Intelligent socket control system and control method based on multi-channel independent control circuit

Abstract

The invention discloses an intelligent socket control system and control method based on a multi-channel independent control circuit. The system comprises a control module which obtains user electricity utilization information of a user terminal corresponding to the intelligent socket control system and an equipment type corresponding to electric equipment connected with the intelligent socket control system, and constructs electricity utilization behavior information corresponding to the user terminal according to the user electricity utilization information; the multi-channel intelligent sub-control module comprises a plurality of independent control circuits, each independent control circuit is connected with one electric device, each independent control circuit at least comprises a relay unit and a sensor array, and the sensor array comprises a current sensor, a voltage sensor and a temperature sensor; wherein the control module obtains circuit sensing information collected by each sensor array; and generating time sequence control information corresponding to each independent control circuit according to the multiple pieces of circuit sensing information, the power utilization behavior information and the equipment type corresponding to each independent control circuit, wherein the time sequence control information is used for controlling power supply of the power utilization equipment.

Description

Technical Field

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

[0002] Traditional smart socket control systems usually adopt a centralized control mode, which is unable to independently control and manage multiple electrical devices. This centralized control mode leads to poor system flexibility and makes it difficult to meet users' personalized electricity needs. In addition, the existing system lacks the ability to monitor the operating status of electrical equipment in real time, and cannot timely perceive abnormal operating conditions of the equipment, posing safety hazards. For example, when electrical equipment is overloaded, short-circuited, or has abnormal temperature, the existing system often cannot take effective protective measures in time, which may cause equipment damage or cause safety accidents.

[0003] In recent years, some improved smart socket control systems have begun to introduce sensor technology to monitor the operating status of electrical equipment. However, these systems usually only use a single type of sensor (such as current sensor or voltage sensor) and cannot fully perceive the operating environment of the equipment. Due to the lack of comprehensive monitoring of multi-dimensional information such as current, voltage, and temperature, these systems are still limited in their ability to diagnose faults and handle exceptions.

[0004] In addition, existing smart socket control systems also have deficiencies in power consumption behavior management. Most systems rely only on preset control rules or manual user operations, lacking in-depth analysis of user power consumption behavior and intelligent decision-making capabilities. This passive control mode makes it difficult to achieve intelligent management and optimization of device power supply, and cannot effectively improve energy efficiency.

[0005] Therefore, there is an urgent need for a smart 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 a smart socket control system and a control method based on a multi-channel independent control circuit, aiming to solve the deficiencies of existing smart socket control systems in terms of power consumption behavior management.

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

[0008] A control module, wherein the control module obtains user power usage information of a user terminal corresponding to the smart socket control system and a device type corresponding to a power-consuming device connected to the smart socket control system, and the control module constructs power usage behavior information corresponding to the user terminal according to the user power usage information;

[0009] A multi-channel intelligent sub-control module, comprising a plurality of independent control circuits, each of which is connected to one of the electrical devices, and each of which comprises at least a relay unit and a sensor array, wherein the sensor array comprises a current sensor, a voltage sensor and a temperature sensor;

[0010] The control module acquires 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, the power usage behavior information and the device type corresponding to each independent control circuit;

[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 also includes: a safety protection module, which includes at least an overload protection circuit, a short circuit protection circuit and a temperature fuse; wherein, if the control module determines that the smart socket control system is in an abnormal state, the control module controls the safety protection module and the relay to simultaneously stop the power supply of the smart socket control system, thereby realizing multi-level linkage protection under the abnormal state.

[0013] In some embodiments, the control module generates timing control information corresponding to each independent control circuit based on multiple circuit sensor information, power usage behavior information and the device type corresponding to each independent control circuit, including: the control module parses the user behavior information to obtain historical power usage information corresponding to the user terminal, the timestamp corresponding to the historical power usage information and the historical power usage device type; the control module builds a power usage pattern prediction model corresponding to the user terminal based on the historical power usage information, the timestamp corresponding to the historical power usage information and the historical power usage device type; the control module inputs the device type and current timestamp corresponding to each independent control circuit into the power usage pattern prediction model, and the power usage pattern prediction model outputs the predicted power usage information corresponding to the user terminal; the control module optimizes the predicted power usage information based on the circuit sensor information to generate the timing control information.

[0014] Exemplarily, the predicted power usage information is optimized according to the circuit sensor information to generate the timing control information, including: the control module parses the predicted power usage information to obtain the predicted power supply information corresponding to each of the independent control circuits; the control module constructs constraints according to the circuit sensor information corresponding to each of the independent control circuits; the control module calculates the power supply safety factor according to the constraints and predicted power supply information corresponding to each of the independent control circuits; the control module determines the independent control circuit whose corresponding power supply safety factor is less than a 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 predicted power supply power; the circuit sensor information at least includes current temperature, current voltage and current current; the control module calculates the power supply safety factor according to the constraints corresponding to each of the independent control circuits and the predicted power supply information, including: the control module obtains the maximum power consumption parameters of the electrical equipment corresponding to each of the independent control circuits; the maximum power consumption parameters include at least maximum power consumption, maximum temperature, rated voltage and maximum current; the control module adds the maximum power consumption parameters to the constraints; the control module calculates the power supply safety factor according to the updated constraints and predicted power supply information of each of the independent control circuits.

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

[0017] ;

[0018] in, For the Power supply safety factor of an independent control circuit; , , and Respectively The predicted supply power, current temperature, current voltage and current of each independent control circuit; , , and Respectively The maximum power consumption, maximum temperature, rated voltage and maximum current corresponding to the electrical equipment of each independent control circuit; , , and are the weight coefficients corresponding to power, temperature, voltage and current respectively.

[0019] It should be noted that, in some embodiments, the predicted power supply information includes at least power supply time, power supply power and load distribution; the optimization of 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 value; optimizing the power supply time, power supply power and load distribution according to the constraints and deviation values ​​corresponding to the target circuit based on a preset optimization algorithm 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 value.

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

[0021] In some embodiments, before the control module controls the relay of each of the independent control circuits to supply power to the electrical equipment according to the timing control information, it also includes: the control module parses the timing control information, obtains multiple time nodes corresponding to the timing control information, and the power consumption behavior and power supply power corresponding to each time node; the control module obtains the importance information corresponding to each of the power consumption behaviors; updates the corresponding power supply power according to the importance information corresponding to each of the power consumption behaviors; and completes the update of the timing control information according to each of the updated power consumption powers 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 a control module of a smart socket control system provided in any embodiment of the present application, and the method includes:

[0023] Acquire user power usage information of a user terminal corresponding to the smart socket control system, and construct power usage behavior information corresponding to the user terminal according to the user power usage information;

[0024] Obtain the device type corresponding to the electrical device connected to the smart socket control system;

[0025] Acquire circuit sensing information collected by a sensor array of each independent control circuit;

[0026] Generate timing control information corresponding to each independent control circuit according to the plurality of circuit sensing information, power usage behavior information and the device type corresponding to each independent control circuit;

[0027] The relay of each independent control circuit is controlled according to the timing control information to supply power to the electrical equipment.

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

[0029] 1. Control module: responsible for obtaining user power usage information, constructing power usage behavior information, and generating timing control information based on the circuit sensing information collected by the sensor array. The control module obtains the user power usage information of the user terminal and the device type of the power-consuming device connected to the smart socket control system. Constructs the power usage behavior information corresponding to the user terminal based on the user power usage information. Obtains the circuit sensing information collected by each sensor array. Generates the timing control information corresponding to each independent control circuit based on multiple circuit sensing information, power usage behavior information and the device type corresponding to each independent control circuit. Controls the relay of each independent control circuit to supply power to the power-consuming device based on the timing control information.

[0030] 2. Multi-channel intelligent sub-control module: includes multiple independent control circuits, each of which is connected to an electrical device, and contains 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, each of which is connected to an electrical device. Each independent control circuit contains 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, each electrical device can be controlled individually, avoiding the problem of multiple devices sharing one control channel in the traditional socket system. By analyzing the user's power consumption behavior information and the circuit sensing information collected by the sensor array, the system can generate intelligent timing control information to achieve intelligent management of the power supply to the electrical devices. The sensor array monitors the current, voltage and temperature information of the circuit in real time to ensure the safe operation of the electrical equipment 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 power management: By analyzing user power consumption behavior information and circuit sensor information, the system can realize intelligent management of power supply to electrical equipment, reduce dependence on user manual operation, and improve energy utilization efficiency.

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

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

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

[0037] 5. Reduce energy consumption: Through intelligent power management, the system can effectively reduce energy waste, reduce users' electricity bills, and reduce the impact on the environment.

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

[0039] It should be understood that the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the present application. BRIEF DESCRIPTION OF THE DRAWINGS

[0040] In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings required for use in the description of the embodiments will be briefly introduced below. Obviously, the drawings described below are some embodiments of the present application. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative work.

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

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

[0043] Figure 3 It is a schematic block diagram of the structure of a control module provided in one embodiment of the present application.

[0044] It should be understood that the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the present application. DETAILED DESCRIPTION

[0045] The following will be combined with the drawings in the embodiments of the present application to clearly and completely describe the technical solutions in the embodiments of the present application. Obviously, the described embodiments are part of the embodiments of the present application, not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of this application.

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

[0047] It should be understood that, in order to facilitate the clear description of the technical solutions of the embodiments of the present invention, in the embodiments of the present invention, the words "first", "second", etc. are used to distinguish the same items or similar items with substantially the same functions and effects. Those skilled in the art can understand that the words "first", "second", etc. do not limit the quantity and execution order, and the words "first", "second", etc. do not necessarily limit the difference.

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

[0049] It should also be understood that the term “and / or” used in the specification and appended claims refers to and includes any and all possible combinations of one or more of the associated listed items.

[0050] In conjunction with the accompanying drawings, some embodiments of the present application are described in detail below. In the absence of conflict, the following embodiments and features in the embodiments can be combined with each other.

[0051] Traditional smart socket control systems usually adopt a centralized control mode, which is unable to independently control and manage multiple electrical devices. This centralized control mode leads to poor system flexibility and makes it difficult to meet users' personalized electricity needs. In addition, the existing system lacks the ability to monitor the operating status of electrical equipment in real time, and cannot timely perceive abnormal operating conditions of the equipment, posing safety hazards. For example, when electrical equipment is overloaded, short-circuited, or has abnormal temperature, the existing system often cannot take effective protective measures in time, which may cause equipment damage or cause safety accidents.

[0052] In recent years, some improved smart socket control systems have begun to introduce sensor technology to monitor the operating status of electrical equipment. However, these systems usually only use a single type of sensor (such as current sensor or voltage sensor) and cannot fully perceive the operating environment of the equipment. Due to the lack of comprehensive monitoring of multi-dimensional information such as current, voltage, and temperature, these systems are still limited in their ability to diagnose faults and handle exceptions.

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

[0054] Therefore, there is an urgent need for a smart 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 The present application provides a smart socket control system based on a multi-channel independent control circuit, comprising: a control module, the control module obtains user power consumption information of a user terminal corresponding to the smart socket control system and a device type corresponding to a power-consuming device connected to the smart socket control system, and the control module constructs power consumption behavior information corresponding to the user terminal according to the user power consumption information; a multi-channel intelligent sub-control module, comprising a plurality of independent control circuits ( Figure 1 The three are only examples, and the present application does not limit the number of independent control circuits), each of the independent control circuits is connected to one of the electrical devices, and each of the independent control circuits includes at least 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 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 power consumption behavior information and the device type corresponding to each of the independent control circuits; 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.

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

[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 type of connected power-consuming equipment. Based on this information, the control module constructs the user's power consumption behavior information to provide data support for subsequent intelligent decision-making.

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

[0059] Relay unit: used to control the power supply to electrical equipment.

[0060] Sensor array: includes current sensors, voltage sensors and temperature sensors, which are used to comprehensively monitor the operating status of electrical equipment.

[0061] The control module generates the timing control information of each independent control circuit 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. This information is used to accurately control the power supply of each power-consuming device.

[0062] Specific uses of the provided system may include:

[0063] 1. System initialization:

[0064] User information acquisition: The control module obtains the user's power usage 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 collects current, voltage and temperature data in real time.

[0068] Data processing: The control module processes the collected data and generates electricity usage behavior information.

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

[0070] Intelligent decision-making: Generate timing control information based on power consumption behavior information and fault diagnosis results.

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

[0072] 3. User Interaction:

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

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

[0075] The system provided can independently control multiple electrical devices through multi-channel independent control circuits to meet the personalized power needs of users. The integrated sensor array comprehensively monitors the operating status of electrical equipment, promptly detects and handles abnormal situations, and effectively prevents equipment damage and safety accidents. The comprehensive monitoring and analysis of multi-dimensional information improves the system's ability in fault diagnosis and abnormality handling. Through in-depth analysis and intelligent decision-making of user power consumption behavior, the system can realize intelligent management and optimization of equipment power supply and improve energy utilization efficiency.

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

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

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

[0079] The short-circuit protection circuit is used to cut off the power supply immediately when a short circuit is detected to prevent safety accidents such as fire caused by the short circuit.

[0080] The temperature fuse is used to automatically disconnect the fuse when it detects an abnormal increase in the temperature of the equipment to prevent the equipment from overheating and damage.

[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 controls the safety protection module and the relay to stop power supply at the same time to achieve multi-level linkage protection. The system notifies the user of the abnormal state and the execution of protection measures in real time through the user terminal. The system records each abnormal state and the execution of protection measures for subsequent analysis and maintenance.

[0082] Through the multiple protections of overload protection circuit, short circuit protection circuit and temperature 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 conditions, reducing the impact of faults on equipment and systems. Real-time status notification and fault recording functions enable users to understand the system status in a timely manner.

[0083] In some embodiments, the control module generates timing control information corresponding to each independent control circuit based on multiple circuit sensor information, power usage behavior information and the device type corresponding to each independent control circuit, including: the control module parses the user behavior information to obtain historical power usage information corresponding to the user terminal, the timestamp corresponding to the historical power usage information and the historical power usage device type; the control module builds a power usage pattern prediction model corresponding to the user terminal based on the historical power usage information, the timestamp corresponding to the historical power usage information and the historical power usage device type; the control module inputs the device type and current timestamp corresponding to each independent control circuit into the power usage pattern prediction model, and the power usage pattern prediction model outputs the predicted power usage information corresponding to the user terminal; the control module optimizes the predicted power usage information based on the circuit sensor information to generate the timing control information.

[0084] The control module parses the user behavior information and obtains the historical power consumption information, corresponding timestamps and types of power-consuming devices of the user terminal. Based on the historical power consumption information, timestamps and device types, a power consumption pattern prediction model of the user terminal is constructed. This model can predict the user's power demand for different devices in different time periods. The device type and current timestamp corresponding to each independent control circuit are input into the power consumption pattern prediction model, and the model outputs the predicted power consumption information. The control module optimizes the predicted power consumption information based on the circuit sensing information collected by the sensor array to generate more accurate timing control information. Based on the optimized predicted power consumption information, the timing control information of each independent control circuit is generated to control the power supply of the power-consuming device.

[0085] Through the power consumption pattern prediction model, the system can intelligently predict the user's power consumption needs, optimize the equipment power supply timing, and improve 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 pattern prediction model enables the system to have intelligent decision-making capabilities, can actively adapt to the user's power consumption behavior, and improve the intelligence level of the system.

[0086] Exemplarily, the predicted power usage information is optimized according to the circuit sensor information to generate the timing control information, including: the control module parses the predicted power usage information to obtain the predicted power supply information corresponding to each of the independent control circuits; the control module constructs constraints according to the circuit sensor information corresponding to each of the independent control circuits; the control module calculates the power supply safety factor according to the constraints and predicted power supply information corresponding to each of the independent control circuits; the control module determines the independent control circuit whose corresponding power supply safety factor is less than a 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 parses the predicted power consumption information and obtains the predicted power supply information (such as predicted power supply power, power supply time, etc.) corresponding to each independent control circuit. Constraints are constructed based on the circuit sensor information (such as current temperature, current voltage, current current) of each independent control circuit to evaluate power supply safety. The control module calculates the power supply safety factor of each independent control circuit based on the constraints and predicted power supply information. Independent control circuits with a power supply safety factor less than a preset threshold are determined as target circuits for optimization. The predicted power supply information of the target circuit is optimized to generate new predicted power supply information. Based on the optimized predicted power supply information, timing control information for each independent control circuit is generated.

[0088] By calculating and optimizing the power supply safety factor, the power supply safety of each independent control circuit is ensured to prevent equipment overload, overheating or voltage abnormality. According to the constraints and predicted power supply information, the power supply power and time are dynamically adjusted to optimize energy distribution and improve energy utilization efficiency. By optimizing and predicting power supply information, the possibility of abnormal system operation is reduced and the stability and reliability of the system are improved.

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

[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. The maximum power consumption parameters are added to the constraints to further limit the power supply range and ensure the safe operation of the equipment. According to the updated constraints and predicted power supply information, the power supply safety factor of each independent control circuit is calculated. By introducing the maximum power consumption parameters, more accurate constraints 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 in over-power, over-temperature or over-current conditions, thereby extending the life of the equipment. The clarity of the constraints 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] in, For the Power supply safety factor of an independent control circuit; , , and Respectively The predicted supply power, current temperature, current voltage and current of each independent control circuit; , , and Respectively The maximum power consumption, maximum temperature, rated voltage and maximum current corresponding to the electrical equipment of each independent control circuit; , , and are the weight coefficients corresponding to power, temperature, voltage and current respectively. + + + =1. Among them, ( ) Exponential function: used to perform nonlinear penalty on power deviation. The larger the deviation, the more significant the penalty. ( ) Logarithmic function: used to smooth temperature deviations and avoid the influence of extreme values ​​on the results. () Error function: used to perform nonlinear mapping of current deviation. The larger the deviation, the closer the mapping value is to the limit.

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

[0095] It should be noted that, in some embodiments, the predicted power supply information includes at least power supply time, power supply power and load distribution; the optimization of 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 value; optimizing the power supply time, power supply power and load distribution according to the constraints and deviation values ​​corresponding to the target circuit based on a preset optimization algorithm 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 value.

[0096] Obtain the deviation between the power supply safety factor of the target circuit and the preset threshold. Based on the preset optimization algorithm (such as gradient descent method, genetic algorithm, etc.), optimize the power supply time, power supply power and load distribution according to the constraints and deviation value of the target circuit. 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, the optimal power supply time, power and load distribution scheme can be quickly found to improve the optimization efficiency. The iterative optimization process ensures that the power supply safety factor always meets the preset threshold and guarantees the safe operation of equipment and systems. The optimized predicted power supply information improves the energy utilization efficiency and stability of the system and improves the overall performance.

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

[0099] The control module builds a corresponding anomaly detection model based on the device type of the electrical device corresponding to each independent control circuit. For example, for air conditioning equipment, the model may focus on changes in temperature and current; for lighting equipment, the model may focus on changes in voltage and power. Through historical data and machine learning algorithms, the anomaly detection model is trained to accurately identify abnormal states of the equipment. For example, a support vector machine (SVM) or neural network model is used for classification and prediction.

[0100] When the control module controls the relay power supply 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 abnormality detection model. The abnormality detection model outputs the abnormality detection information corresponding to each independent control circuit 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 abnormality".

[0101] If the abnormality detection information shows that the device is in an abnormal state, the control module dynamically adjusts the timing control information according to the abnormality type (such as overload, short circuit, temperature abnormality, etc.). For example, for an overload state, the control module may reduce the power supply or temporarily cut off the power supply. 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 detect abnormal conditions of the equipment in time and improve the accuracy and response speed of fault detection. For example, the model can quickly issue an alarm when the equipment is overloaded or short-circuited, reducing the impact of the fault on the system. Dynamic adjustment of timing control information enables the system to flexibly respond to abnormal conditions of the equipment and reduce equipment damage and safety accidents. For example, the system can automatically adjust the power supply strategy according to the abnormal state to ensure that the equipment operates within a safe range. Through real-time monitoring and adjustment, the system can ensure that the equipment operates in the optimal state, improve energy efficiency and equipment life. For example, the system can automatically reduce the power supply when the equipment overheats to prevent the equipment from being damaged by overheating.

[0103] In some embodiments, before the control module controls the relay of each of the independent control circuits to supply power to the electrical equipment according to the timing control information, it also includes: the control module parses the timing control information, obtains multiple time nodes corresponding to the timing control information, and the power consumption behavior and power supply power corresponding to each time node; the control module obtains the importance information corresponding to each of the power consumption behaviors; updates the corresponding power supply power according to the importance information corresponding to each of the power consumption behaviors; and completes the update of the timing control information according to each of the updated power consumption powers to reduce the power consumption corresponding to the timing control information.

[0104] The control module analyzes the timing control information and obtains multiple time nodes and the corresponding power consumption behavior and power supply power of each time node. For example, the system may analyze that between 8 am and 9 am, the power supply power of air conditioners and lighting equipment is 1.5kW and 0.5kW respectively.

[0105] The control module analyzes the power consumption behavior corresponding to each time node and determines its importance and priority. For example, air conditioning may be marked as high importance during the hot summer period, while nighttime lighting may be marked as low importance.

[0106] The control module obtains the importance information corresponding to each power consumption behavior. For example, the importance level of different power consumption behaviors is determined through user settings or historical data analysis. Based on the importance information, the power consumption behaviors are prioritized to determine which behaviors need to be given priority in power supply. For example, high-importance power consumption behaviors (such as air conditioning) take precedence over low-importance power consumption behaviors (such as nighttime lighting).

[0107] According to the importance information of each power consumption behavior, the corresponding power supply power is updated. For example, the power supply power of low-importance power consumption behaviors is reduced, or the power supply power of high-importance power consumption behaviors is increased. According to the updated power supply power, the timing control information is updated. 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, the power consumption corresponding to the timing control information is reduced to achieve energy saving goals. For example, the system can reduce the power supply power during non-peak hours to reduce energy consumption.

[0108] By optimizing the power supply, the system can reduce unnecessary energy consumption and improve energy efficiency. For example, the system can reduce the power supply during periods of low-importance power consumption to reduce energy waste. Based on the importance information of power consumption behavior, the system can prioritize the power supply of high-importance power consumption behaviors to meet the priority needs of users. For example, the system can prioritize the power supply of 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 during off-peak hours to reduce electricity bills.

[0109] See also Figure 2 , Figure 2 1 is a schematic flow chart of a control method based on a multi-channel independent control circuit provided in an embodiment of the present application. The execution device of the method is a control module of a sensor provided in any embodiment of the present application.

[0110] like Figure 2As shown, the provided method includes steps S101 to S105. The control module may be a handheld terminal, a notebook computer, a wearable device or a robot, etc., for implementing steps S101 to S105 and their corresponding embodiments.

[0111] Step S101: Obtain user power usage information of a user terminal corresponding to the smart socket control system, and construct power usage behavior information corresponding to the user terminal according to the user power usage information.

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

[0113] For example, the user's electricity usage data can be collected through the application on the user terminal or the sensors on the smart socket control system. For example, the system can record the number of times, duration, and power consumption of different devices used by users every day. Use data analysis algorithms (such as cluster analysis, time series analysis, machine learning algorithms, etc.) to analyze the collected electricity usage data and identify the user's electricity usage behavior patterns. For example, the system can classify the user's electricity usage behavior into categories such as "daily electricity usage", "seasonal electricity usage", and "temporary electricity usage" through cluster analysis. Based on the analysis results, electricity usage behavior information is generated, including electricity usage time, type of electricity consumption equipment, electricity consumption, etc. For example, the system can generate a report on the user's electricity usage behavior in different time periods to help users understand their own electricity usage habits.

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

[0115] Step S102: Obtain the device type corresponding to the electrical device connected to the smart 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] A sensor array is configured in each independent control circuit to collect circuit sensor information in real time. For example, the system can install current sensors, voltage sensors, and temperature sensors in each circuit. The collected sensor information is transmitted to the control module for further processing. For example, the system can transmit the sensor data to the control module through wireless communication technology (such as Wi-Fi, Bluetooth, etc.). The control module analyzes the collected sensor information to determine whether the circuit is operating normally. For example, the system can determine whether the circuit is short-circuited or overloaded by analyzing the changes in current and voltage.

[0123] By collecting circuit sensor 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 a circuit is overloaded to prevent accidents.

[0124] The sensing information provides a data basis for the subsequent generation of timing control information and improves 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 sensor information, the system can perform fault diagnosis and help users quickly locate the problem. For example, the system can determine whether the circuit is overheating by analyzing the data of the temperature sensor.

[0126] Step S104: Generate timing control information corresponding to each independent control circuit according to the plurality of circuit sensing information, power usage 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 based on multiple circuit sensing information, power 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 based on the user's power consumption habits and the power requirements of the device. Based on the generated information, a control strategy for each independent control circuit is formulated, including power supply time, power supply power, etc. For example, the system can automatically reduce the power supply power during periods when the user does not often use it, thereby reducing energy consumption.

[0128] Integrate circuit sensor information, power 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 the optimal state. According to the generated information, formulate a control strategy 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 based on the real-time collected sensor information and changes in the user's power consumption behavior. For example, the system can automatically adjust the power supply schedule according to changes in the user's power 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 the optimal state. 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 the 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 reduce electricity costs. For example, the system can automatically reduce the power supply during the period when the user is not frequently used 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 equipment according to the timing control information. For example, the system can control the switch of the relay according to the power supply schedule to realize the power supply control of the electrical equipment. The power supply control of the electrical equipment is realized by controlling the switch of the relay. For example, the system can automatically turn on or off the device at the time set by the user, reducing the manual operation of the user. The timing control information is converted into a control signal and transmitted 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, the switch of the relay is operated to realize the power supply control of the electrical equipment. For example, the system can automatically turn on or off the device at the time set by the user, reducing the manual operation of the user. The relay feeds back the power supply status to the control module to ensure the accuracy of the 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 relays, the system can accurately control the power supply of each electrical device and improve the control accuracy. For example, the system can automatically adjust the power supply time according to the user's power consumption habits to reduce the user's manual operation. According to the timing control information, the system can cut off the power supply during unnecessary periods to reduce energy consumption. For example, the system can automatically reduce the power supply during periods that are not frequently used by users to reduce unnecessary energy consumption. Through automated power supply control, the system can reduce the user's manual operation and improve the user experience. For example, the system can automatically adjust the power supply time according to the user's power consumption habits to reduce the user's operating burden.

[0133] Through the implementation of steps S101 to S105, the control method based on the multi-channel independent control circuit provided in the embodiment of the present application can realize the accurate analysis of the user's power consumption behavior, the accurate identification of the device type, the real-time monitoring of the circuit sensor information, the scientific generation of the timing control information and the accurate control of the relay. These steps work together to improve the control efficiency, safety and energy saving effect of the smart socket control system, and provide users with a more intelligent and personalized power consumption experience.

[0134] It should be noted that technical personnel in the relevant field can clearly understand that, for the convenience and conciseness of description, the control method based on the multi-channel independent control circuit and the specific working process of each step described above can refer to the corresponding process in the embodiment of the intelligent socket control system based on the multi-channel independent control circuit described in the above embodiments, and will not be repeated here.

[0135] The embodiment of the present application also provides 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, which can be a handheld terminal, a laptop computer, a wearable device or a robot, etc.

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

[0137] An information acquisition unit, used to acquire user power usage information of a user terminal corresponding to the smart socket control system, and construct power usage behavior information corresponding to the user terminal according to the user power usage information;

[0138] A type acquisition unit, used to acquire a device type corresponding to the electrical device connected to the smart socket control system;

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

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

[0141] A power supply control unit is used 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, technical personnel in the relevant field can clearly understand that, for the convenience and conciseness of description, the specific working processes of the control device based on the multi-channel independent control circuit and each unit 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 repeated here.

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

[0144] See also Figure 3 , Figure 3 : is a schematic block diagram of the structure of a control module provided in an embodiment of the present application. The control module includes a processor, a memory and a network interface connected via a device bus, wherein the memory may include a storage medium and an internal memory.

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

[0146] The processor is used to provide computing and control capabilities and 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 the computer program is executed by the processor, the processor can execute any control method based on the multi-channel independent control circuit.

[0148] The network interface is used for network communication, such as sending assigned tasks, etc. Those skilled in the art will understand that Figure 3 The structure shown in the figure is only a block diagram of a partial structure related to the scheme of the present application, and does not constitute a limitation on the terminal to which the scheme of the present application is applied. The specific control module may include more or fewer components than those shown in the figure, or combine certain components, or have a different arrangement of components.

[0149] It should be understood that the processor may be a central processing unit (CPU), and the processor may also be other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. Among them, the general-purpose processor may be a microprocessor or the processor may also be any conventional processor, etc.

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

[0151] Acquire user power usage information of a user terminal corresponding to the smart socket control system, and construct power usage behavior information corresponding to the user terminal according to the user power usage information;

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

[0153] Acquire circuit sensing information collected by a sensor array of each independent control circuit;

[0154] Generate timing control information corresponding to each independent control circuit according to the plurality of circuit sensing information, power usage behavior information and the device type corresponding to each independent control circuit;

[0155] The relay of each independent control circuit is controlled according to the timing control information to supply power to the electrical equipment.

[0156] It should be noted that technicians in the relevant field can clearly understand that for the convenience and simplicity of description, the specific working process of the processor described above can refer to the corresponding process in the method embodiments described in the above embodiments, and will not be repeated here.

[0157] A computer-readable storage medium is also provided in an embodiment of the present application, wherein the computer-readable storage medium stores a computer program, wherein the computer program includes program instructions, and 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 embodiments of the present application.

[0158] The computer-readable storage medium may be an internal storage unit of the control module described in the above embodiment, such as a 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, a smart memory card (Smart Media Card, SMC), a secure digital (Secure Digital, SD) card, a flash card (Flash Card), etc. equipped on the control module.

[0159] The above is only a specific implementation of the present application, but the protection scope of the present application is not limited thereto. Any technician familiar with the technical field can easily think of various equivalent modifications or replacements within the technical scope disclosed in the present application, and these modifications or replacements should be included in the protection scope of the present application. Therefore, the protection scope of the present application shall be based on the protection scope of the claims.

Claims

1. An intelligent socket control system based on a multi-channel independent control circuit, characterized in that: include: A control module is used to obtain user power consumption information of a user terminal corresponding to the smart socket control system and a device type corresponding to a power-consuming device connected to the smart socket control system, and construct power consumption behavior information according to the user power consumption information; A multi-channel intelligent sub-control module includes a plurality of independent control circuits, each of which is connected to an electrical device, and each of which includes at least a relay unit and a sensor array, wherein the sensor array includes a current sensor, a voltage sensor, and a temperature sensor; Among them, the control module obtains the circuit sensing information collected by each sensor array; generates the timing control information corresponding to each independent control circuit according to the multiple circuit sensing information, power consumption behavior information and the device type corresponding to each independent control circuit, including: parsing the user behavior information, obtaining the historical power consumption information, timestamp and historical power consumption device type corresponding to the user terminal, so as to build a power consumption pattern prediction model corresponding to the user terminal; inputting the device type and current timestamp corresponding to each independent control circuit into the power consumption pattern prediction model, and outputting the predicted power consumption information; parsing the predicted power consumption information, obtaining the predicted power supply information corresponding to each independent control circuit; and The method comprises the following steps: constructing constraint conditions based on the sensing information; calculating the power supply safety factor according to the constraint conditions corresponding to each independent control circuit and the predicted power supply information; determining the independent control circuit whose corresponding power supply safety factor is less than a 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 conditions 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, which is used to control the relay of each independent control circuit to supply power to the electrical equipment.

2. The system according to claim 1, characterized in that Also includes: A safety protection module, including at least an overload protection circuit, a short circuit protection circuit and a temperature fuse; Among them, if the control module determines that the smart socket control system is in an abnormal state, the control module controls the safety protection module and the relay to simultaneously stop the power supply of the smart socket control system, thereby realizing multi-level linkage protection in the abnormal state.

3. The system according to claim 1, characterized in that The predicted power supply information at least includes the predicted power supply power; the circuit sensor information at least includes the current temperature, the current voltage and the current current; the power supply safety factor is calculated according to the constraint conditions corresponding to each independent control circuit and the predicted power supply information, including: The control module obtains the maximum power consumption parameters of the power-consuming equipment corresponding to each of the independent control circuits; 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 parameter to the constraint condition; The control module calculates the power supply safety factor according to the updated constraint conditions and predicted power supply information of each of the independent control circuits.

4. The system according to claim 1, characterized in that The expression of the power supply safety factor includes: ； in, For the Power supply safety factor of an independent control circuit; , , and Respectively The predicted supply power, current temperature, current voltage and current of each independent control circuit; , , and Respectively The maximum power consumption, maximum temperature, rated voltage and maximum current corresponding to the electrical equipment of each independent control circuit; , , and are the weight coefficients corresponding to power, temperature, voltage and current respectively.

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

6. The system according to claim 1, characterized in that Before controlling the relay of each independent control circuit to supply power to the electrical device according to the timing control information, the method further includes: The control module parses the timing control information to obtain a plurality of time nodes corresponding to the timing control information, and a power consumption behavior and a power supply power corresponding to each time node; The control module obtains importance information corresponding to each of the power usage behaviors; Update the corresponding power supply power according to the importance information corresponding to each power usage behavior; The timing control information is updated according to each of the updated power consumptions 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 a control module of a smart socket control system according to any one of claims 1 to 6, and the method comprises: Acquire user power usage information of a user terminal corresponding to the smart socket control system, and construct power usage behavior information corresponding to the user terminal according to the user power usage information; Obtain the device type corresponding to the electrical device connected to the smart socket control system; Acquire circuit sensing information collected by a sensor array of each independent control circuit; Generate 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 user behavior information, obtaining historical power consumption information, timestamp and 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 and current timestamp corresponding to each independent control circuit 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 constraint conditions according to the circuit sensing information corresponding to each independent control circuit; calculating the power supply safety factor according to the constraint conditions and predicted power supply information corresponding to each independent control circuit; determining the independent control circuit whose corresponding power supply safety factor is less than a 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 conditions and deviation values ​​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; The relay of each independent control circuit is controlled according to the timing control information to supply power to the electrical equipment.

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