Assessment of potential energy saving using cluster analysis: A case study of lighting systems in buildings

Energy and Buildings

Volumn 52, Issue , 2012, Pages 145-152

  Petcharat, Siriwarin ^a   Chungpaibulpatana, Supachart ^a   Rakkwamsuk, Pattana ^b  

^a THAMMASAT UNIVERSITY   (Thailand)

^b KING MONGKUT'S UNIVERSITY OF TECHNOLOGY THONBURI   (Thailand)

Author keywords

Cluster analysis; Energy saving in buildings; Estimation of energy savings; Lighting systems in buildings

Indexed keywords

ACCURATE ESTIMATION; BUILDING ENERGY CODE; BUILDING ENERGY PERFORMANCE; CLUSTERING METHODS; CLUSTERING TECHNIQUES; COMMERCIAL BUILDING; ENERGY AUDIT; GENERAL APPROACH; IN-BUILDINGS; LIGHTING POWER DENSITY; LIGHTING SYSTEMS; MEAN VALUES; MIXING PROPORTIONS; SAVING ESTIMATION; SIMULATED DATA;

CLUSTER ANALYSIS; ESTIMATION; LIGHTING FIXTURES; NORMAL DISTRIBUTION; OFFICE BUILDINGS; POTENTIAL ENERGY;

ENERGY CONSERVATION;

EID: 84863491675     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2012.06.006     Document Type: Article

References (20)

1. L. Perez-Lombard, J. Ortiz, and C. Pout A review on buildings energy consumption information Energy and Buildings 40 2008 394 398
2. K. Janda Worldwide status of energy standards for buildings: a 2009 update Proceedings of the ECEEE Summer Study, vol. 1 1-6 June, Colle Sur Loop, France 2009 European Council for an Energy-Efficient Economy 485 491
3. International Energy Agency, Energy Efficiency Requirements in Building Codes, Energy Efficiency Policies for New Buildings, IEA Information Paper, 2008.
4. S. Chirarattananon, P. Chaiwiwatworakul, V.D. Hien, P. Rakkwamsuk, and K. Kubaha Assessment of energy savings from the revised building energy code of Thailand Energy 35 2010 1741 1753
5. S. Chirarattananon, P. Rakkwamsuk, V.D. Hien, J. Taveekun, and V. Mettanant Development of a building energy code for new buildings in Thailand Proceedings of Sustainable Energy and Environment (SEE) 1-3 December, Hua Hin, Thailand 2004 The Joint Graduate School of Energy and Environment and Kyoto University
6. 2 emissions in different types of buildings in the hot climate of Bahrain? Energy 34 2009 205 215
7. R. Saidur, and Energy Consumption Energy savings, and emission analysis in Malaysian office buildings Energy Policy 37 2009 4104 4113
8. A.T. Chan, and C.H. Yeung Implementing building energy codes in Hong Kong: energy savings, environmental impacts and cost Energy and Buildings 37 2005 631 642
9. 2 emission consequences of energy measures in buildings Building and Environment 37 2002 1421 1430
10. A. Al-Ghandoor, J.O. Jabor, I. Al-Hinti, I.M. Mansour, and Residential Past Future energy consumption: potential savings and environmental impact Renewable and Sustainable Energy Reviews 13 2009 1262 1274
11. M. Santamouris, G. Mihalakakou, P. Patargias, N. Gaitani, K. Sfakianaki, M. Papaglastra, C. Pavlou, P. Doukas, E. Primikiri, V. Geros, M.N. Assimakopoulos, R. Mitoula, and S. Zerefos Using intelligent clustering techniques to classify the energy performance of school buildings Energy and Buildings 39 2007 45 51
12. N. Gaitani, C. Lehmann, M. Santamouris, G. Mihalakakou, and P. Patargias Using principal component and cluster analysis in the heating evaluation of the school building sector Applied Energy 87 2010 2079 2086
13. V.M. Gomez-Munoz, and M.A. Porta-Gandara Local wind patterns for modeling renewable energy systems by means of cluster analysis techniques Renewable Energy 25 2002 171 182
14. P. Tan, M. Steinbach, and V. Kumar Introduction to Data Mining 2006 Pearson USA
15. C.M. Bishop Pattern Recognition and Machine Learning 2006 Springer Singapore
16. G. Gan, C. Ma, and J. Wu Data Clustering: Theory, Algorithms, and Applications, ASA-SIAM Series on Statistics and Applied Probability, SIAM, Philadelphia 2007 ASA Alexandria, VA
17. G.J. McLachlan, and T. Krishnan The EM Algorithm and Extensions 2nd edition 2008 John Wiley & Sons New Jersey
18. Department of Alternative Energy Development and Efficiency, Final Report on Improvement of Requirements for Energy Consumption in Designated Buildings (in Thai), 2004, Available from http://ee.dede.go.th/KnowledgeBaseDesc.aspx? kbid=7 (accessed 24.08.09).
19. Department of Alternative Energy Development and Efficiency, Ministerial Regulation Prescribing Type and Size of Building and Standard, Criteria and Procedure in Designing Building for Energy Conservation B.E.2552 (in Thai), 2009, Available from http://www.dede.go.th/dede/fileadmin/upload/nov50/aug52/18- 2552.pdf (accessed 07.12.09).
20. G. McLachlan, and D. Peel Finite Mixture Models, Wiley Series in Probability and Statistics 2000 John Wiley & Sons New York