Sewage treatment concentration control method utilizing iterative quadratic heuristic programming

A sewage treatment and heuristic technology, applied in the general control system, adaptive control, control/regulation system, etc., can solve the problem of difficult to meet the optimization performance requirements, difficult to effectively deal with complex dynamics, secondary heuristic programming algorithm less sewage treatment field and other issues

Active Publication Date: 2020-11-27
BEIJING UNIV OF TECH +1
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Problems solved by technology

Compared with heuristic dynamic programming technology, quadratic heuristic programming technology has obvious advantages, and can produce better control effect. However, quadratic heuristic programming algorithm is rarely used in the field of sewage treatment, especially there is no quadratic Engineering Application Results of Heuristic Planning Algorithm Design
Due to the complex characteristics of the sewage treatment process, such as nonlinearity and unknown dynamics, if traditional control methods are used, it is difficult to effectively deal with complex dynamics and meet the optimization performance requirements.

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  • Sewage treatment concentration control method utilizing iterative quadratic heuristic programming
  • Sewage treatment concentration control method utilizing iterative quadratic heuristic programming
  • Sewage treatment concentration control method utilizing iterative quadratic heuristic programming

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Embodiment Construction

[0015] The invention proposes a sewage treatment concentration control method using iterative quadratic heuristic programming, which is used to solve the approximate optimal control problem of discrete-time nonlinear dynamic systems, and is applied to the concentration of dissolved oxygen and nitrate nitrogen in sewage treatment systems control design. Combining the quadratic heuristic planning technique with the iterative adaptive evaluation framework, the dynamic information of the controlled object does not need to be known when dealing with the approximate optimal adjustment problem, and the computational complexity of neural network backpropagation can be reduced. In this way, when the advanced control design is carried out, the sewage treatment data resources can be effectively used, and the purpose of intelligent optimization can be achieved in the adaptive learning process.

[0016] Effective treatment of sewage is an important way to solve the increasingly serious pro...

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Abstract

The invention discloses a sewage treatment concentration control method utilizing iterative quadratic heuristic programming, which is used for solving the approximate optimal control problem of a discrete time nonlinear dynamic system and is applied to the concentration control design of dissolved oxygen and nitrate nitrogen in a sewage treatment system. According to the method, a quadratic heuristic programming technology is combined with an iterative adaptive evaluation framework, so that dynamic information of a controlled object does not need to be known when an approximate optimal adjustment problem is solved, and the computational complexity of neural network back propagation can be reduced. Thus, when advanced control design is carried out, sewage treatment data resources can be effectively utilized, and the purpose of intelligent optimization is achieved in the self-adaptive learning process.

Description

technical field [0001] The invention belongs to the technical field of sewage treatment, and in particular relates to a sewage treatment concentration control method using iterative quadratic heuristic programming. Background technique [0002] As an effective means to alleviate the shortage of water resources in our country, improving the level of sewage treatment technology plays an important role in the sustainable development of the economy and society. However, the sewage treatment process has typical nonlinear characteristics, the biochemical reaction mechanism is complex, and the coupling relationship is obvious. It is difficult to establish an accurate mathematical model, and it has requirements on water quality and energy consumption. Among them, the concentration control of dissolved oxygen and nitrate nitrogen is a basic problem in the field of sewage treatment. The controllers designed by traditional methods often have disadvantages such as poor self-adaptabilit...

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Application Information

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Patent Type & AuthorityApplications(China)
IPC IPC(8): G05B13/04
CPCG05B13/042Y02W10/10
Inventor王鼎哈明鸣乔俊飞
OwnerBEIJING UNIV OF TECH