Indoor thermal comfort PMV index prediction based on particle swarm algorithm and least square support vector machine

Proceedings - 2010 International Conference on Intelligent System Design and Engineering Application, ISDEA 2010

Volumn 1, Issue , 2010, Pages 857-860

  Bin, Sun ^a   Ke, Han ^a  

^a NORTHEAST ELECTRIC POWER UNIVERSITY   (China)

Author keywords

Least square support vector machine; Parameter optimization; Particle swarm algorithm; PMV index; Thermal comfort

Indexed keywords

AIR; GLOBAL OPTIMIZATION; INTELLIGENT SYSTEMS; PARAMETER ESTIMATION; THERMAL COMFORT; VECTORS;

INDOOR THERMAL COMFORT; LEAST SQUARE SUPPORT VECTOR MACHINES; LEAST SQUARES SUPPORT VECTOR MACHINES; MEAN RADIANT TEMPERATURE; NON-LINEAR RELATIONSHIPS; PARAMETER OPTIMIZATION; PARTICLE SWARM ALGORITHM; PMV INDEX;

SUPPORT VECTOR MACHINES;

EID: 79955767083     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISDEA.2010.322     Document Type: Conference Paper

References (8)

1. D. Wei, X. H. Pan, and M. L. Zhang, "Application of PMV Comfort Index to HVAC System Control," Journal of Beijing Institute of Civil Engineering and Architecture, vol. 20, 2004, pp. 52-56.
2. L. Shi, L. Zhao, and L. H. Pan, "PMV Comfort Index Predicted with Artificial Neural Network," Journal of Xi'an University of Architecture and Technology, Nature Science Edition, vol. 34, 2002, pp. 80-83.
3. B. Zhao, Z. W. Lian, X. J. Zhou, and X. J. Ye, "Evaluation Model for Indoor Thermal Comfort Based on Neural Network," Harbin Institute of Technology, vol. 35, 2003, pp. 1436-1438.
4. V. N. VAPNIK, The Nature of Statistical Learning Theory. New York, CA: Springer-Verlag, 1995.
5. J. Liu, Z. P. Zhang, F. Jiang, and S. Liu, "Application Research of LS-SVM in Thermal Comfort PMV Index Prediction," Refrigeration Air-conditioning and Electric Machinery, vol. 28, 2007, pp. 5-7.
6. M. Kumar and I. N. Kar, "Non-linear HVAC computations using least square support vector machines," Energy Conversion and Management, vol. 50, 2009, pp. 1411-1418.
7. X. H. Luo, X. Li, and J. H. Zhang, "Support Vector Machine and Its Applications," Journal of Shenzhen University: Science and Engineering Edition, vol. 20, 2003, pp. 40-46.
8. H. R. Zhang, X. D. Wang, and C. J. Zhang, "A new learning algorithm of regression support vector machine," Journal of Testing Technology, vol. 20, 2006, pp. 169-173.