Journal of Institute of Control, Robotics and Systems (제어로봇시스템학회논문지)

Institute of Control, Robotics and Systems (제어로봇시스템학회)
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A Controller Design for the Prediction of Optimal Heating Load

최적 난방부하 예측 제어기 설계

  • Published : 2000.06.01
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Abstract

This paper presents an approach for the prediction of optimal heating load using a diagonal recurrent neural networks(DRNN) and data base system of outdoor temperature. In the DRNN, a dynamic backpropagation(DBP) with delta-bar-delta teaming method is used to train an optimal heating load identifier. And the data base system is utilized for outdoor temperature prediction. Compared to other kinds of methods, the proposed method gives better prediction performance of heating load. Also a hardware for the controller is developed using a microprocessor. The experimental results show that prediction enhancement for heating load can be achieved with the proposed method regardless of the its inherent nonlinearity and large time constant.

Keywords

References

  1. 정기철, 양해원, 'DRNN을 이용한 최적 난방부하 식별,' 대한 전기학회 논문지, 제48권 제10호, pp.1231- 1238. 1999
  2. 임후장, 정기철, 이은욱, 최병윤, 양해원, '최적난방부하 예측 제어기에 관한 연구,' 제어 계측 자동화 로보틱스 연구회 합동 학술 회의, pp. 214-217, 1999
  3. 김동헌, 양해원, 최병윤, 주용진, 이경호, '신경회로망을 이용한 최적 난방 부하예측 앨고리즘 개발,' 제어계측 자동화 로보틱스 연구회 합동 학술 회의, pp. 382-385, 1998
  4. C. C. Ku and K. Y. Lee, 'System identification and control using diagonal recurrent neural networks,' in Proc. 1992 American Control Conf., Chicago, 24-26, pp. 545-549, June, 1992
  5. K. S. Narendra and K. Parthasarthy, 'Identification and control of dynamical system using neural network,' IEEE Trans. Neural Networks, Vol. 1, No. 1, pp. 4-27, 1990 https://doi.org/10.1109/72.80202
  6. L. Fausett, 'Fundamentals of Neural Networks,' Prentice Hall, 1994
  7. M. Kawashima, C. E. Dorgan, and John W. Mitchell, 'Hourly thermal load prediction for the next 24 hours by ARIMA, EWMA, LR, and an artificial neural network,' ASHRAE Transactions:Research, pp. 186-200, 1995
  8. A. G. Bakirtzis, V.Petridis, S. J. Kiartzis, M. C. Alexiadis, and A. H. Maissis, 'A neural network short term load forecasting model for the Greek power system,' IEEE Trans. Power Systems, vol. 11, no. 2, pp. 858-863, 1996 https://doi.org/10.1109/59.496166
  9. 조주영, 이우진, '마르코프 과정에 의한 단시간 국지예보와 예보평가,' 기상연구논문집 9(1), pp. 33-41, 1992