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基于模糊神經(jīng)網(wǎng)絡(luò )的渦噴發(fā)動(dòng)機控制系統設計
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南京理工大學(xué) 機械工程學(xué)院

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TP273

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Design of Turbojet Engine Control System Based on Fuzzy Neural Network
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    摘要:

    針對微型渦噴發(fā)動(dòng)機ECU控制系統具有時(shí)變性和非線(xiàn)性的特點(diǎn),為改善微型渦噴發(fā)動(dòng)機控制系統的控制性能,將模糊神經(jīng)網(wǎng)絡(luò )PID控制方法應用于ECU的轉速與推力控制系統中。首先,利用某微型渦噴發(fā)動(dòng)機的試車(chē)數據通過(guò)系統辨識方法得到其數學(xué)模型,其次針對模糊PID無(wú)法在線(xiàn)調參的弊端,引入模糊神經(jīng)網(wǎng)絡(luò )控制方法對微型渦噴發(fā)動(dòng)機ECU系統進(jìn)行控制。為模擬發(fā)動(dòng)機在工作過(guò)程中遇到的干擾問(wèn)題,在仿真過(guò)程中加入了干擾信號,通過(guò)與傳統PID、模糊PID的仿真結果對比驗證得出,模糊神經(jīng)網(wǎng)絡(luò )PID在渦噴發(fā)動(dòng)機控制系統中的表現最好,使系統的穩定速度更快,超調量更小,在有干擾的情況下恢復穩定狀態(tài)的時(shí)間更短。

    Abstract:

    In view of the characteristics of time-varying and non-linear characteristics of the ECU control system of the micro-turbojet engine, in order to improve the control performance of the micro-turbojet engine control system, the fuzzy neural network PID control method is applied to the speed and thrust control system of the ECU. First, using the test data of a micro-turbojet engine to obtain its mathematical model through the system identification method, and secondly, the fuzzy neural network control method is introduced to control the micro-turbojet engine ECU system for the drawback of fuzzy PID online parameter adjustment. In order to simulate the interference problems encountered by the engine in the process of operation, interference signals were added to the simulation process. Through comparison and verification with the simulation results of traditional PID and fuzzy PID, it is found that the fuzzy neural network PID control system is better.It has a faster and faster stability,the amount of modulation is smaller, and the time to restore a stable state in the presence of interference is shorter.

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李慧琳,封鋒.基于模糊神經(jīng)網(wǎng)絡(luò )的渦噴發(fā)動(dòng)機控制系統設計計算機測量與控制[J].,2021,29(2):53-57.

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  • 收稿日期:2020-07-02
  • 最后修改日期:2020-07-31
  • 錄用日期:2020-07-31
  • 在線(xiàn)發(fā)布日期: 2021-02-08
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