메뉴 건너뛰기




Volumn , Issue , 2004, Pages 517-534

Robust reinforcement learning for heating, ventilation, and air conditioning control of buildings

Author keywords

Artificial neural networks; Coils; Learning; Mathematical model; Robustness; Water heating

Indexed keywords

AIR CONDITIONING; MATHEMATICAL MODELS; NEURAL NETWORKS; ROBUST CONTROL; ROBUSTNESS (CONTROL SYSTEMS);

EID: 84927711527     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1109/9780470544785.ch20     Document Type: Chapter
Times cited : (12)

References (42)
  • 1
    • 0029713547 scopus 로고    scopus 로고
    • Application of general regression neural network (GRNN) in HVAC process identification and control
    • Ahmed, J. W. Mitchell, and S. A. Klein, Application of general regression neural network (GRNN) in HVAC process identification and control, ASHRAE Trans., vol. 102, no. 1, 1996.
    • (1996) ASHRAE Trans. , vol.102 , Issue.1
    • Ahmed, J.W.M.1    Klein, S.A.2
  • 2
    • 0031259122 scopus 로고    scopus 로고
    • Synthesis of reinforcement learning, neural networks, and pi control applied to a simulated heating coil
    • C. W. Anderson, D. C. Hittle, A. D. Katz, and R. M. Kretchmar, Synthesis of reinforcement learning, neural networks, and pi control applied to a simulated heating coil, Artificial Intelligence in Engineering, vol. 11, no. 4, pp. 423-431, 1997.
    • (1997) Artificial Intelligence in Engineering , vol.11 , Issue.4 , pp. 423-431
    • Anderson, C.W.1    Hittle, D.C.2    Katz, A.D.3    Kretchmar, R.M.4
  • 3
    • 0029272872 scopus 로고
    • Control design for variations in structural natural frequencies
    • G. J. Balas, and P. M. Young, Control design for variations in structural natural frequencies, AIAA Journal of Guidance, Dynamics and Control, vol. 18, pp. 325-332, 1995.
    • (1995) AIAA Journal of Guidance, Dynamics and Control , vol.18 , pp. 325-332
    • Balas, G.J.1    Young, P.M.2
  • 6
    • 0027205719 scopus 로고
    • A survey of extreme point results for robustness of control systems
    • B. R. Barmish, and H. I. Kang, A survey of extreme point results for robustness of control systems, Automatica, vol. 29, pp. 13-35, 1993.
    • (1993) Automatica , vol.29 , pp. 13-35
    • Barmish, B.R.1    Kang, H.I.2
  • 7
    • 0028751160 scopus 로고
    • Robust control of nonlinear systems using norm-bounded neural networks
    • Orlando, FL
    • E. Bass, and K. Y. Lee, Robust control of nonlinear systems using norm-bounded neural networks, Proc. 1994 IEEE International Conference on Neural Networks, pp. 2524-2529, Orlando, FL, 1994.
    • (1994) Proc. 1994 IEEE International Conference on Neural Networks , pp. 2524-2529
    • Bass, E.1    Lee, K.Y.2
  • 8
    • 0011439661 scopus 로고
    • A tuning method for first order processes with PI controllers
    • J. Bekker, P. K. Meckel, and D. Hittle, A tuning method for first order processes with PI controllers, ASHRAE Trans., vol. 97, no. 1,1991.
    • (1991) ASHRAE Trans. , vol.97 , Issue.1
    • Bekker, J.1    Meckel, P.K.2    Hittle, D.3
  • 9
    • 0022936207 scopus 로고
    • Adaptive control implementation issues
    • S. Brandt, Adaptive control implementation issues, ASHRAE Trans., vol. 92, no. 2B, pp. 211-219,1986.
    • (1986) ASHRAE Trans. , vol.92 , Issue.2 , pp. 211-219
    • Brandt, S.1
  • 12
    • 0029698316 scopus 로고    scopus 로고
    • Experimental results from a network-assisted PID controller
    • R S. Curtiss, Experimental results from a network-assisted PID controller, ASHRAE Trans., vol. 102, no. 1,1996.
    • (1996) ASHRAE Trans. , vol.102 , Issue.1
    • Curtiss, R.S.1
  • 13
    • 0027153737 scopus 로고
    • Adaptive control of HVAC processes using predictive neural networks
    • P. S. Curtiss, J. K. Kreider, and M. J. Brandemuehl, Adaptive control of HVAC processes using predictive neural networks, ASHRAE Trans., vol. 99, no. 1,1993.
    • (1993) ASHRAE Trans. , vol.99 , Issue.1
    • Curtiss, P.S.1    Kreider, J.K.2    Brandemuehl, M.J.3
  • 14
    • 0029713371 scopus 로고    scopus 로고
    • Neural networks applied to buildings-a tutorial and case studies in prediction and adaptive control
    • P. S. Curtiss, G. Shavit, and J. K. Kreider, Neural networks applied to buildings-a tutorial and case studies in prediction and adaptive control, ASHRAE Trans., vol. 102, no. 1,1996.
    • (1996) ASHRAE Trans. , vol.102 , Issue.1
    • Curtiss, P.S.1    Shavit, G.2    Kreider, J.K.3
  • 15
    • 85036554592 scopus 로고
    • A robust self-tuning predictive controller for HVAC applications
    • A. Dexter, and P. Haves, A robust self-tuning predictive controller for HVAC applications, ASHRAE Journal, vol. 32, no. 12, pp. 12-22,1990.
    • (1990) ASHRAE Journal , vol.32 , Issue.12 , pp. 12-22
    • Dexter, A.1    Haves, P.2
  • 16
    • 0020203138 scopus 로고
    • Analysis of feedback systems with structured uncertainty
    • J. C. Doyle, Analysis of feedback systems with structured uncertainty, IEEE Proc., vol. 129, no. D, pp. 242-250,1982.
    • (1982) IEEE Proc. , vol.129 , Issue.D , pp. 242-250
    • Doyle, J.C.1
  • 17
    • 0022290362 scopus 로고
    • Structured uncertainty in control system design
    • Kyoto, Japan
    • J. C. Doyle, Structured uncertainty in control system design, Proc. 24th Conference on Decision and Control, pp. 260-265, Kyoto, Japan, 1985.
    • (1985) Proc. 24Th Conference on Decision and Control , pp. 260-265
    • Doyle, J.C.1
  • 19
    • 0025547320 scopus 로고
    • Prediction of thermal storage loads using a neural network
    • F. Ferrano, and K. Wong, Prediction of thermal storage loads using a neural network, ASHRAE Trans., vol. 96, no. 2, pp. 723-726,1990.
    • (1990) ASHRAE Trans. , vol.96 , Issue.2 , pp. 723-726
    • Ferrano, F.1    Wong, K.2
  • 20
    • 0024680186 scopus 로고
    • Diagnosing building operational problems
    • J. S. Haberl, L. K. Norford, and J. V. Spadaro, Diagnosing building operational problems, ASHRAE Journal, vol. 31, no. 6, pp. 20-30,1989.
    • (1989) ASHRAE Journal , vol.31 , Issue.6 , pp. 20-30
    • Haberl, J.S.1    Norford, L.K.2    Spadaro, J.V.3
  • 23
    • 0026138467 scopus 로고
    • Performance robustness of discrete-time systems with structured uncertainty
    • M. Khammash, and J. B. Pearson, Performance robustness of discrete-time systems with structured uncertainty, IEEE Trans. Automatic Control, vol. 36, pp. 398-412,1991.
    • (1991) IEEE Trans. Automatic Control , vol.36 , pp. 398-412
    • Khammash, M.1    Pearson, J.B.2
  • 24
    • 0027591532 scopus 로고
    • Necessary and sufficient conditions of stability: A multiloop generalization of the circle criterion
    • A. Megretsky, Necessary and sufficient conditions of stability: A multiloop generalization of the circle criterion, IEEE Trans. Automatic Control, vol. 38, pp.753-760,1993.
    • (1993) IEEE Trans. Automatic Control , vol.38 , pp. 753-760
    • Megretsky, A.1
  • 25
    • 0010408291 scopus 로고
    • Comparison of artificial neural networks with traditional methods of predicting return time from night or weekend setback
    • R. Miller, and J. Seem, Comparison of artificial neural networks with traditional methods of predicting return time from night or weekend setback, ASHRAE Trans., vol. 97,1991.
    • (1991) ASHRAE Trans. , vol.97
    • Miller, R.1    Seem, J.2
  • 27
    • 0000860811 scopus 로고
    • Selecting the proportional and integral constants in the direct digital control of discharge air temperature
    • C. G. Nesler and W. F. Stoecker, Selecting the proportional and integral constants in the direct digital control of discharge air temperature, ASHRAE Trans., vol. 90, no. 2B, pp. 834-845,1984.
    • (1984) ASHRAE Trans. , vol.90 , Issue.2 , pp. 834-845
    • Nesler, C.G.1    Stoecker, W.F.2
  • 28
    • 11744297048 scopus 로고
    • Improved energy information for a building operator-exploring the possibilities of a quasi-real-time knowledge-based system
    • L. K. Norford, A. Allgeier, and J. V. Spadaro, Improved energy information for a building operator-exploring the possibilities of a quasi-real-time knowledge-based system, ASHRAE Trans., vol. 96, no. 1, pp. 1515-1523, 1990.
    • (1990) ASHRAE Trans. , vol.96 , Issue.1 , pp. 1515-1523
    • Norford, L.K.1    Allgeier, A.2    Spadaro, J.V.3
  • 29
    • 0029514267 scopus 로고
    • Necessary and sufficient conditions for robust performance
    • Seattle, WA
    • F. Paganini, Necessary and sufficient conditions for robust performance, American Control Conference, pp. 1970-1975, Seattle, WA, 1995.
    • (1995) American Control Conference , pp. 1970-1975
    • Paganini, F.1
  • 31
    • 0020207749 scopus 로고
    • Stability margins for diagonally perturbed multivariable feedback systems
    • M. G. Safonov, Stability margins for diagonally perturbed multivariable feedback systems, IEEE Proc., vol. 129, no. D, pp. 251-256, 1982.
    • (1982) IEEE Proc. , vol.129 , Issue.D , pp. 251-256
    • Safonov, M.G.1
  • 33
    • 0025795412 scopus 로고
    • Adaptive methods for real-time forecasting of building electrical demand
    • J. Seem, and J. Braun, Adaptive methods for real-time forecasting of building electrical demand, ASHRAE Trans., vol. 97,1991.
    • (1991) ASHRAE Trans. , vol.97
    • Seem, J.1    Braun, J.2
  • 34
    • 85036564218 scopus 로고    scopus 로고
    • Field and laboratory results for a new pattern recognition adaptive controller
    • Brussels, Belgium
    • J. E. Seem, and H. J. Haugstad, Field and laboratory results for a new pattern recognition adaptive controller, Proc. CLIMA 2000 International Conference, p. 77, Brussels, Belgium, 1997.
    • (1997) Proc. CLIMA 2000 International Conference , pp. 77
    • Seem, J.E.1    Haugstad, H.J.2
  • 35
    • 0028412889 scopus 로고
    • Robust stability with time-varying structured uncertainty
    • J. S. Shamma, Robust stability with time-varying structured uncertainty, IEEE Trans. Automatic Control, vol. 39, pp. 714-724,1994.
    • (1994) IEEE Trans. Automatic Control , vol.39 , pp. 714-724
    • Shamma, J.S.1
  • 37
    • 0029342651 scopus 로고
    • Nonlinear system identification using neural state space models, applicable to robust control design
    • J. A. K. Suykens, B. L. R. De Moor, and J. Vandewalle, Nonlinear system identification using neural state space models, applicable to robust control design, International Journal of Control, vol. 64, pp. 129-152,1995.
    • (1995) International Journal of Control , vol.64 , pp. 129-152
    • Suykens, J.A.K.1    De Moor, B.L.R.2    Vandewalle, J.3
  • 38
    • 0025789531 scopus 로고
    • Dynamic nonlinear modeling of a hot-water-to-air heat exchanger for control applications
    • D. M. Underwood, and R. R. Crawford, Dynamic nonlinear modeling of a hot-water-to-air heat exchanger for control applications, ASHRAE Trans., vol. 97, no. 1, pp. 149-155,1991.
    • (1991) ASHRAE Trans. , vol.97 , Issue.1 , pp. 149-155
    • Underwood, D.M.1    Crawford, R.R.2
  • 39
    • 0025887972 scopus 로고
    • An overview of neural networks for control
    • P. J. Werbos, An overview of neural networks for control, Control Systems Magazine, vol. 11, no. 1, pp. 40-41,1991.
    • (1991) Control Systems Magazine , vol.11 , Issue.1 , pp. 40-41
    • Werbos, P.J.1
  • 40
    • 0030257908 scopus 로고    scopus 로고
    • Controller Design with Real Parametric Uncertainty
    • P. M. Young, Controller Design with Real Parametric Uncertainty, International Journal of Control, vol. 65, pp. 469-509, 1996.
    • (1996) International Journal of Control , vol.65 , pp. 469-509
    • Young, P.M.1
  • 42
    • 0004049895 scopus 로고
    • Ph.D. Thesis, Cambridge University Psychology Department, Cambridge, UK
    • C. Watkins, Learning with Delayed Rewards, Ph.D. Thesis, Cambridge University Psychology Department, Cambridge, UK, 1989.
    • (1989) Learning with Delayed Rewards
    • Watkins, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.