Application of artificial neural network to predict the hourly cooling load of an office building

Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization, CSO 2009

Volumn 1, Issue , 2009, Pages 528-530

  Shi, Lei ^a   Wang, Jin ^a  

^a BEIJING JIAOTONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COOLING LOAD; DYNAMIC SIMULATION; ERROR BACK-PROPAGATION; METEOROLOGICAL ELEMENTS; VISUAL BASIC PROGRAMS;

AIR CONDITIONING; BACKPROPAGATION; BACKPROPAGATION ALGORITHMS; COMBINED SEWERS; COMPUTER SIMULATION; COOLING; OFFICE BUILDINGS;

NEURAL NETWORKS;

EID: 70649088894     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CSO.2009.145     Document Type: Conference Paper

References (8)

1. Y. Y. Li, "Artificial neural network (ANN) research in HVAC field", Journal of HV & AC, (31): 38-41, 2001.
2. M. Kawashima, Charles E Dorgan, et al, "Optimizing system control with load prediction by neural networks for an ice-storage system", ASHRAE Transactions, (102): 1169-1178, 1996.
3. F. J. Ferrano, K. V. Wong, "Prediction of thermal storage loads using a neural network", ASHRAE Transactions, (96): 723-726, 1990.
4. J. F.Kreider, Jeff S. Haberl, "Predicting hourly building energy use: The great energy predictor shootout---overview and discussion of result", ASHRAE Transactions, (100): 1104-1118, 1994.
5. M. Kawashima, C. E. Dorgan, J. W. Mitchell, "Hourly thermal load prediction for the next 24 hours by ARIMA, EWA, LR, and an artificial neural network", ASHRAE Transactions, (101): 186-200, 1995.
6. T. K. Kohoen, Self-organization and associative memory, Spring-Verlag, New York, 1988.
7. J. W. MacArthur, et al, "On-line recursive estimation for load profile prediction", ASHRAE Transactions, (95): 621-628, 1989.
8. Ting-Yao Chen, A. K. Athienitis, "Ambient temperature and solar radiation prediction for predictive control of HVAC systems and a methodology for optimal building heating dynamic operation", ASHRAE Transactions, (101): 26-36, 1995.