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SCR CONTROL STRATEGY BASED ON ANNS AND FUZZY PID IN A HEAVY-DUTY DIESEL ENGINE
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  • SCR CONTROL STRATEGY BASED ON ANNS AND FUZZY PID IN A HEAVY-DUTY DIESEL ENGINE
  • SCR CONTROL STRATEGY BASED ON ANNS AND FUZZY PID IN A HEAVY-DUTY DIESEL ENGINE
저자명
Zhang. S.M.,Tian. F.,Ren. G.F.,Yang. L.
간행물명
International journal of automotive technology
권/호정보
2012년|13권 5호|pp.693-699 (7 pages)
발행정보
한국자동차공학회
파일정보
정기간행물|ENG|
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기타
이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
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기타언어초록

The paper presents an innovative method combining artificial neural networks (ANNs) with Fuzzy PID to demonstrate the advantages of this control approach for meeting both NOx emission requirements and NH3 slip targets. An ANN model was utilized to simulate the formation of NOx emissions under various engine operating conditions. Next, an effective closed-loop control strategy with a type of feedback known as fuzzy PID is adopted for on-line, real-time control of 32.5% aqueous urea dosing in the exhaust stream. The new strategy explores the benefits by simulation and testing in the environments of Matlab/Simulink and ESC/ETC, respectively. The notable achievement of considerable NOx reduction and an acceptably small NH3 slip is obtained based on this new, feasible and effective strategy.