Intelligent decision method based on artificial intelligence technology and ROPN technology

Abstract

The invention discloses an intelligent decision method based on an artificial intelligence technology and an ROPN technology which belongs to the field of artificial intelligence technologies, such asa granular neural network, the reinforcement learning, etc., and the ROPN industrial system modeling technology, and solves the problem that the granular calculation in the prior art cannot overcomethe deadlock during an actual production process. The method comprises the steps of constructing an ROPN model based on the acquired real-time data of an industrial system and an ROPN technology; constructing a granular neural network decision model, namely an intelligent production scheduling model, based on the acquired historical data of the industrial system and the granular calculation, and training the intelligent production scheduling model through the subsequently acquired historical data of the industrial system after the model is constructed to obtain a trained intelligent productionscheduling model; and based on the ROPN model and the intelligent scheduling model, deciding the problems to be decided, the real-time data of the industrial system, the problem data in the real-timescheduling problems and the historical data of the industrial system to obtain an optimal scheduling scheme. The method is used for obtaining the optimal decision during the industrial control and scheduling process.

Description

technical field [0001] An intelligent decision-making method based on artificial intelligence technology and ROPN technology is used to obtain the best decision in the process of industrial control and scheduling, and belongs to the field of artificial intelligence technology such as granular neural network and reinforcement learning and ROPN industrial system modeling technology. Background technique [0002] Artificial intelligence technology is one of the cores of the new generation of information technology. It is a new technical science that studies and develops theories, methods, technologies and application systems for simulating, extending and expanding human intelligence. Artificial intelligence is regarded as an important driving force for a new round of technological revolution, industrial optimization and upgrading, and an overall leap in productivity. It is an important strategic tool to win the initiative in global technological competition. [0003] At present...

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Problems solved by technology

[0008] In view of the problems of the above research, the purpose of the present invention is to provide an intelligent decision-making method based on artificial intelligence technology and ROPN technology, to solve the deadlock problem in the actual production process that cannot be overcome by granular computing in the prior art; the POPN model cannot realize decision-making The results are optimized, and the real-time decision-making cannot be realized, resulting in problems such as the given decision is not practical.

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