A model-free adaptive control method and system for an industrial system

A model-free adaptive, industrial system technology, applied in the direction of adaptive control, general control system, control/regulation system, etc., can solve the problem of high R&D cost of trial and error cost, achieve effective intelligent control strategy and reduce trial and error cost. Effect

Active Publication Date: 2021-11-05
北京中超伟业信息安全技术股份有限公司 +1
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Problems solved by technology

[0004] The purpose of the present invention is to provide a model-free adaptive control method and system for industrial systems to solve the problems of trial and error costs and high R&D costs

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  • A model-free adaptive control method and system for an industrial system
  • A model-free adaptive control method and system for an industrial system
  • A model-free adaptive control method and system for an industrial system

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Embodiment Construction

[0063] Next, the technical solutions in the embodiments of the present invention will be described in connection with the drawings of the embodiments of the present invention, and it is understood that the described embodiments are merely the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art are in the range of the present invention without making creative labor premise.

[0064] It is an object of the present invention to provide an industrial system without model adaptive control method and system, which can greatly reduce the test error cost to obtain a more efficient intelligent control strategy.

[0065] In order to make the above objects, features, and advantages of the present invention, the present invention will be further described in detail below with reference to the accompanying drawings and specific embodiments.

[0066] figure 1 Th...

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Abstract

The invention relates to a model-free adaptive control method and system for an industrial system. The method includes: obtaining historical monitoring data of various equipment in the industrial process; using the controllable data to generate a set of control instructions; the set of control instructions includes a plurality of control instructions generated at the next moment; according to the historical monitoring data Constructing a predictive simulation model; based on the set of control instructions, training a control model based on reinforcement learning according to the prediction simulation model, generating a trained control model based on reinforcement learning; obtaining current monitoring data; inputting the current monitoring data into In the trained control model based on reinforcement learning, the production process of the industrial system is adaptively controlled, and the optimal setting target of the industrial system is output. The invention can greatly reduce trial and error costs and obtain more effective intelligent control strategies.

Description

Technical field [0001] The present invention relates to industrial intelligence control, strengthening learning control, and in particular to an industrial system without model adaptive control method and system. Background technique [0002] In recent years, the rapid development of modern science and technology has promoted the development of industrial sector, information, automation, and intelligent development in the industrial sector. With the increasing development of industrial production, unmanned intelligent control is achieved under complex industrial scenarios, how to further reduce human cost and operator's skill training costs, how to get out of human experience intervention, achieve more precise, reliable intelligent control strategy It has become a key issue that needs to be solved. Traditional intelligent control technology only applies to simple industrial environments. In actual industrial production, there is a large number of sensors for monitoring data in co...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G05B13/04
CPCG05B13/042
Inventor 罗远哲刘瑞景赵爱民李玉琼耿云晓刘志明易文军任光远靳晓栋
Owner 北京中超伟业信息安全技术股份有限公司
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