A power monitoring system based on big data fusion model
A fusion model and power monitoring technology, applied in the field of power systems, can solve problems such as high operation and maintenance costs, low power management efficiency, low security and reliability of power monitoring systems, and improve modern management level and scalability strong effect
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Embodiment 1
[0070] figure 1 It is a system architecture diagram of the present invention. like figure 1 As shown, the present invention provides a power monitoring system based on a big data fusion model, the system comprising:
[0071] The field device layer, which adopts an industrial field bus, connects the smart devices on the field device layer to form a network, and collects on-site data through the smart devices on the field device layer.
[0072] Communication management layer, which collects data and information, converts communication protocols, and receives and transmits instructions;
[0073] The system management layer displays, analyzes and stores the collected data.
[0074] Specifically, the system adopts the architectural design combining the whole and the distribution, and is designed according to different functions and different modules. The whole system is divided into three layers: the field device layer, the communication management layer and the system managemen...
Embodiment 2
[0115] The present invention also provides a power monitoring system based on a big data fusion model, the system includes a processor and a memory, and the processor is configured to execute instructions stored in the memory to achieve the following operations:
[0116] Controlling the smart devices on the field device layer to collect on-site data, wherein the field device layer adopts an industrial field bus to connect the smart devices on the field device layer to form a network;
[0117] Control the communication management layer to collect data and information, convert communication protocols, and receive and transmit instructions;
[0118] The management of the control system displays, analyzes and stores the collected data;
[0119] Wherein, the system management layer adopts the deep learning-based CoxPH algorithm to extract feature values from the received data, including:
[0120] Define the model hazard function: (1)
[0121] It satisfies: Constant= (2) ...
Embodiment 3
[0133] The present invention also provides a computer-readable storage medium, where the computer-readable storage medium stores computer-executable instructions, and when the computer-executable instructions are executed by a processor, realize the following operations:
[0134] Controlling the smart devices on the field device layer to collect on-site data, wherein the field device layer adopts an industrial field bus to connect the smart devices on the field device layer to form a network;
[0135] Control the communication management layer to collect data and information, convert communication protocols, and receive and transmit instructions;
[0136] The management of the control system displays, analyzes and stores the collected data;
[0137] Wherein, the system management layer adopts the deep learning-based CoxPH algorithm to extract feature values from the received data, including:
[0138] Define the model hazard function: (1)
[0139] It satisfies: Constant=...
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