terminal equipment to carry out abnormal reminding on the user.
Wherein the index evaluation module 15 further comprises:
the first safety evaluation index output module is used for connecting the first user identification model when the user category of the electricity consumption sample data set is girl, inputting the real-time display quantity and the display duration into the first user identification model and outputting a first safety evaluation index;
the second safety evaluation index output module is used for connecting the second user identification model when the user category of the electricity consumption sample data set is male, inputting the real-time display quantity and the display duration into the second user identification model and outputting a second safety evaluation index;
the first interrupt instruction acquisition module is used for acquiring a first interrupt instruction when the first safety evaluation index or the second safety evaluation index is smaller than a preset safety evaluation index.
Wherein the system further comprises:
the system comprises a first user identification model training module, a second user identification model training module and a first user identification model generation module, wherein the first user identification model training module is used for establishing a conversion sample index-fault probability based on a first user category as training data and first identification information for identifying a safety index to train the first user identification model;
the second user identification model training module is used for carrying out transfer learning based on the conversion sample index-fault probability of the second user category as training data and second identification information for identifying the safety index after the first user identification model is called, so as to acquire the second user identification model;
and after the weight training ratio based on the real-time display quantity and the display duration in the first user identification model is replaced, the weight training ratio based on the real-time display quantity and the display duration in the second user identification model is used as the weight training ratio.
Wherein the system further comprises:
the model increment training module is used for performing increment training on the first user identification model and the second user identification model respectively based on the new feature of the user age feature to obtain N first branches and N second identification branches, wherein N is a positive integer greater than or equal to 0;
the preset security evaluation indexes corresponding to the branches in the N first branches and the N second branches are gradually decreased.
Through the foregoing detailed description of a method for controlling dormitory safety electricity utilization based on model identification, those skilled in the art can clearly know a method and a system for controlling dormitory safety electricity utilization based on model identification in this embodiment, and for the device disclosed in the embodiment, the description is relatively simple because it corresponds to the method disclosed in the embodiment, and relevant points refer to the description of the method section.
The previous description of the disclosed embodiments is provided to enable any person skilled in the art to make or use the present application. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the application. Thus, the present application is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
Claims (8)
1. A control method for dormitory safety electricity utilization based on model identification, which is characterized by comprising the following steps:
acquiring an electricity consumption sample data set, and acquiring a plurality of change nodes by carrying out change node identification on the electricity consumption sample data set;
inputting the plurality of change nodes into an electricity utilization access conversion module, and converting and recording the plurality of change nodes according to the electricity utilization access conversion module to output conversion record indexes, wherein the electricity utilization access conversion module displays conversion through a recording block;
acquiring the user category of the electricity consumption sample data set;
establishing a dual-mode user identification model, wherein the dual-mode user identification model is in communication connection with the electricity utilization access conversion module, and comprises a first user identification model and a second user identification model, wherein the first user identification model is a girl user, and the second user identification model is a male user;
inputting the user category into the dual-mode user identification model, positioning the matched first user identification model or second user identification model, inputting the conversion record index into the first user identification model or the second user identification model for evaluation, and obtaining a first interrupt instruction;
and the circuit breaker interrupts the power consumption of the abnormal user according to the first interrupt instruction.
2. The method of claim 1, wherein the method further comprises:
performing block storage according to the users corresponding to the electricity sample data sets to obtain user block chains, wherein the electricity sample data of one user corresponds to each block;
identifying power utilization change nodes in each block in the user block chain to obtain a plurality of change nodes, wherein the change nodes comprise equipment access nodes and equipment disconnection nodes;
and synchronously connecting the user block chain with the electricity utilization access conversion module, and synchronously recording and displaying according to the equipment access node and the equipment disconnection node by the electricity utilization access conversion module.
3. The method of claim 2, wherein the synchronizing record display is performed according to the device access node and the device disconnection node according to the power utilization access conversion module, the method comprising:
the power utilization access conversion module is synchronized, wherein the power utilization access conversion module comprises a conversion display module, the conversion display module is composed of a plurality of visual display lamp beads, and the number of the lamp beads of the visual display lamp beads is determined through presetting;
when the device is synchronized to the device access node, switching and controlling one lamp bead to continuously lighten according to the duration of the device access node, and when the device is synchronized to the device disconnection node, switching and controlling one lamp bead to extinguish, and recording the real-time display quantity and the display duration;
and outputting the real-time display quantity and the display duration as conversion record indexes.
4. A method as claimed in claim 3, wherein the method further comprises:
based on the user block chain and the terminal equipment of the corresponding user, the user queries the display state of the conversion display module through the login terminal equipment;
and when the display duration is longer than the preset duration, acquiring first reminding information, and sending the first reminding information to the terminal equipment to carry out abnormal reminding on the user.
5. The method of claim 3, wherein inputting the conversion record index into the first user identification model or the second user identification model for evaluation, the method further comprising:
when the user category of the electricity consumption sample data set is girl, connecting the first user identification model, inputting the real-time display quantity and the display duration into the first user identification model, and outputting a first safety evaluation index;
when the user category of the electricity consumption sample data set is male, connecting the second user identification model, inputting the real-time display quantity and the display duration into the second user identification model, and outputting a second safety evaluation index;
and when the first safety evaluation index or the second safety evaluation index is smaller than the preset safety evaluation index, acquiring a first interrupt instruction.
6. The method of claim 5, wherein the method further comprises:
establishing a conversion sample index-fault probability based on a first user category as training data and first identification information for identifying a safety index, and training the first user identification model;
after the first user identification model is called, performing migration learning based on a conversion sample index-fault probability of a second user category as training data and second identification information for identifying a safety index to obtain the second user identification model;
and after the weight training ratio based on the real-time display quantity and the display duration in the first user identification model is replaced, the weight training ratio based on the real-time display quantity and the display duration in the second user identification model is used as the weight training ratio.
7. The method of claim 5, wherein the method further comprises:
based on the user annual feature as a newly added feature, performing incremental training on the first user identification model and the second user identification model respectively to obtain N first branches and N second identification branches, wherein N is a positive integer greater than or equal to 0;
the preset security evaluation indexes corresponding to the branches in the N first branches and the N second branches are gradually decreased.
8. A control system for dormitory safety electricity utilization based on model identification, the system comprising:
the node identification module is used for acquiring a power consumption sample data set, and acquiring a plurality of change nodes by carrying out change node identification on the power consumption sample data set;
the node conversion recording module is used for inputting the power utilization access conversion modules by the plurality of change nodes, carrying out conversion recording on the plurality of change nodes according to the power utilization access conversion modules, and outputting conversion recording indexes, wherein the power utilization access conversion modules display conversion through a recording block;
the user category acquisition module is used for acquiring the user category of the electricity consumption sample data set;
the model building module is used for building a dual-mode user identification model, the dual-mode user identification model is in communication connection with the electricity utilization access conversion module, the dual-mode user identification model comprises a first user identification model and a second user identification model, wherein the first user identification model is a girl user, and the second user identification model is a girl user;
the index evaluation module is used for inputting the user category into the dual-mode user identification model, positioning the matched first user identification model or second user identification model, inputting the conversion record index into the first user identification model or the second user identification model for evaluation, and obtaining a first interrupt instruction;
and the abnormal interruption control module is used for interrupting the electricity consumption of the abnormal user by the circuit breaker according to the first interruption instruction.
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