Intelligent sewage management and control system based on imitation learning and expert system

Abstract

The invention discloses an intelligent sewage management and control system based on imitation learning and an expert system. An expert operation system model is constructed by taking the deviation between water quality parameter data and water quality parameter expected data as input and a corresponding water treatment equipment regulation and control strategy as output and adopting an imitationlearning method, the real-time acquired deviation between the water quality parameter data and the set water quality parameter expected data is input into an intelligent operation module, a corresponding water treatment equipment regulation and control strategy is output based on the constructed expert operation system model, and finally, an evaluative feedback signal is given to the output regulation and control strategy based on a reward and punishment function, and the intelligent operation module improves the regulation and control strategy by utilizing the feedback signal and dynamicallyadjusts equipment operation parameters until an optimal strategy is obtained. The system simulates expert operation to send a remote control instruction and automatically correct operation parametersof related equipment, ensures that state parameter data of the equipment reaches an expected numerical standard, and achieves the purpose of real-time monitoring.

Description

Technical field: [0001] The invention belongs to the technical field of water treatment intelligent control, and in particular relates to an intelligent sewage management and control system based on imitation learning and an expert system. Background technique: [0002] The traditional sewage management and control system is generally based on the obtained water quality data of the sewage system. The technicians adjust the operating parameters of the equipment according to their professional knowledge and experience. The labor cost is high, and there are problems of untimely treatment. At present, some remote control systems for sewage treatment have also appeared. For example, the patent CN209132631 discloses a remote control system for sewage treatment equipment, which includes a cloud server for connecting with a remote monitoring computer, and monitoring for monitoring various parameters of the sewage treatment process. module, the sewage treatment execution module used ...

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Problems solved by technology

However, these systems can only achieve simple control and cannot completely replace professional and technical personnel.

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