Adaptive Neural Network Control of Thermoacoustic Instability in Rijke Tube: A Fully Actuated System Approach
查看参考文献30篇
文摘
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Thermoacoustic instability phenomena often encounter in gas turbine combustors, especially for the premixed combustor design, with many possible detrimental results. As a classical experiment, the Rijke tube is the simplest and the most effective illustration to study the thermoacoustic instability. This paper investigates the active control approach of the thermoacoustic instability in a horizontal Rijke tube. What's more, the radial basis function (RBF) neural network is adopted to estimate the complex unknown continuous nonlinear heat release rate in the Rijke tube. Then, based on the proposed second-order fully actuated system model, the authors present an adaptive neural network controller to guarantee the flow velocity fluctuation and pressure fluctuation to converge to a small region of the origin. Finally, simulation results demonstrate the feasibility of the design method. |
来源
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Journal of Systems Science and Complexity
,2022,35(2):586-603 【核心库】
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DOI
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10.1007/s11424-022-2048-x
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关键词
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Adaptive neural network control
;
fully actuated system
;
nonlinear system
;
Rijke tube
;
thermoacoustics instability
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地址
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1.
College of Information Science and Engineering, Northeastern University, State Key Laboratory of Synthetical Automation for Process Industries, Shenyang, 110819
2.
College of Information Science and Engineering, Northeastern University, Shenyang, 110819
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语种
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英文 |
文献类型
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研究性论文 |
ISSN
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1009-6124 |
学科
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能源与动力工程;自动化技术、计算机技术 |
基金
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国家自然科学基金
;
the Science Center Program of National Natural Science Foundation of China
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文献收藏号
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CSCD:7238862
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