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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.11 No.2
- 발행연도
- 2016.3
- 수록면
- 265 - 273 (9page)
이용수
초록· 키워드
오류제보하기
A water wall system is one of the most important components of a boiler in a thermal power plant, and it is a nonlinear Multi-Input and Multi-Output (MIMO) system, with 6 inputs and 3 outputs. Three models are developed and comp for the controller design, including a linear model, a multilayer feed-forward neural network (MFNN) model and an Echo State Network (ESN) model. First, the linear model is developed by linearizing a given nonlinear model and is analyzed as a function of the operating point. Second, the MFNN and the ESN are developed by using training data from the nonlinear model. The three models are validated using Matlab with nonlinear input-output data that was not used during training.
목차
Abstract
1. Introduction
2. A Water Wall Modeling
3. Two Neural Network Models
4. Comparison Results
5. Conclusion
References
참고문헌 (24)
참고문헌 신청
[학술대회논문] - C. Liu / 2011 / An Overview of Modelling and Simulation of Thermal Power Plant / Proc. of the 2011 International Conference on Advanced Systems : 86 ~ 91
[학술대회논문] - L. Xueqin / 2008 / The development of the boiler Water Wall Tube Inspection / Third International Conference on Electric Utility Deregulation and Restructuring and Poewer Technologies : 2415 ~ 2420
[학위논문] - P. B. Usoro / 1977 / Modeling and Simulation of a Drum Boiler-Turbine Power Plant Under Emergency State Control / Master / Massachusetts Institute of Technology
[학술지(정기간행물)] - U. -C. Moon / 2011 / An Adaptive Dynamic Matrix Control with Fuzzy-Interpolated Step-Response Model for a Drum-Type Boiler-Turbine System / IEEE Transactions on Energy Conversion 26 (2) : 393 ~ 401
[단행본] - V. Kecman / 2002 / Learning and Soft Computing: Support Vector Machines, Neural Networks and Fuzzy Logic Models / IEEE MIT Press
[학술대회논문] - L. Xueqin / 2008 / The development of the boiler Water Wall Tube Inspection / Third International Conference on Electric Utility Deregulation and Restructuring and Poewer Technologies : 2415 ~ 2420
[학위논문] - P. B. Usoro / 1977 / Modeling and Simulation of a Drum Boiler-Turbine Power Plant Under Emergency State Control / Master / Massachusetts Institute of Technology
[학술지(정기간행물)] - U. -C. Moon / 2011 / An Adaptive Dynamic Matrix Control with Fuzzy-Interpolated Step-Response Model for a Drum-Type Boiler-Turbine System / IEEE Transactions on Energy Conversion 26 (2) : 393 ~ 401
[단행본] - V. Kecman / 2002 / Learning and Soft Computing: Support Vector Machines, Neural Networks and Fuzzy Logic Models / IEEE MIT Press
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UCI(KEPA) : I410-ECN-0101-2016-560-002378109