Hacettepe Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi 1301-8752 1309-6338 Hacettepe Üniversitesi ENERJİ VE ÇEVRE KONULARINDA PARAMETRİK OLMAYAN ETKİNLİK ANALİZİ VE TÜRKİYE ELEKTRİK SANAYİİ UYGULAMASI Ulucan Aydın Hacettepe Üniversitesi, İşletme Bölümü, Beytepe, ANKARA Atıcı Kazım Barış Hacettepe Üniversitesi, İşletme Bölümü, Beytepe, ANKARA 06 30 2010 28 1 173 203 05 09 2017 Copyright © 1983, Hacettepe Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi 1983 Hacettepe Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi

Enerji ve Çevre modellemesindekullanılan teknikler arasında, parametrik olmayan bir etkinlik ölçme yaklaşımı olanVeri Zarflama Analizi performans değerlendirmesinde sıklıkla kullanılantekniklerden biri olarak karşımıza çıkmaktadır. Enerji ve çevre alanında VeriZarflama Analizi ve türevi yöntemler kullanılarak yapılan çalışmaları uygulamaalanlarına göre elektrik sanayii uygulamaları, çevresel performans ölçümü,enerji etkinliği ölçümü, enerji alt sektörlerinde performans ölçümü olmak üzeredört ana grupta toplamak mümkündür (Zhou vd., 2007). Bu alanlardan elektriksanayii uygulamaları literatürde çok çeşitli alanlarda makro ve mikro düzeydekarşımıza çıkmaktadır. Bu çalışmada, öncelikle enerji ve çevre konusunda VeriZarflama Analizi uygulamaları ile ilgili literatür geniş bir biçimdesunulmakta, ardından da Türkiye elektrik sanayiinde yer alan yirmi adet dağıtımşirketi Veri Zarflama Analizi kullanılarak değerlendirilmektedir.

 Enerji ve çevre performans değerlendirmesi veri zarflama analizi Banker, R.D., A. Charnes and W.W. Cooper (1984) “Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis”. Management Science, 30, 1078– 1092. Banker, R.D. and R.C. Morey (1986) “Efficiency Analysis for Exogenously Fixed Inputs and Outputs”, Operations Research, 34(4), 513–521. Boyd, G.A. and J.D. McClelland (1999) “The impact of Environmental Constraints on Productivity Improvement in Integrated Paper Plants”, Journal of Environmental Economics and Management, 38, 121–142. Boyd, G.A., G. Tolley and J. Pang (2002) “Plant level Productivity, Efficiency, and Environmental Performance of the Container Glass Industry”, Environmental and Resource Economics, 23, 29–43. Charnes, A., W.W. Cooper and E. Rhodes (1978) “Measuring the Efficiency of Decision Making units”, European Journal of Operational Research, 2, 429–444. Chauhan, N.S., P.K.J. Mohapatra and K.P. Pandey (2006) “Improving Energy Productivity in Paddy Production Through Benchmarking – An Application of Data Envelopment Analysis”, Energy Conversion and Management, 47, 1063–1085. Cook, W.D. and R.H. Green (2005). “Evaluating power plant efficiency: A hierarchical model”. Computers & Operations Research. 32, 813–823. Courcelle, C., M. Installe, M.P. Kestemont and D. Tyteca (1998) “Assessing the Economic and Environmental Performance of Municipal Solid Waste Management”. Waste Management & Research, 16, 253-262. Diakoulaki, D., C. Zopounidis, G. Mavrotas and M. Doumpos (1999) “The use of a Preference Disaggregation Method in Energy Analysis and Policy Making”, Energy, 24, 157–66. Edvardsen, D.F. and F.R. Førsund (2003) “International Benchmarking of Electricity Distribution Utilities”, Resource and Energy Economics, 25, 353–371. Fare, R., S. Grosskopf and J. Logan (1985) “The Relative Performance of Publicly-Owned and Privately-Owner Electric Utilities”, Journal of Public Economics, 26, 89–106. Fare, R., S. Grosskopf, C.A.K. Lovell and C. Pasurka (1989) “Multilateral Productivity Comparisons when some Outputs are Undesirable: A Nonparametric Approach”. The Review of Economics and Statistics, 71, 90–98. Fare, R., S. Grosskopf and D. Tyteca (1996) “An Activity Analysis Model of the Environmental Performance of Firms: Application to Fossil fuel-fired Electric Utilities”, Ecological Economics, 18, 161–175. Fare, R., S. Grosskopf and F. Hernandez-Sancho (2004) “Environmental Performance: An Index Number Approach”, Resource and Energy Economics, 26, 343–352. Farrell, M.J. (1957) “The Measurement of Productive Efficiency”, Journal of the Royal Statistical Society, Series A (General), 120, 253–281. Førsund, F.R. and S.A.C. Kittelsen (1998) “Productivity Development of Norwegian Electricity Distribution Utilities”, Resource and Energy Economics, 20, 207–224. Golany, B., Y. Roll and D. Rybak (1994) “Measuring Efficiency of Power Plants in Israel by data Envelopment Analysis”, IEEE Transactions on Engineering Management, 41, 291–301. Goto, M. and M. Tsutsui (1998) “Comparison of Productive and Cost Efficiencies Among Japanese and US Electric Utilities”, Omega, 26, 177–194. Hawdon, D., (2003) “Efficiency, Performance and Regulation of the International Gas Industry – A Bootstrap DEA Approach”, Energy Policy, 31, 1167–1178. Hernandez-Sancho, F., A.J. Picazo-Tadeo and E. Reig-Martinez (2000) “Efficiency and Environmental Regulation”, Environmental and Resource Economics, 15, 365–378. Hjalmarsson, L. and A. Veiderpass (1992) “Productivity in Swedish Electricity Retail Distribution”, Scandinavian Journal of Economics 94 (supplement), 193–205. Hu, J.L. and C.H. Kao (2007) “Efficient Energy-Saving Targets for APEC Economies”, Energy Policy, 35, 373–382. Hu, J.L. and S.C. Wang (2006) “Total-Factor Energy Efficiency of Regions in China”, Energy Policy, 34, 3206–3217. Jamasb, T. and M. Pollitt (2001) “Benchmarking and Regulation: International Electricity Experience”, Utilities Policy, 9, 107–130. Jamasb, T. and M. Pollitt (2003) “International Benchmarking and Regulation: An Application to European Electricity Distribution Utilities”, Energy Policy, 31, 1609–1622. Kulshreshtha, M. and J.K. Parikh (2002) “Study of Efficiency and Productivity Growth in Opencast and Unsergroud Coal Mining in India: A DEA Analysis”, Energy Economics, 24, 439–453. Lam, P.L. and A. Shiu (2001) “A Data Envelopment Analysis of the Efficiency of China’s Thermal Power Generation”, Utilities Policy, 10, 75–83. Lo, F.Y., C.F. Chien and J.T. Lin (2001) “A DEA Study to Evaluate the Relative Efficiency and İnvestigate the District Reorganization of the Taiwan Power Company”, IEEE Transactions on Power Systems, 16, 170–178. Loken, E. (2007) “Use of Multicriteria Decision Analysis Methods for Energy Planning Problems”, Renewable and Sustainable Energy Reviews, 11, 1584–1595. Mendilcioğlu M. (2000) “Restructuring the Turkish Electricity Market”, World Energy Council-Turkish National Committee. Proceedings of the Turkish Eighth Energy Congress: Opening Talks, Invited Papers and Panels, 8– 12 May, 2000, 169–76. Onut, S. and S. Soner (2006) “Energy Efficiency Assessment for the Antalya Region Hotels in Turkey”, Energy And Buildings, 38, 964–971. Pombo, C. and R. Taborda (2006) “Performance and Efficiency in Colombia’s Power Distribution System: Effects of the 1994 Reform”, Energy Economics, 28, 339–369. Raczka, J. (2001) “Explaining The Performance of Heat Plants in Poland”, Energy Economics, 23, 355–370. Ramanathan, R. (2002) “Combing Indicators of Energy Consumption and CO2 Emissions: A Cross-Country Comparison”. International Journal of Global Energy Issues, 17, 214–227. Ramanathan, R. (2005) “An Analysis of Energy Consumption and Carbon Dioxide Emissions in Countries of the Middle East and North Africa”, Energy, 30, 2831–2842. Seiford, L.M. and J. Zhu (2002) “Modeling Undesirable Factors in Efficiency Evaluation”, European Journal of Operational Research, 142, 16–20. Sueyoshi, T. (2000) “Stochastic DEA for Restructure Strategy: An Application to A Japanese Petroleum Company”, Omega, 28, 385–398. Tyteca, D. (1997) “Linear Programming Models for the Measurement of Environmental Performance of Firms – Concepts and Empirical Results”, Journal of Productivity Analysis, 8, 183– 197. Tyteca, D. (1998) “Sustainability Indicators at the Firm Level: Pollution and Resource Efficiency As A Necessary Condition Toward Sustainability”, Journal of Industrial Ecology, 2, 61–77. Weyman-Jones, T.G. (1991) “Productive Efficiency in A Regulated Industry: The Area Electricity Boards of England and Wales”, Energy Economics, 13, 116–122. World Energy Council-Turkish National Committee (2000) “Energy Statistics 1998”. Proceedings of the Turkish Eighth Energy Congress, Ankara, 8–12 May, 2000, 177–273. Zaim, O. and F. Taskın (2000) “Environmental Efficiency in Carbon Dioxide Emissions in the OECD: A Non-Parametric Approach”, Journal of Environmental Management, 58, 95–107. Zhu, J. (2000) “Multi-Factor Performance Measure Model with an Application to Fortune 500 Companies”, European Journal of Operational Research, 123, 105-124. Zhu, J. (2002) “Quantitative Models for Performance Evaluation and Benchmarking: Data Envelopment Analysis With Spreadsheets”, Boston: Kluwer Academic Publishers. Zhou, P., B.W. Ang and K.L. Poh (2006) “Slacks-Based Efficiency Measures for Modeling Environmental Performance”, Ecological Economics, 60, 111–118. Zhou, P., B.W. Ang and K.L. Poh (2007) “A Survey of Data Envelopment Analysis in Energy and Environmental Studies”, European Journal of Operational Research, 189(1), 1 – 18.