Intelligent Socket Control System and Control Method Based on Multi-Channel Independent Control Circuit

Abstract

The present application discloses an intelligent socket control system and a control method based on a multi-channel independent control circuit. The system includes: a control module, which obtains the user power consumption information of the user terminal corresponding to the intelligent socket control system and the device type corresponding to the electrical device connected to the intelligent socket control system, and constructs the power consumption behavior information corresponding to the user terminal according to the user power consumption information; a multi-channel intelligent sub-control module, which includes a plurality of independent control circuits, each independent control circuit is connected to an electrical device, and each independent control circuit at least includes a relay unit and a sensor array, and the sensor array includes a current sensor, a voltage sensor and a temperature sensor; wherein, the control module obtains the circuit sensing information collected by each sensor array; and generates the timing control information corresponding to each independent control circuit according to a plurality of circuit sensing information, power consumption behavior information and the device type corresponding to each independent control circuit, for controlling the power supply of the electrical device.

Description

Technical Field

[0001] The present application relates to the field of power electronics technology, and particularly to an intelligent socket control system and control method based on a multi-channel independent control circuit. Background Art

[0002] Traditional intelligent socket control systems usually adopt a centralized control mode and cannot independently control and manage multiple electrical devices. This centralized control mode results in poor system flexibility and is difficult to meet the personalized electricity consumption needs of users. In addition, existing systems lack the ability to monitor the operating status of electrical devices in real time, cannot timely detect abnormal operating conditions of the devices, and there are potential safety hazards. For example, when an electrical device experiences overload, short circuit, or abnormal temperature, existing systems often cannot take effective protection measures in a timely manner, which may lead to device damage or safety accidents.

[0003] In recent years, some improved intelligent socket control systems have begun to introduce sensor technology to monitor the operating status of electrical devices. However, these systems usually only use a single type of sensor (such as a current sensor or a voltage sensor) and cannot comprehensively perceive the operating environment of the devices. Due to the lack of comprehensive monitoring of multi-dimensional information such as current, voltage, and temperature, the capabilities of these systems in fault diagnosis and abnormal handling are still limited.

[0004] In addition, existing intelligent socket control systems also have deficiencies in electricity consumption behavior management. Most systems only rely on preset control rules or user manual operations and lack the ability to deeply analyze user electricity consumption behavior and make intelligent decisions. This passive control mode is difficult to achieve intelligent management and optimization of device power supply and cannot effectively improve energy utilization efficiency.

[0005] Therefore, there is an urgent need for an intelligent socket control system and control method based on a multi-channel independent control circuit to solve at least one of the above technical problems. Summary of the Invention

[0006] The present application provides an intelligent socket control system and control method based on a multi-channel independent control circuit, aiming to solve the deficiencies existing in the existing intelligent socket control systems in electricity consumption behavior management.

[0007] In a first aspect, the present application provides an intelligent socket control system based on a multi-channel independent control circuit, including:

[0008] A control module, the control module obtains the user electricity consumption information of the user terminal corresponding to the intelligent socket control system and the device type of the electrical device connected to the intelligent socket control system, and the control module constructs the electricity consumption behavior information corresponding to the user terminal according to the user electricity consumption information;

[0009] The multi-channel intelligent sub-control module includes multiple independent control circuits. Each of the independent control circuits is connected to one of the electrical devices. Each of the independent control circuits includes at least a relay unit and a sensor array. The sensor array includes a current sensor, a voltage sensor, and a temperature sensor;

[0010] Wherein, the control module acquires the circuit sensing information collected by each of the sensor arrays; the control module generates the timing control information corresponding to each of the independent control circuits according to the multiple circuit sensing information, the electricity consumption behavior information, and the device type corresponding to each of the independent control circuits;

[0011] The control module controls the relay of each of the independent control circuits to supply power to the electrical device according to the timing control information.

[0012] In some embodiments, it further includes: a safety protection module, which at least includes an overload protection circuit, a short-circuit protection circuit, and a thermal fuse; wherein, if the control module determines that the intelligent socket control system is in an abnormal state, the control module controls the safety protection module and the relay to stop the power supply of the intelligent socket control system at the same time, so as to achieve multi-level linkage protection in the abnormal state.

[0013] In some embodiments, the control module generates the timing control information corresponding to each of the independent control circuits according to the multiple circuit sensing information, the electricity consumption behavior information, and the device type corresponding to each of the independent control circuits, including: the control module analyzes the user behavior information to obtain the historical electricity consumption information corresponding to the user terminal, the time stamp corresponding to the historical electricity consumption information, and the historical electricity consumption device type; the control module constructs the electricity consumption mode prediction model corresponding to the user terminal according to the historical electricity consumption information, the time stamp corresponding to the historical electricity consumption information, and the historical electricity consumption device type; the control module inputs the device type corresponding to each of the independent control circuits and the current time stamp into the electricity consumption mode prediction model, and the electricity consumption mode prediction model outputs the predicted electricity consumption information corresponding to the user terminal; the control module optimizes the predicted electricity consumption information according to the circuit sensing information to generate the timing control information.

[0014] Exemplarily, optimizing the predicted power consumption information according to the circuit sensing information to generate the timing control information includes: the control module analyzes the predicted power consumption information to obtain the predicted power supply information corresponding to each independent control circuit; the control module constructs a constraint condition according to the circuit sensing information corresponding to each independent control circuit; the control module calculates a power supply safety factor according to the constraint condition and the predicted power supply information corresponding to each independent control circuit; the control module determines the independent control circuit with the corresponding power supply safety factor less than the preset threshold as the target circuit, and optimizes the predicted power supply information corresponding to the target circuit; the control module generates the timing control information according to the optimized predicted power supply information.

[0015] It should be noted that in some embodiments, the predicted power supply information at least includes the predicted power supply power; the circuit sensing information at least includes the current temperature, the current voltage, and the current current; the control module calculates the power supply safety factor according to the constraint condition and the predicted power supply information corresponding to each independent control circuit, including: the control module obtains the maximum power consumption parameters of the electrical equipment corresponding to each independent control circuit; the maximum power consumption parameters at least include the maximum power consumption, the maximum temperature, the rated voltage, and the maximum current; the control module adds the maximum power consumption parameters to the constraint condition; the control module calculates the power supply safety factor according to the updated constraint condition and the predicted power supply information corresponding to each independent control circuit.

[0016] It should be noted that in some embodiments, the expression of the power supply safety factor includes:

[0017] ;

[0018] where is the power supply safety factor of the th independent control circuit; , , and are respectively the predicted power supply power, the current temperature, the current voltage, and the current current of the th independent control circuit; , , and are respectively the maximum power consumption, the maximum temperature, the rated voltage, and the maximum current of the electrical equipment corresponding to the th independent control circuit; , , and are respectively the weight coefficients corresponding to power, temperature, voltage, and current.

[0019] It should be noted that, in some embodiments, the predicted power supply information at least includes the power supply time, the power supply power, and the load distribution; optimizing the predicted power supply information corresponding to the target circuit includes: obtaining the deviation value between the power supply safety factor of the target circuit and the preset threshold; based on a preset optimization algorithm, optimizing the power supply time, the power supply power, and the load distribution according to the constraint conditions and the deviation value corresponding to the target circuit to obtain the optimized predicted power supply information; calculating the power supply safety factor corresponding to the optimized predicted power supply information until the power supply safety factor is greater than or equal to the preset threshold.

[0020] In some embodiments, the control module constructs an anomaly detection model corresponding to each independent control circuit according to the device type of the electrical equipment corresponding to each independent control circuit; when the control module controls the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information, the control module inputs the circuit sensing information of each independent control circuit into the anomaly detection model and outputs the anomaly detection information corresponding to the independent control circuit; the control module dynamically adjusts the timing control information according to the anomaly detection information to ensure the normal operation of each independent control circuit.

[0021] In some embodiments, before the control module controls the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information, it further includes: the control module parses the timing control information to obtain a plurality of time nodes corresponding to the timing control information, the electrical behavior and the power supply power corresponding to each time node; the control module obtains the importance information corresponding to each electrical behavior; updates the corresponding power supply power according to the importance information corresponding to each electrical behavior; and completes the update of the timing control information according to the updated power supply power of each to reduce the power consumption corresponding to the timing control information.

[0022] In a second aspect, the present application provides a control method based on a multi-channel independent control circuit, which is applied to the control module of the intelligent socket control system provided in any embodiment of the present application. The method includes:

[0023] Obtaining the user power consumption information of the user terminal corresponding to the intelligent socket control system, and constructing the electrical behavior information corresponding to the user terminal according to the user power consumption information;

[0024] Obtaining the device type of the electrical equipment connected to the intelligent socket control system;

[0025] Obtaining the circuit sensing information collected by the sensor array of each independent control circuit;

[0026] Generate the timing control information corresponding to each of the independent control circuits based on the multiple circuit sensing information, electricity consumption behavior information, and the device type corresponding to each independent control circuit;

[0027] Control the relay of each independent control circuit to supply power to the electrical device according to the timing control information.

[0028] This application discloses an intelligent socket control system and control method based on a multi-channel independent control circuit. The intelligent socket control system mainly includes:

[0029] 1. Control module: responsible for obtaining user electricity consumption information, constructing electricity consumption behavior information, and generating timing control information based on the circuit sensing information collected by the sensor array. The control module obtains the user electricity consumption information of the user terminal and the device type of the electrical device connected to the intelligent socket control system. Construct the electricity consumption behavior information corresponding to the user terminal according to the user electricity consumption information. Obtain the circuit sensing information collected by each sensor array. Generate the timing control information corresponding to each independent control circuit based on the multiple circuit sensing information, electricity consumption behavior information, and the device type corresponding to each independent control circuit. Control the relay of each independent control circuit to supply power to the electrical device according to the timing control information.

[0030] 2. Multi-channel intelligent sub-control module: includes multiple independent control circuits, each independent control circuit is connected to an electrical device, and includes a relay unit and a sensor array (current sensor, voltage sensor, and temperature sensor). The multi-channel intelligent sub-control module includes multiple independent control circuits, and each independent control circuit is connected to an electrical device. Each independent control circuit includes a relay unit and a sensor array (current sensor, voltage sensor, and temperature sensor). The sensor array collects the current, voltage, and temperature information of the circuit in real time and transmits the information to the control module.

[0031] By connecting each electrical device through an independent control circuit, individual control of each electrical device is achieved, avoiding the problem of multiple devices sharing a control channel in the traditional socket system. By analyzing the user electricity consumption behavior information and the circuit sensing information collected by the sensor array, the system can generate intelligent timing control information to realize intelligent management of the power supply to the electrical device. The sensor array monitors the current, voltage, and temperature information of the circuit in real time to ensure the safe operation of the electrical device and can detect and handle abnormal situations in a timely manner.

[0032] The provided system has at least the following beneficial effects:

[0033] 1. Intelligent electricity management: By analyzing the user electricity consumption behavior information and the circuit sensing information, the system can realize intelligent management of the power supply to the electrical device, reduce the dependence on manual operation by the user, and improve the energy utilization efficiency.

[0034] 2. Improve energy utilization efficiency: The system can generate intelligent timing control information based on the user's electricity consumption behavior and device type, optimize the power supply time and power supply method of electrical equipment, thereby improving energy utilization efficiency.

[0035] 3. Enhance safety: The sensor array monitors the current, voltage, and temperature information of the circuit in real time, can detect abnormal situations such as overload and short circuit in a timely manner, and cut off the power supply through the relay unit to avoid equipment damage and potential safety hazards.

[0036] 4. Personalized control: Since each electrical equipment has an independent control circuit, users can set personalized control rules according to the needs of different equipment to meet the electricity consumption requirements in different scenarios.

[0037] 5. Reduce energy consumption: Through intelligent power consumption management, the system can effectively reduce energy waste, reduce the user's electricity bill, and at the same time reduce the impact on the environment.

[0038] In summary, this application provides an intelligent socket control system and control method based on a multi-channel independent control circuit. Through intelligent electricity consumption behavior analysis and real-time monitoring technology, it realizes intelligent management and optimization of the power supply of electrical equipment, improves energy utilization efficiency and safety, and has broad application prospects.

[0039] It should be understood that the above general description and the following detailed description are only exemplary and explanatory, and cannot limit this application. BRIEF DESCRIPTION OF THE DRAWINGS

[0040] In order to more clearly illustrate the technical solutions of the embodiments of this application, the following will briefly introduce the drawings required for the description of the embodiments. Obviously, the following drawings are some embodiments of this application. For those of ordinary skill in the art, without creative efforts, other drawings can also be obtained based on these drawings.

[0041] Figure 1 is a schematic block diagram of the structure of an intelligent socket control system based on a multi-channel independent control circuit provided by an embodiment of this application;

[0042] Figure 2 is a schematic flowchart of the steps of a control method based on a multi-channel independent control circuit provided by an embodiment of this application;

[0043] Figure 3 is a schematic block diagram of the structure of a control module provided by an embodiment of this application.

[0044] It should be understood that the above general description and the following detailed description are only exemplary and explanatory, and cannot limit this application. Detailed implementation manners

[0045] The following will clearly and completely describe the technical solutions in the embodiments of the present application with reference to the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are some, but not all, of the embodiments of the present application. All other embodiments obtained by those of ordinary skill in the art based on the embodiments in the present application without creative efforts shall fall within the protection scope of the present application.

[0046] The flowcharts shown in the accompanying drawings are only illustrative examples, and do not necessarily include all contents and operations / steps, nor do they necessarily need to be executed in the described order. For example, some operations / steps can also be decomposed, combined, or partially merged. Therefore, the actual execution order may change according to the actual situation.

[0047] It should be understood that in order to facilitate the clear description of the technical solutions in the embodiments of the present invention, in the embodiments of the present invention, terms such as "first" and "second" are used to distinguish identical or similar items with basically the same functions and roles. Those skilled in the art can understand that the terms "first" and "second" do not limit the quantity and execution order, and the terms "first" and "second" do not necessarily mean different.

[0048] It should be understood that the terms used in the specification of the present application are only for the purpose of describing specific embodiments and are not intended to limit the present application. As used in the specification of the present application and the appended claims, unless clearly indicated otherwise in the context, the singular forms "a", "an", and "the" are intended to include the plural forms.

[0049] It should also be understood that the term " / and" used in the specification of the present application and the appended claims refers to any combination and all possible combinations of one or more of the related listed items, and includes these combinations.

[0050] The following will describe in detail some implementation manners of the present application with reference to the accompanying drawings. Without conflict, the following embodiments and the features in the embodiments can be combined with each other.

[0051] Traditional intelligent socket control systems usually adopt a centralized control mode and cannot independently control and manage multiple electrical devices. This centralized control mode results in poor system flexibility and is difficult to meet the personalized electricity consumption needs of users. In addition, the existing system lacks the ability to monitor the operating status of electrical devices in real time, cannot timely detect abnormal operating conditions of the devices, and there are potential safety hazards. For example, when an electrical device has overload, short circuit, or abnormal temperature, the existing system often cannot take effective protection measures in time, which may cause device damage or lead to safety accidents.

[0052] In recent years, some improved intelligent socket control systems have begun to introduce sensor technology to monitor the operating status of electrical devices. However, these systems usually only adopt a single type of sensor (such as a current sensor or a voltage sensor) and cannot comprehensively perceive the operating environment of the devices. Due to the lack of comprehensive monitoring of multi-dimensional information such as current, voltage, and temperature, the capabilities of these systems in fault diagnosis and anomaly handling are still limited.

[0053] In addition, the existing intelligent socket control systems also have deficiencies in power consumption behavior management. Most systems only rely on preset control rules or manual operations by users, lacking in-depth analysis of users' power consumption behavior and intelligent decision-making capabilities. This passive control mode is difficult to achieve intelligent management and optimization of device power supply and cannot effectively improve energy utilization efficiency.

[0054] Therefore, there is an urgent need for an intelligent socket control system and control method based on a multi-channel independent control circuit to solve at least one of the above technical problems.

[0055] To solve the above problems, please refer to Figure 1 , this application provides an intelligent socket control system based on a multi-channel independent control circuit, including: a control module, which obtains the user power consumption information of the user terminal corresponding to the intelligent socket control system and the device type corresponding to the electrical device connected to the intelligent socket control system, and the control module constructs the power consumption behavior information corresponding to the user terminal according to the user power consumption information; a multi-channel intelligent sub-control module, including a plurality of independent control circuits ( Figure 1 The 3 in are only examples, and this application does not limit the number of independent control circuits), each independent control circuit is connected to one electrical device, and each independent control circuit at least includes a relay unit and a sensor array, and the sensor array includes a current sensor, a voltage sensor, and a temperature sensor; wherein, the control module obtains the circuit sensing information collected by each sensor array; the control module generates the timing control information corresponding to each independent control circuit according to the plurality of circuit sensing information, power consumption behavior information, and the device type corresponding to each independent control circuit; the control module controls the relay of each independent control circuit to supply power to the electrical device according to the timing control information.

[0056] Specifically, the intelligent socket control system based on a multi-channel independent control circuit provided by this application aims to solve the deficiencies of traditional intelligent socket control systems in terms of flexibility, security, fault diagnosis, and power consumption behavior management. By introducing a multi-channel independent control circuit and a comprehensive sensor array, this system realizes independent control and comprehensive monitoring of multiple electrical devices.

[0057] The control module is the core of the entire system and is responsible for obtaining the power consumption information of the user terminal and the types of electrical devices connected. Based on this information, the control module constructs the user's power consumption behavior information, providing data support for subsequent intelligent decision-making.

[0058] The multi-channel intelligent sub-control module includes multiple independent control circuits, and each circuit is connected to an electrical device. Each independent control circuit at least includes the following components:

[0059] Relay unit: Used to control the power supply of the electrical device.

[0060] Sensor array: Includes current sensors, voltage sensors, and temperature sensors, used to comprehensively monitor the operating status of the electrical device.

[0061] Based on the circuit sensing information collected by the sensor array, the user's power consumption behavior information, and the device type corresponding to each independent control circuit, the control module generates the timing control information for each independent control circuit. This information is used to precisely control the power supply of each electrical device.

[0062] The specific usage methods of the provided system can include:

[0063] 1. System initialization:

[0064] User information acquisition: The control module obtains the user's power consumption information and device type through the user terminal.

[0065] Sensor calibration: Calibrate the sensor array of each independent control circuit to ensure data accuracy.

[0066] 2. Real-time monitoring and control:

[0067] Data acquisition: The sensor array real-time collects current, voltage, and temperature data.

[0068] Data processing: The control module processes the collected data to generate power consumption behavior information.

[0069] Fault diagnosis: Conduct fault diagnosis based on multi-dimensional information, such as overload, short circuit, or abnormal temperature.

[0070] Intelligent decision-making: Based on the power consumption behavior information and the results of fault diagnosis, generate timing control information.

[0071] Execution control: The control module controls the power supply of the electrical device through the relay unit according to the timing control information.

[0072] 3. User interaction:

[0073] Status feedback: The system real-time feedbacks the operating status and fault information of the electrical device through the user terminal.

[0074] Personalized settings: Users can set personalized power control rules through the user terminal according to their own needs.

[0075] The provided system can independently control multiple electrical devices through a multi-channel independent control circuit to meet the personalized power consumption needs of users. The comprehensive sensor array comprehensively monitors the operating status of electrical devices, discovers and processes abnormal situations in a timely manner, and effectively prevents equipment damage and safety accidents. The comprehensive monitoring and analysis of multi-dimensional information improve the system's ability in fault diagnosis and abnormal situation handling. Through in-depth analysis of users' power consumption behaviors and intelligent decision-making, the system can achieve intelligent management and optimization of equipment power supply, and improve energy utilization efficiency.

[0076] In summary, the intelligent socket control system based on a multi-channel independent control circuit provided by this application solves the deficiencies of traditional intelligent socket control systems in terms of flexibility, safety, fault diagnosis, and power consumption behavior management by introducing advanced sensor technologies and intelligent control algorithms.

[0077] In some embodiments, it further includes: a safety protection module, which at least includes an overload protection circuit, a short-circuit protection circuit, and a thermal fuse; wherein, if the control module determines that the intelligent socket control system is in an abnormal state, the control module controls the safety protection module and the relay to stop the power supply of the intelligent socket control system simultaneously, realizing multi-level linkage protection in the abnormal state.

[0078] The overload protection circuit is used to automatically cut off the power supply when it detects that the current of the electrical device exceeds the rated value, preventing equipment overload.

[0079] The short-circuit protection circuit is used to immediately cut off the power supply when it detects a short circuit in the circuit, preventing safety accidents such as fires caused by short circuits.

[0080] The thermal fuse is used to automatically disconnect the fuse when it detects that the temperature of the device rises abnormally, preventing the device from being damaged due to overheating.

[0081] The control module monitors the current, voltage, and temperature data collected by the sensor array in real time to determine whether the system is in an abnormal state. When the control module determines that the system is in an abnormal state, it simultaneously controls the safety protection module and the relay to stop the power supply, realizing multi-level linkage protection. The system notifies the user of the abnormal state and the execution status of the protection measures in real time through the user terminal. The system records the execution status of each abnormal state and protection measure for subsequent analysis and maintenance.

[0082] Through multiple protections of the overload protection circuit, short-circuit protection circuit and thermal fuse, it effectively prevents equipment damage and safety accidents. The multi-level linkage protection mechanism ensures that the power supply can be quickly cut off in abnormal states, reducing the impact of faults on the equipment and system. The real-time status notification and fault recording functions enable users to timely understand the system status.

[0083] In some embodiments, the control module generates timing control information corresponding to each independent control circuit according to a plurality of the circuit sensing information, power consumption behavior information, and the device type corresponding to each independent control circuit, including: the control module analyzes the user behavior information to obtain the historical power consumption information corresponding to the user terminal, the time stamp corresponding to the historical power consumption information, and the historical power consumption device type; the control module constructs a power consumption mode prediction model corresponding to the user terminal according to the historical power consumption information, the time stamp corresponding to the historical power consumption information, and the historical power consumption device type; the control module inputs the device type corresponding to each independent control circuit and the current time stamp into the power consumption mode prediction model, and the power consumption mode prediction model outputs the predicted power consumption information corresponding to the user terminal; the control module optimizes the predicted power consumption information according to the circuit sensing information to generate the timing control information.

[0084] The control module analyzes the user behavior information to obtain the historical power consumption information, the corresponding time stamp, and the power consumption device type of the user terminal. According to the historical power consumption information, the time stamp, and the device type, a power consumption mode prediction model of the user terminal is constructed. This model can predict the user's power consumption demand for different devices at different time periods. The device type corresponding to each independent control circuit and the current time stamp are input into the power consumption mode prediction model, and the model outputs the predicted power consumption information. The control module optimizes the predicted power consumption information according to the circuit sensing information collected by the sensor array to generate more accurate timing control information. According to the optimized predicted power consumption information, the timing control information of each independent control circuit is generated to control the power supply of the electrical equipment.

[0085] Through the power consumption mode prediction model, the system can intelligently predict the user's power consumption demand, optimize the power supply timing of the equipment, and improve the energy utilization efficiency. According to the user's historical power consumption behavior and device type, the system can provide personalized power consumption control solutions to meet the user's personalized needs. The introduction of the power consumption mode prediction model enables the system to have the ability of intelligent decision-making, actively adapt to the user's power consumption behavior, and improve the intelligent level of the system.

[0086] Exemplarily, optimizing the predicted power consumption information according to the circuit sensing information to generate the timing control information includes: the control module analyzes the predicted power consumption information to obtain the predicted power supply information corresponding to each independent control circuit; the control module constructs constraint conditions according to the circuit sensing information corresponding to each independent control circuit; the control module calculates the power supply safety factor according to the constraint conditions and the predicted power supply information corresponding to each independent control circuit; the control module determines the independent control circuit with the corresponding power supply safety factor less than the preset threshold as the target circuit, and optimizes the predicted power supply information corresponding to the target circuit; the control module generates the timing control information according to the optimized predicted power supply information.

[0087] The control module analyzes the predicted power consumption information to obtain the predicted power supply information corresponding to each independent control circuit (such as predicted power supply power, power supply time, etc.). Constraint conditions are constructed according to the circuit sensing information (such as current temperature, current voltage, current current) of each independent control circuit to evaluate the power supply safety. The control module calculates the power supply safety factor of each independent control circuit according to the constraint conditions and the predicted power supply information. The independent control circuit with the power supply safety factor less than the preset threshold is determined as the target circuit for optimization. The predicted power supply information of the target circuit is optimized to generate new predicted power supply information. The timing control information of each independent control circuit is generated according to the optimized predicted power supply information.

[0088] Through the calculation and optimization of the power supply safety factor, ensure the power supply safety of each independent control circuit, and prevent equipment overload, overheating or voltage abnormality. Dynamically adjust the power supply power and time according to the constraint conditions and the predicted power supply information, optimize the energy distribution, and improve the energy utilization efficiency. By optimizing the predicted power supply information, reduce the possibility of abnormal system operation, and enhance the stability and reliability of the system.

[0089] It should be noted that in some embodiments, the predicted power supply information at least includes the predicted power supply power; the circuit sensing information at least includes the current temperature, the current voltage and the current current; the control module calculates the power supply safety factor according to the constraint conditions and the predicted power supply information corresponding to each independent control circuit, including: the control module obtains the maximum power consumption parameters of the electrical equipment corresponding to each independent control circuit; the maximum power consumption parameters at least include the maximum power consumption, the maximum temperature, the rated voltage and the maximum current; the control module adds the maximum power consumption parameters to the constraint conditions; the control module calculates the power supply safety factor according to the updated constraint conditions and the predicted power supply information corresponding to each independent control circuit.

[0090] The control module obtains the maximum power consumption parameters of the electrical equipment corresponding to each independent control circuit, including the maximum power consumption, maximum temperature, rated voltage, and maximum current. Add the maximum power consumption parameters to the constraint conditions to further limit the power supply range and ensure the safe operation of the equipment. According to the updated constraint conditions and predicted power supply information, calculate the power supply safety factor of each independent control circuit. By introducing the maximum power consumption parameters, more accurate constraint conditions are constructed to ensure that the calculation of the power supply safety factor is more scientific and reasonable. The addition of the maximum power consumption parameters effectively prevents the equipment from operating under over-power, over-temperature, or over-current conditions and extends the equipment life. The clarity of the constraint conditions improves the calculation efficiency of the power supply safety factor and optimizes the response speed of the system.

[0091] It should be noted that in some embodiments, the expression of the power supply safety factor includes:

[0092] ;

[0093] Where, is the power supply safety factor of the th independent control circuit; , , and are the predicted power supply power, current temperature, current voltage, and current current of the th independent control circuit respectively; , , and are the maximum power consumption, maximum temperature, rated voltage, and maximum current corresponding to the electrical equipment of the th independent control circuit respectively; , , and are the weight coefficients corresponding to power, temperature, voltage, and current respectively. At the same time, + + + = 1. Where, ( ) Exponential function: used for non-linear punishment of power deviation, the greater the deviation, the more significant the punishment. ( ) Logarithmic function: used for smoothing the temperature deviation to avoid the influence of extreme values on the result. () Error function: used for non-linear mapping of current deviation, the greater the deviation, the closer the mapping value is to the limit.

[0094] The expression comprehensively considers the information in four dimensions of power, temperature, voltage and current, and comprehensively evaluates the power supply safety. Through the weight coefficient, the system can dynamically adjust the weights of each dimension according to actual needs. The expression is based on mathematical modeling to ensure the scientific and reasonable calculation of the power supply safety factor and improve the decision-making ability of the system.

[0095] It should be noted that in some embodiments, the predicted power supply information at least includes power supply time, power supply power and load distribution; optimizing the predicted power supply information corresponding to the target circuit includes: obtaining the deviation value between the power supply safety factor of the target circuit and the preset threshold; based on a preset optimization algorithm, according to the constraint conditions and deviation value corresponding to the target circuit, optimizing the power supply time, power supply power and load distribution, and obtaining the optimized predicted power supply information; calculating the power supply safety factor corresponding to the optimized predicted power supply information until the power supply safety factor is greater than or equal to the preset threshold.

[0096] Obtain the deviation value between the power supply safety factor of the target circuit and the preset threshold. Based on a preset optimization algorithm (such as gradient descent method, genetic algorithm, etc.), according to the constraint conditions and deviation value of the target circuit, optimize the power supply time, power supply power and load distribution. Calculate the power supply safety factor corresponding to the optimized predicted power supply information until it is greater than or equal to the preset threshold.

[0097] Through the optimization algorithm, quickly find the optimal power supply time, power and load distribution scheme to improve the optimization efficiency. The iterative optimization process ensures that the power supply safety factor always meets the preset threshold, ensuring the safe operation of the equipment and the system. The optimized predicted power supply information improves the energy utilization efficiency and stability of the system and enhances the overall performance.

[0098] In some embodiments, the control module constructs an anomaly detection model corresponding to each independent control circuit according to the device type of the electrical equipment corresponding to each independent control circuit; when the control module controls the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information, the control module inputs the circuit sensing information of each independent control circuit into the anomaly detection model and outputs the anomaly detection information corresponding to the independent control circuit; the control module dynamically adjusts the timing control information according to the anomaly detection information to ensure the normal operation of each independent control circuit.

[0099] The control module constructs corresponding anomaly detection models according to the device types of the electrical devices corresponding to each independent control circuit. For example, for air conditioning devices, the model may focus on changes in temperature and current; for lighting devices, the model may focus on changes in voltage and power. The anomaly detection models are trained through historical data and machine learning algorithms to enable them to accurately identify the abnormal states of the devices. For example, support vector machines (SVMs) or neural network models are used for classification and prediction.

[0100] When the control module controls the power supply of the relay according to the timing control information, the circuit sensing information (such as current, voltage, temperature, etc.) of each independent control circuit is input into the anomaly detection model. The anomaly detection model outputs the anomaly detection information corresponding to each independent control circuit, which is used to determine whether the device is in an abnormal state. For example, the model may output status information such as "normal", "overload", "short circuit", or "temperature anomaly".

[0101] If the anomaly detection information indicates that the device is in an abnormal state, the control module dynamically adjusts the timing control information according to the type of anomaly (such as overload, short circuit, temperature anomaly, etc.). For example, for an overload state, the control module may reduce the power supply or temporarily cut off the power. The adjusted timing control information is used to control the power supply behavior of the relay to ensure that the device operates within a safe range. For example, the control module may reallocate the power supply time or adjust the power supply to restore the normal operation of the device.

[0102] Through the anomaly detection model, the system can timely detect the abnormal states of the devices, improving the accuracy and response speed of fault detection. For example, the model can quickly issue an alarm when the device has an overload or short circuit, reducing the impact of the fault on the system. Dynamically adjusting the timing control information enables the system to flexibly respond to the abnormal states of the devices, reducing the occurrence of device damage and safety accidents. For example, the system can automatically adjust the power supply strategy according to the abnormal state to ensure that the device operates within a safe range. Through real-time monitoring and adjustment, the system can ensure that the device operates in an optimal state, improving energy utilization efficiency and device lifespan. For example, the system can automatically reduce the power supply when the device overheats to prevent the device from being damaged due to overheating.

[0103] In some embodiments, before the control module controls the relay of each independent control circuit to supply power to the electrical device according to the timing control information, it further includes: the control module parses the timing control information to obtain a plurality of time nodes corresponding to the timing control information, the electrical behavior and power supply corresponding to each time node; the control module obtains the importance information corresponding to each electrical behavior; updates the corresponding power supply according to the importance information corresponding to each electrical behavior; and completes the update of the timing control information according to the updated power supply for each to reduce the power consumption corresponding to the timing control information.

[0104] The control module analyzes the timing control information to obtain multiple time nodes and the corresponding power consumption behaviors and power supply powers for each time node. For example, the system may analyze that between 8:00 and 9:00 in the morning, the power supply powers of the air conditioner and lighting equipment are 1.5 kW and 0.5 kW respectively.

[0105] The control module analyzes the power consumption behaviors corresponding to each time node to determine their importance and priority. For example, the air conditioner may be marked as highly important during high-temperature periods in summer, while night lighting may be marked as less important.

[0106] The control module obtains the importance information corresponding to each power consumption behavior. For example, through user settings or historical data analysis, determine the importance levels of different power consumption behaviors. According to the importance information, sort the power consumption behaviors by priority to determine which behaviors need to be prioritized for power supply. For example, highly important power consumption behaviors (such as air conditioners) take precedence over less important power consumption behaviors (such as night lighting).

[0107] According to the importance information of each power consumption behavior, update the corresponding power supply power. For example, reduce the power supply power of less important power consumption behaviors, or increase the power supply power of highly important power consumption behaviors. According to the updated power supply power, complete the update of the timing control information. For example, the system may reallocate the power supply time or adjust the power supply power to optimize energy utilization. By optimizing the power supply power, reduce the power consumption corresponding to the timing control information to achieve the energy-saving goal. For example, the system can reduce the power supply power during off-peak hours to reduce energy consumption.

[0108] By optimizing the power supply power, the system can reduce unnecessary energy consumption and improve energy utilization efficiency. For example, the system can reduce the power supply power during periods of less important power consumption behaviors to reduce energy waste. According to the importance information of power consumption behaviors, the system can prioritize the power supply for highly important power consumption behaviors to meet the priority needs of users. For example, the system can prioritize the power supply for air conditioners during high-temperature periods to ensure user comfort. By reducing power consumption, the system can help users reduce electricity bills and improve economic benefits. For example, the system can reduce the power supply power during off-peak hours to reduce electricity bills.

[0109] Please refer to Figure 2 , Figure 2 which is a schematic flowchart of a control method based on a multi-channel independent control circuit provided by an embodiment of the present application. The execution device of the method is the control module of the sensor provided by any embodiment of the present application.

[0110] As Figure 2As shown, the provided method includes steps S101 to S105. Among them, the control module can be a handheld terminal, a laptop, a wearable device, a robot, etc., which is used to implement steps S101 to S105 and their corresponding embodiments.

[0111] Step S101. Obtain the user's electricity consumption information of the user terminal corresponding to the intelligent socket control system, and construct the electricity consumption behavior information corresponding to the user terminal according to the user's electricity consumption information.

[0112] Specifically, the control module obtains the user's electricity consumption information through the user terminal (such as a smart phone, a tablet computer, a smart watch, etc.). This information includes the user's electricity consumption time, the type of electrical equipment, the electricity consumption, the electricity consumption frequency, etc. For example, the system can record that the user uses the coffee machine between 7:00 and 8:00 in the morning, and uses the TV and air conditioner between 7:00 and 10:00 in the evening, etc. The control module constructs the electricity consumption behavior information corresponding to the user terminal through data analysis technology. The electricity consumption behavior information includes the user's electricity consumption habits, electricity consumption preferences, peak electricity consumption periods, etc. For example, the system can analyze that the user uses the air conditioner more frequently in summer, and uses heating equipment more in winter.

[0113] For example, collect the user's electricity consumption data through the application on the user terminal or the sensors built in the intelligent socket control system. For example, the system can record the number of times, duration, and power consumption of the user using different devices every day. Use data analysis algorithms (such as clustering analysis, time series analysis, machine learning algorithms, etc.) to analyze the collected electricity consumption data and identify the user's electricity consumption behavior patterns. For example, the system can classify the user's electricity consumption behavior into categories such as "daily electricity consumption", "seasonal electricity consumption", and "temporary electricity consumption" through clustering analysis. According to the analysis results, generate electricity consumption behavior information, including electricity consumption time, type of electrical equipment, electricity consumption, etc. For example, the system can generate the user's electricity consumption behavior report at different time periods to help the user understand their electricity consumption habits.

[0114] By constructing the electricity consumption behavior information, the system can control electricity consumption according to the user's personalized needs, improving user satisfaction. For example, the system can automatically adjust the power supply time according to the user's electricity consumption habits, reducing the user's manual operation. After understanding the user's electricity consumption habits, the system can optimize the electricity consumption time and reduce energy waste. For example, the system can automatically reduce the power supply power during the periods when the user does not often use, reducing unnecessary energy consumption. By analyzing the user's electricity consumption behavior, the system can provide personalized electricity consumption suggestions to help the user use electric power resources more reasonably and improve the user experience.

[0115] Step S102. Obtain the device type corresponding to the electrical equipment connected to the intelligent socket control system.

[0116] Specifically, the control module obtains the device type corresponding to the electrical device connected to the smart socket control system. The device types include air conditioners, refrigerators, washing machines, televisions, lighting equipment, etc. For example, the system can identify whether the connected device is an air conditioner or a refrigerator through the device's own identification code or the sensor of the smart socket control system.

[0117] According to the equipment type, the control module further analyzes the power consumption characteristics of the equipment, such as power demand, operation mode, energy consumption curve, etc. For example, air conditioning equipment usually requires higher power when starting, and the power demand will decrease after stable operation.

[0118] The type of connected electrical equipment is identified through the equipment's own identification code (such as MAC address, equipment model, etc.) or the sensor of the smart socket control system. For example, the system can obtain the model and type information of the equipment by communicating with the equipment. The identified equipment type information is stored in the database of the control module for subsequent analysis. For example, the system can establish an equipment information library to record the type, power demand, operating mode, etc. of each device. According to the equipment type, the power consumption characteristics of the equipment are further analyzed, such as power demand, operating mode, energy consumption curve, etc. For example, the system can analyze the power peak of the air-conditioning equipment at startup, and the power demand after stable operation.

[0119] After understanding the type of equipment, the system can perform precise control based on the characteristics of the equipment and improve control efficiency. For example, the system can adjust the power supply strategy based on the power requirements of the air-conditioning equipment to ensure that the equipment operates in the optimal state. By identifying the type of equipment, the system can prevent possible equipment failures in advance and improve system stability. For example, the system can monitor the operating status of refrigerator equipment, detect abnormalities in time and issue alarms. By analyzing the power consumption characteristics of the equipment, the system can optimize the power supply strategy and reduce energy waste. For example, the system can automatically cut off the power supply when the equipment is not running to reduce standby energy consumption.

[0120] Step S103: Acquire circuit sensing information collected by the sensor array of each independent control circuit.

[0121] Specifically, the control module obtains the circuit sensing information collected by the sensor array of each independent control circuit. This information includes current, voltage, temperature, power factor, etc. For example, the system can monitor the current value of the circuit through the current sensor and monitor the temperature change of the circuit through the temperature sensor. Through the sensor array, the system can monitor the operating status of each independent control circuit in real time and detect abnormal conditions in time. For example, the system can monitor whether the current of the circuit exceeds the rated value or whether the temperature is too high.

[0122] Configure a sensor array in each independent control circuit to collect circuit sensing information in real time. For example, the system can install current sensors, voltage sensors, and temperature sensors in each circuit. Transmit the collected sensing information to the control module for further processing. For example, the system can transmit the sensing data to the control module through wireless communication technologies (such as Wi-Fi, Bluetooth, etc.). The control module analyzes the collected sensing information to determine whether the operating state of the circuit is normal. For example, the system can judge whether there is a short circuit or overload in the circuit by analyzing the changes in current and voltage.

[0123] By collecting circuit sensing information in real time, the system can detect circuit anomalies in a timely manner and improve safety. For example, the system can immediately issue an alarm when the circuit is overloaded to prevent accidents.

[0124] The sensing information provides a data basis for the generation of subsequent timing control information, improving control accuracy. For example, the system can adjust the power supply strategy according to the changes in current and voltage to ensure that the circuit operates within a safe range.

[0125] By analyzing the sensing information, the system can perform fault diagnosis to help users quickly locate problems. For example, the system can judge whether there is overheating in the circuit by analyzing the data of the temperature sensor.

[0126] Step S104. Generate timing control information corresponding to each independent control circuit according to the multiple circuit sensing information, electricity consumption behavior information, and the device type corresponding to each independent control circuit.

[0127] Specifically, the control module generates timing control information corresponding to each independent control circuit according to the multiple circuit sensing information, electricity consumption behavior information, and the device type corresponding to each independent control circuit. The timing control information includes power supply time, power supply power, load distribution, etc. For example, the system can generate a power supply schedule according to the user's electricity consumption habits and the power requirements of the devices. According to the generated information, formulate the control strategy for each independent control circuit, including power supply time, power supply power, etc. For example, the system can automatically reduce the power supply power during periods when the user is not commonly using electricity to reduce energy consumption.

[0128] Integrate circuit sensing information, electricity consumption behavior information, and device type information, and use algorithms (such as optimization algorithms, machine learning algorithms, etc.) to generate timing control information. For example, the system can generate an optimal power supply schedule through an optimization algorithm to ensure that the device operates in an optimal state. According to the generated information, formulate control strategies for each independent control circuit, including power supply time, power supply power, etc. For example, the system can adjust the power supply strategy according to the power demand of the device to ensure that the device operates within a safe range. Dynamically update the timing control information according to the real-time collected sensing information and changes in user electricity consumption behavior. For example, the system can automatically adjust the power supply schedule according to changes in the user's electricity consumption habits.

[0129] By generating timing control information, the system can efficiently control each independent control circuit and improve the system operation efficiency. For example, the system can adjust the power supply strategy according to the power demand of the device to ensure that the device operates in an optimal state. The timing control information ensures that the circuit operates within a safe range and reduces the occurrence of faults. For example, the system can adjust the power supply strategy according to changes in current and voltage to prevent circuit overload or short circuit. By optimizing the power supply strategy, the system can reduce energy waste and lower electricity costs. For example, the system can automatically reduce the power supply power during periods when the user is not using the device frequently to reduce unnecessary energy consumption.

[0130] Step S105. Control the relay of each independent control circuit to supply power to the electrical device according to the timing control information.

[0131] Specifically, the control module controls the relay of each independent control circuit to supply power to the electrical device according to the timing control information. For example, the system can control the switch of the relay according to the power supply schedule to achieve power supply control for the electrical device. By controlling the switch of the relay, power supply control for the electrical device is achieved. For example, the system can automatically turn on or off the device at the time set by the user, reducing the user's manual operation. Convert the timing control information into a control signal and transmit it to the relay of each independent control circuit. For example, the system can transmit the control signal to the relay through wireless communication technology. According to the control signal, operate the switch of the relay to achieve power supply control for the electrical device. For example, the system can automatically turn on or off the device at the time set by the user, reducing the user's manual operation. The relay feeds back the power supply status to the control module to ensure the accuracy of power supply control. For example, the system can judge whether the device is powered normally through the information fed back by the relay.

[0132] By controlling the relay, the system can accurately control the power supply of each electrical device, improving the control accuracy. For example, the system can automatically adjust the power supply time according to the user's electricity consumption habits, reducing the user's manual operation. According to the timing control information, the system can cut off the power supply during non-essential periods, reducing energy consumption. For example, the system can automatically reduce the power supply power during periods when the user rarely uses the device, reducing unnecessary energy consumption. Through automated power supply control, the system can reduce the user's manual operation and enhance the user experience. For example, the system can automatically adjust the power supply time according to the user's electricity consumption habits, reducing the user's operation burden.

[0133] Through the implementation of steps S101 to S105, the control method based on a multi-channel independent control circuit provided by the embodiments of the present application can achieve accurate analysis of the user's electricity consumption behavior, accurate identification of device types, real-time monitoring of circuit sensing information, scientific generation of timing control information, and precise control of the relay. These steps work together to improve the control efficiency, safety, and energy-saving effect of the intelligent socket control system, providing users with a more intelligent and personalized electricity consumption experience.

[0134] It should be noted that those skilled in the art can clearly understand that for the convenience and brevity of description, the specific working processes of the above-described control method based on a multi-channel independent control circuit and each step can refer to the corresponding processes in the embodiments of the intelligent socket control system based on a multi-channel independent control circuit described in the above embodiments, and will not be elaborated here.

[0135] The embodiments of the present application also provide a control device based on a multi-channel independent control circuit. The control device based on a multi-channel independent control circuit is used to execute the steps of the control method based on a multi-channel independent control circuit shown in the above embodiments. The control device based on a multi-channel independent control circuit can be a single server or a server cluster, or the control device based on a multi-channel independent control circuit can be a terminal, and the terminal can be a handheld terminal, a laptop computer, a wearable device, or a robot, etc.

[0136] The control device based on a multi-channel independent control circuit includes:

[0137] An information acquisition unit, configured to acquire the user's electricity consumption information of the user terminal corresponding to the intelligent socket control system, and construct the electricity consumption behavior information corresponding to the user terminal according to the user's electricity consumption information;

[0138] A type acquisition unit, configured to acquire the device type corresponding to the electrical device connected to the intelligent socket control system;

[0139] A sensing acquisition unit, configured to acquire the circuit sensing information collected by the sensor array of each independent control circuit;

[0140] A timing generation unit, configured to generate corresponding timing control information for each of the independent control circuits according to the multiple circuit sensing information, power consumption behavior information, and the device type corresponding to each independent control circuit;

[0141] A power supply control unit, configured to control the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information.

[0142] It should be noted that those skilled in the art can clearly understand that, for the convenience and conciseness of description, the specific working processes of the control device and each unit based on the multi-channel independent control circuit described above can refer to the corresponding processes in the control method embodiments based on the multi-channel independent control circuit described in the above embodiments, and will not be elaborated here.

[0143] The above control method based on the multi-channel independent control circuit can be implemented in the form of a computer program, and this computer program can run on the above device.

[0144] Please refer to Figure 3 , Figure 3 , which is a schematic block diagram of the structure of the control module provided by the embodiment of the present application. The control module includes a processor, a memory, and a network interface connected through a device bus. Among them, the memory may include a storage medium and an internal memory.

[0145] The storage medium can store an operating device and a computer program. This computer program includes program instructions, and when the program instructions are executed, the processor can be made to execute any control method based on the multi-channel independent control circuit.

[0146] The processor is used to provide computing and control capabilities to support the operation of the entire control module.

[0147] The internal memory provides an environment for the operation of the computer program in the non-volatile storage medium. When this computer program is executed by the processor, the processor can be made to execute any control method based on the multi-channel independent control circuit.

[0148] This network interface is used for network communication, such as sending assigned tasks, etc. Those skilled in the art can understand that Figure 3 , the structure shown in

[0149] It should be understood that the processor can be a Central Processing Unit (CPU), and the processor can also be other general-purpose processors, Digital Signal Processors (DSPs), Application Specific Integrated Circuits (ASICs), Field-Programmable Gate Arrays (FPGAs) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. Among them, the general-purpose processor can be a microprocessor or the processor can also be any conventional processor, etc.

[0150] Among them, in one embodiment, the processor is used to run a computer program stored in a memory to implement the following steps:

[0151] Obtain the user electricity consumption information of the user terminal corresponding to the intelligent socket control system, and construct the electricity consumption behavior information corresponding to the user terminal according to the user electricity consumption information;

[0152] Obtain the device type corresponding to the electrical device connected to the intelligent socket control system;

[0153] Obtain the circuit sensing information collected by the sensor array of each independent control circuit;

[0154] Generate the timing control information corresponding to each independent control circuit according to the multiple circuit sensing information, electricity consumption behavior information, and the device type corresponding to each independent control circuit;

[0155] Control the relay of each independent control circuit to supply power to the electrical device according to the timing control information.

[0156] It should be noted that those skilled in the art can clearly understand that for the convenience and brevity of description, the specific working process of the above-described processor can refer to the corresponding process in the method embodiments described in the above various embodiments, and will not be repeated here.

[0157] An embodiment of the present application also provides a computer-readable storage medium. The computer-readable storage medium stores a computer program, and the computer program includes program instructions. The processor executes the program instructions to implement the steps of the control method based on a multi-channel independent control circuit provided in the above various embodiments of the present application.

[0158] Among them, the computer-readable storage medium may be an internal storage unit of the control module described in the foregoing embodiments, such as the hard disk or memory of the control module. The computer-readable storage medium may also be an external storage device of the control module, such as a plug-in hard disk equipped on the control module, a Smart Media Card (SMC), a Secure Digital (SD) card, a Flash Card, etc.

[0159] As described above, the foregoing is only a specific implementation manner of the present application, but the protection scope of the present application is not limited thereto. Any person skilled in the art within the technical scope disclosed by the present application can easily think of various equivalent modifications or substitutions, and these modifications or substitutions should all be covered within the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.

Claims

1. An intelligent socket control system based on a multi-channel independent control circuit, characterized in that, Including: A control module, configured to obtain user power consumption information of a user terminal corresponding to the intelligent socket control system and a device type corresponding to an electrical device connected to the intelligent socket control system, and construct power consumption behavior information according to the user power consumption information; A multi-channel intelligent sub-control module, including a plurality of independent control circuits, each independent control circuit is connected to an electrical device, and each independent control circuit at least includes a relay unit and a sensor array, and the sensor array includes a current sensor, a voltage sensor and a temperature sensor; Wherein, the control module obtains circuit sensing information collected by each sensor array; generates timing control information corresponding to each independent control circuit according to the plurality of circuit sensing information, power consumption behavior information and the device type corresponding to each independent control circuit, including: parsing the user behavior information, obtaining historical power consumption information, a time stamp and a historical power consumption device type corresponding to the user terminal, so as to construct a power consumption mode prediction model corresponding to the user terminal; inputting the device type corresponding to each independent control circuit and the current time stamp into the power consumption mode prediction model, and outputting predicted power consumption information; parsing the predicted power consumption information, and obtaining predicted power supply information corresponding to each independent control circuit; constructing a constraint condition according to the circuit sensing information corresponding to each independent control circuit; calculating a power supply safety factor according to the constraint condition and the predicted power supply information corresponding to each independent control circuit; determining an independent control circuit with a corresponding power supply safety factor less than a preset threshold as a target circuit, and obtaining a deviation value between the power supply safety factor of the target circuit and the preset threshold; optimizing the power supply time, power supply power and load distribution corresponding to the predicted power supply information according to the constraint condition and the deviation value corresponding to the target circuit; calculating the power supply safety factor corresponding to the optimized predicted power supply information until the power supply safety factor is greater than or equal to the preset threshold; generating timing control information according to the optimized predicted power supply information for controlling the relay of each independent control circuit to supply power to the electrical device.

2. The system according to claim 1, wherein It further includes: A safety protection module, at least including an overload protection circuit, a short-circuit protection circuit and a thermal fuse; Wherein, if the control module determines that the intelligent socket control system is in an abnormal state, the control module controls the safety protection module and the relay to stop supplying power to the intelligent socket control system at the same time, so as to realize multi-level linkage protection in the abnormal state.

3. The system according to claim 1, wherein The predicted power supply information at least includes predicted power supply power; the circuit sensing information at least includes current temperature, current voltage and current current; the calculating the power supply safety factor according to the constraint condition and the predicted power supply information corresponding to each independent control circuit includes: The control module obtains the maximum power consumption parameters of the electrical device corresponding to each independent control circuit; the maximum power consumption parameters at least include maximum power consumption, maximum temperature, rated voltage and maximum current; The control module adds the maximum power consumption parameters to the constraint condition; The control module calculates the power supply safety factor according to the updated constraint condition and the predicted power supply information corresponding to each independent control circuit.

4. The system according to claim 1, wherein The expression of the power supply safety factor includes: ； Among them, is the power supply safety factor of the th independent control circuit; , , and are respectively the predicted power supply power, current temperature, current voltage and current of the th independent control circuit; , , and are respectively the maximum power consumption, maximum temperature, rated voltage and maximum current corresponding to the electrical equipment of the th independent control circuit; , , and are respectively the weight coefficients corresponding to power, temperature, voltage and current.

5. The system according to claim 1, characterized in that, The control module constructs an anomaly detection model corresponding to each independent control circuit according to the device type of the electrical equipment corresponding to each independent control circuit; When the control module controls the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information, the control module inputs the circuit sensing information of each independent control circuit into the anomaly detection model and outputs the anomaly detection information corresponding to the independent control circuit; The control module dynamically adjusts the timing control information according to the anomaly detection information to ensure the normal operation of each independent control circuit.

6. The system according to claim 1, wherein Before controlling the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information, it further includes: The control module parses the timing control information to obtain a plurality of time nodes corresponding to the timing control information, the electrical behavior and power supply power corresponding to each time node; The control module obtains the importance information corresponding to each electrical behavior; Update the corresponding power supply power according to the importance information corresponding to each electrical behavior; Complete the update of the timing control information according to the updated power supply power of each one to reduce the power consumption corresponding to the timing control information.

7. A control method based on a multi-channel independent control circuit, characterized in that The method is applied to the control module of the intelligent socket control system according to any one of claims 1 to 6, and the method includes: Obtain the user's electricity consumption information of the user terminal corresponding to the intelligent socket control system, and construct the electricity consumption behavior information corresponding to the user terminal according to the user's electricity consumption information; Obtain the device type of the electrical equipment connected to the intelligent socket control system; Obtain the circuit sensing information collected by the sensor array of each independent control circuit; Generate the timing control information corresponding to each independent control circuit according to a plurality of the circuit sensing information, electricity consumption behavior information and the device type corresponding to each independent control circuit, including: parsing the user behavior information to obtain the historical electricity consumption information, time stamp and historical electricity consumption device type corresponding to the user terminal, so as to construct an electricity consumption mode prediction model corresponding to the user terminal; inputting the device type corresponding to each independent control circuit and the current time stamp into the electricity consumption mode prediction model, and outputting the predicted electricity consumption information; parsing the predicted electricity consumption information to obtain the predicted power supply information corresponding to each independent control circuit; constructing a constraint condition according to the circuit sensing information corresponding to each independent control circuit; calculating the power supply safety factor according to the constraint condition and the predicted power supply information corresponding to each independent control circuit; determining the independent control circuit with the corresponding power supply safety factor less than the preset threshold as the target circuit, and obtaining the deviation value between the power supply safety factor of the target circuit and the preset threshold; optimizing the power supply time, power supply power and load distribution corresponding to the predicted power supply information according to the constraint condition and the deviation value corresponding to the target circuit; calculating the power supply safety factor corresponding to the optimized predicted power supply information until the power supply safety factor is greater than or equal to the preset threshold; generating the timing control information according to the optimized predicted power supply information; Control the relay of each independent control circuit to supply power to the electrical equipment according to the timing control information.

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