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A method for intelligent identification of hydroelectric unit model

An identification method and technology of hydroelectric units, applied in calculation models, biological models, data processing applications, etc., can solve the problems of rapid convergence and insufficient accuracy, and achieve increased global search probability, low complexity, and easy programming Effect

Active Publication Date: 2022-05-13
HUAZHONG UNIV OF SCI & TECH +1
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Problems solved by technology

[0005] At least one defect or improvement requirement of the prior art, the present invention provides a hydroelectric unit model intelligent identification method, in view of the fact that the current whale optimization algorithm has insufficient convergence speed and accuracy, a global search is added to the traditional whale optimization algorithm Probability, to avoid prematurely falling into the local optimum; fusion of immune operators, increase the diversity of the population; in the identification process, the adaptive correction method is used to solve the uncertainty of the estimated parameter range, adaptively adjust the search space, improve Optimize efficiency; greatly improve the reliability and accuracy of hydroelectric unit model identification

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  • A method for intelligent identification of hydroelectric unit model
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  • A method for intelligent identification of hydroelectric unit model

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Embodiment Construction

[0051] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not constitute a conflict with each other.

[0052] The intelligent identification method of a hydroelectric unit model provided by the present invention increases the global search probability on the basis of the traditional whale optimization algorithm, so that the algorithm can quickly converge in the later stage of iteration. At the same time, in order to avoid local optimum, the present invention introduces an immune mutation operator...

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Abstract

The invention discloses an intelligent identification method for a model of a hydroelectric unit. The method includes: creating a corresponding identification system model according to the speed control system of a water turbine, obtaining an actual response signal output by the speed control system of a water turbine under the excitation of a given input signal, and identifying The simulated response signal output by the system under the excitation of a given input signal; the difference between the actual and simulated response signals is defined as the objective function, and the whale optimization algorithm is used to iteratively optimize the parameters to be identified to minimize the objective function, and the hydropower The optimal identification parameters of the unit; in the iterative process, the global search probability is increased by balancing random search and optimal search; the present invention increases the global search probability in the traditional whale optimization algorithm, integrates the immune operator, and adopts the automatic The adaptive correction method is used to adjust the search space and improve the optimization efficiency. It has the advantages of fast convergence speed, less calculation time and high efficiency, and effectively improves the identification accuracy.

Description

technical field [0001] The invention belongs to the technical field of water turbine parameter identification, and more specifically relates to an intelligent identification method for a hydroelectric unit model. Background technique [0002] Water is the source of life, and electricity is the guarantee of social development. Hydropower plants play a vital role in the supply of electricity for everyday life, industry and agriculture. Therefore, the research on hydro turbines is of great significance to the stable and safe operation of hydroelectric generating units. However, due to the complexity and nonlinearity of engineering systems, it is still difficult to obtain accurate models and parameters so far. The emergence of identification technology provides a new method to solve this problem, and has developed into one of the most critical research branches of hydraulic turbines. [0003] The identification of hydro turbines has come a long way in the past few decades. T...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/06G06Q50/06G06N3/00
CPCG06Q10/067G06Q50/06G06N3/006
Inventor 田田甄文喜刘昌玉赵炜马喜平赵霖
Owner HUAZHONG UNIV OF SCI & TECH
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