IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v114y2014icp262-272.html
   My bibliography  Save this article

A review of electricity product differentiation

Author

Listed:
  • Woo, C.K.
  • Sreedharan, P.
  • Hargreaves, J.
  • Kahrl, F.
  • Wang, J.
  • Horowitz, I.

Abstract

This review is motivated by our recognition that an adequate and reliable electricity supply is a critical element in economic growth. From a customer’s perspective, electricity has several distinct attributes: quality, reliability, time of use, consumption (kWh) volume, maximum demand (kW), and environmental impact. A differentiated product can be formed by packaging its non-price attributes at a commensurate price. The review weaves the academic literature with examples from the real world to address two substantive questions. First, is product differentiation a meaningful concept for electricity? Second, can product differentiation improve grid operations and planning, thereby lowering the cost of delivering electricity services? Based on our analysis and comprehensive review of the extant literature, our answer is “yes” to both questions. We conclude that applying product differentiation to electricity can greatly induce end-users to more effectively and efficiently satisfy their demands upon the system, and to do so in an environmentally friendly way.

Suggested Citation

  • Woo, C.K. & Sreedharan, P. & Hargreaves, J. & Kahrl, F. & Wang, J. & Horowitz, I., 2014. "A review of electricity product differentiation," Applied Energy, Elsevier, vol. 114(C), pages 262-272.
  • Handle: RePEc:eee:appene:v:114:y:2014:i:c:p:262-272
    DOI: 10.1016/j.apenergy.2013.09.070
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261913008179
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.apenergy.2013.09.070?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Woo, Chi-Keung, 2001. "What went wrong in California's electricity market?," Energy, Elsevier, vol. 26(8), pages 747-758.
    2. Chao, Hung-po & Wilson, Robert, 1987. "Priority Service: Pricing, Investment, and Market Organization," American Economic Review, American Economic Association, vol. 77(5), pages 899-916, December.
    3. Moore, J. & Woo, C.K. & Horii, B. & Price, S. & Olson, A., 2010. "Estimating the option value of a non-firm electricity tariff," Energy, Elsevier, vol. 35(4), pages 1609-1614.
    4. Guthrie, Graeme & Videbeck, Steen, 2007. "Electricity spot price dynamics: Beyond financial models," Energy Policy, Elsevier, vol. 35(11), pages 5614-5621, November.
    5. Herriges, Joseph A. & King, K.A., 1994. "Residential Demand for Electricity Under Block Rate Structures: Evidence from a Controlled Experiment," Staff General Research Papers Archive 1498, Iowa State University, Department of Economics.
    6. Mount, Timothy D. & Ning, Yumei & Cai, Xiaobin, 2006. "Predicting price spikes in electricity markets using a regime-switching model with time-varying parameters," Energy Economics, Elsevier, vol. 28(1), pages 62-80, January.
    7. Chi-Keung Woo & Orans, Ren & Horii, Brian & Peter Chow, 1995. "Pareto-superior time-of-use rate option for industrial firms," Economics Letters, Elsevier, vol. 49(3), pages 267-272, September.
    8. Knittel, Christopher R. & Roberts, Michael R., 2005. "An empirical examination of restructured electricity prices," Energy Economics, Elsevier, vol. 27(5), pages 791-817, September.
    9. Spulber, Daniel F, 1992. "Optimal Nonlinear Pricing and Contingent Contracts," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 33(4), pages 747-772, November.
    10. Woo, Chi-Keung & Lloyd, Debra & Tishler, Asher, 2003. "Electricity market reform failures: UK, Norway, Alberta and California," Energy Policy, Elsevier, vol. 31(11), pages 1103-1115, September.
    11. Thomas Taylor & Peter Schwarz & James Cochell, 2005. "24/7 Hourly Response to Electricity Real-Time Pricing with up to Eight Summers of Experience," Journal of Regulatory Economics, Springer, vol. 27(3), pages 235-262, January.
    12. Schroeder, Andreas, 2011. "Modeling storage and demand management in power distribution grids," Applied Energy, Elsevier, vol. 88(12), pages 4700-4712.
    13. Haldrup, Niels & Nielsen, Morten Orregaard, 2006. "A regime switching long memory model for electricity prices," Journal of Econometrics, Elsevier, vol. 135(1-2), pages 349-376.
    14. Han, Jingyi & Mol, Arthur P.J. & Lu, Yonglong & Zhang, Lei, 2009. "Onshore wind power development in China: Challenges behind a successful story," Energy Policy, Elsevier, vol. 37(8), pages 2941-2951, August.
    15. Roques Fabien A. & Newbery David M. & Nuttall William J., 2005. "Investment Incentives and Electricity Market Design: the British Experience," Review of Network Economics, De Gruyter, vol. 4(2), pages 1-36, June.
    16. Li, Y. & Flynn, P.C., 2006. "Electricity deregulation, spot price patterns and demand-side management," Energy, Elsevier, vol. 31(6), pages 908-922.
    17. Roger E. Bohn & Michael C. Caramanis & Fred C. Schweppe, 1984. "Optimal Pricing in Electrical Networks over Space and Time," RAND Journal of Economics, The RAND Corporation, vol. 15(3), pages 360-376, Autumn.
    18. Hoogwijk, Monique & de Vries, Bert & Turkenburg, Wim, 2004. "Assessment of the global and regional geographical, technical and economic potential of onshore wind energy," Energy Economics, Elsevier, vol. 26(5), pages 889-919, September.
    19. Wang, Jiadong & Wang, Jianhui & Liu, Cong & Ruiz, Juan P., 2013. "Stochastic unit commitment with sub-hourly dispatch constraints," Applied Energy, Elsevier, vol. 105(C), pages 418-422.
    20. Hendrik Bessembinder & Michael L. Lemmon, 2002. "Equilibrium Pricing and Optimal Hedging in Electricity Forward Markets," Journal of Finance, American Finance Association, vol. 57(3), pages 1347-1382, June.
    21. Lund, Henrik, 2005. "Large-scale integration of wind power into different energy systems," Energy, Elsevier, vol. 30(13), pages 2402-2412.
    22. Cramton, Peter & Stoft, Steven, 2005. "A Capacity Market that Makes Sense," The Electricity Journal, Elsevier, vol. 18(7), pages 43-54.
    23. Andrews-Speed, Philip & Dow, Stephen, 2000. "Reform of China's electric power industry Challenges facing the government," Energy Policy, Elsevier, vol. 28(5), pages 335-347, May.
    24. Paul L. Joskow, 2012. "Creating a Smarter U.S. Electricity Grid," Journal of Economic Perspectives, American Economic Association, vol. 26(1), pages 29-48, Winter.
    25. Chi-Keung Woo & Debra Lloyd-Zannetti & Ren Orans & Brian Horii & Grayson Heffner, 1995. "Marginal Capacity Costs of Electricity Distribution and Demand for Distributed Generation," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 111-130.
    26. Ma, Chunbo & He, Lining, 2008. "From state monopoly to renewable portfolio: Restructuring China's electric utility," Energy Policy, Elsevier, vol. 36(5), pages 1697-1711, May.
    27. Xu, Jianzhong & He, Dexin & Zhao, Xiaolu, 2010. "Status and prospects of Chinese wind energy," Energy, Elsevier, vol. 35(11), pages 4439-4444.
    28. Chi-Keung Woo, 1985. "Demand for Electricity of Small Nonresidential Customers under Time-Of-Use (TOU) Pricing," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 115-127.
    29. Chao, Hung-po, 2011. "Efficient pricing and investment in electricity markets with intermittent resources," Energy Policy, Elsevier, vol. 39(7), pages 3945-3953, July.
    30. Chi‐Keung Woo & Ira Horowitz & Arne Olson & Andrew DeBenedictis & David Miller & Jack Moore, 2011. "Cross‐hedging and forward‐contract pricing of electricity in the Pacific Northwest," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 32(4), pages 265-279, June.
    31. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    32. Xu, Shaofeng & Chen, Wenying, 2006. "The reform of electricity power sector in the PR of China," Energy Policy, Elsevier, vol. 34(16), pages 2455-2465, November.
    33. Robert Wilson, 2002. "Architecture of Power Markets," Econometrica, Econometric Society, vol. 70(4), pages 1299-1340, July.
    34. Arteconi, A. & Hewitt, N.J. & Polonara, F., 2012. "State of the art of thermal storage for demand-side management," Applied Energy, Elsevier, vol. 93(C), pages 371-389.
    35. Woo, Chi-Keung & Pupp, Roger L., 1992. "Costs of service disruptions to electricity consumers," Energy, Elsevier, vol. 17(2), pages 109-126.
    36. Berg, Sandford V. & Savvides, Andreas, 1983. "The theory of maximum kW demand charges for electricity," Energy Economics, Elsevier, vol. 5(4), pages 258-266, October.
    37. Wu, F.F & Zheng, F.L. & Wen, F.S., 2006. "Transmission investment and expansion planning in a restructured electricity market," Energy, Elsevier, vol. 31(6), pages 954-966.
    38. Dennis Aigner, 1985. "The Residential Electricity Time-of-Use Pricing Experiments: What Have We Learned?," NBER Chapters, in: Social Experimentation, pages 11-54, National Bureau of Economic Research, Inc.
    39. Liu, Wen-Qiang & Gan, Lin & Zhang, Xi-Liang, 2002. "Cost-competitive incentives for wind energy development in China: institutional dynamics and policy changes," Energy Policy, Elsevier, vol. 30(9), pages 753-765, July.
    40. Mahone, A. & Woo, C.K. & Williams, J. & Horowitz, I., 2009. "Renewable portfolio standards and cost-effective energy-efficiency investment," Energy Policy, Elsevier, vol. 37(3), pages 774-777, March.
    41. Espey, James A. & Espey, Molly, 2004. "Turning on the Lights: A Meta-Analysis of Residential Electricity Demand Elasticities," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 36(1), pages 65-81, April.
    42. Shin, Jeong-Shik, 1985. "Perception of Price When Price Information Is Costly: Evidence from Residential Electricity Demand," The Review of Economics and Statistics, MIT Press, vol. 67(4), pages 591-598, November.
    43. Yu, Dayang & Zhang, Bo & Liang, Jun & Han, Xueshan, 2011. "The influence of generation mix on the wind integrating capability of North China power grids: A modeling interpretation and potential solutions," Energy Policy, Elsevier, vol. 39(11), pages 7455-7463.
    44. Keane, Dennis M. & Woo, Chi-Keung, 1992. "Using customer outage costs to plan generation reliability," Energy, Elsevier, vol. 17(9), pages 823-827.
    45. Park, Rolla Edward & Acton, Jan Paul, 1984. "Large business customer response to time-of-day electricity rates," Journal of Econometrics, Elsevier, vol. 26(1-2), pages 229-252.
    46. Liao, Cuiping & Jochem, Eberhard & Zhang, Yi & Farid, Nida R., 2010. "Wind power development and policies in China," Renewable Energy, Elsevier, vol. 35(9), pages 1879-1886.
    47. LaCommare, Kristina Hamachi & Eto, Joseph H., 2006. "Cost of power interruptions to electricity consumers in the United States (US)," Energy, Elsevier, vol. 31(12), pages 1845-1855.
    48. Hartway, Rob & Price, Snuller & Woo, C.K, 1999. "Smart meter, customer choice and profitable time-of-use rate option," Energy, Elsevier, vol. 24(10), pages 895-903.
    49. Woo, C.K. & King, M. & Tishler, A. & Chow, L.C.H., 2006. "Costs of electricity deregulation," Energy, Elsevier, vol. 31(6), pages 747-768.
    50. Yang, Yuanchao & Wang, Jianhui & Guan, Xiaohong & Zhai, Qiaozhu, 2012. "Subhourly unit commitment with feasible energy delivery constraints," Applied Energy, Elsevier, vol. 96(C), pages 245-252.
    51. Zarnikau, Jay, 2011. "Successful renewable energy development in a competitive electricity market: A Texas case study," Energy Policy, Elsevier, vol. 39(7), pages 3906-3913, July.
    52. Sensfuß, Frank & Ragwitz, Mario & Genoese, Massimo, 2008. "The merit-order effect: A detailed analysis of the price effect of renewable electricity generation on spot market prices in Germany," Energy Policy, Elsevier, vol. 36(8), pages 3076-3084, August.
    53. Woo, Chi-Keung & Karimov, Rouslan I. & Horowitz, Ira, 2004. "Managing electricity procurement cost and risk by a local distribution company," Energy Policy, Elsevier, vol. 32(5), pages 635-645, March.
    54. Tishler, Asher & Milstein, Irena & Woo, Chi-Keung, 2008. "Capacity commitment and price volatility in a competitive electricity market," Energy Economics, Elsevier, vol. 30(4), pages 1625-1647, July.
    55. Janczura, Joanna & Weron, Rafal, 2010. "An empirical comparison of alternate regime-switching models for electricity spot prices," Energy Economics, Elsevier, vol. 32(5), pages 1059-1073, September.
    56. Woo, C.K. & Kollman, E. & Orans, R. & Price, S. & Horii, B., 2008. "Now that California has AMI, what can the state do with it?," Energy Policy, Elsevier, vol. 36(4), pages 1366-1374, April.
    57. Benth, Fred Espen & Koekebakker, Steen, 2008. "Stochastic modeling of financial electricity contracts," Energy Economics, Elsevier, vol. 30(3), pages 1116-1157, May.
    58. Richard Green & Adonis Yatchew, 2012. "Support Schemes for Renewable Energy: An Economic Analysis," Economics of Energy & Environmental Policy, International Association for Energy Economics, vol. 0(Number 2).
    59. Valenzuela, Jorge & Thimmapuram, Prakash R. & Kim, Jinho, 2012. "Modeling and simulation of consumer response to dynamic pricing with enabled technologies," Applied Energy, Elsevier, vol. 96(C), pages 122-132.
    60. Ozturk, Ilhan & Aslan, Alper & Kalyoncu, Huseyin, 2010. "Energy consumption and economic growth relationship: Evidence from panel data for low and middle income countries," Energy Policy, Elsevier, vol. 38(8), pages 4422-4428, August.
    61. Caves, Douglas W. & Christensen, Laurits R. & Herriges, Joseph A., 1984. "Consistency of residential customer response in time-of-use electricity pricing experiments," Journal of Econometrics, Elsevier, vol. 26(1-2), pages 179-203.
    62. Herriges, Joseph A & King, Kathleen Kuester, 1994. "Residential Demand for Electricity under Inverted Block Rates: Evidence from a Controlled Experiment," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(4), pages 419-430, October.
    63. Parks, Richard W. & Weitzel, David, 1984. "Measuring the consumer welfare effects of time-differentiated electricity prices," Journal of Econometrics, Elsevier, vol. 26(1-2), pages 35-64.
    64. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    65. Kiviluoma, Juha & Meibom, Peter, 2010. "Influence of wind power, plug-in electric vehicles, and heat storages on power system investments," Energy, Elsevier, vol. 35(3), pages 1244-1255.
    66. Newsham, Guy R. & Bowker, Brent G., 2010. "The effect of utility time-varying pricing and load control strategies on residential summer peak electricity use: A review," Energy Policy, Elsevier, vol. 38(7), pages 3289-3296, July.
    67. C-K Woo & I Horowitz & B Horii & R I Karimov, 2004. "The efficient frontier for spot and forward purchases: an application to electricity," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 55(11), pages 1130-1136, November.
    68. Neuhoff, Karsten & De Vries, Laurens, 2004. "Insufficient incentives for investment in electricity generations," Utilities Policy, Elsevier, vol. 12(4), pages 253-267, December.
    69. Finn, P. & Fitzpatrick, C. & Connolly, D., 2012. "Demand side management of electric car charging: Benefits for consumer and grid," Energy, Elsevier, vol. 42(1), pages 358-363.
    70. Yatchew, Adonis & Baziliauskas, Andy, 2011. "Ontario feed-in-tariff programs," Energy Policy, Elsevier, vol. 39(7), pages 3885-3893, July.
    71. Deng, S.J. & Oren, S.S., 2006. "Electricity derivatives and risk management," Energy, Elsevier, vol. 31(6), pages 940-953.
    72. Pilevar Djavid, Hani & Jalilian, Alireza, 2010. "Developing a new distribution test system to estimate customer outage costs using accurate and approximate procedures," Energy, Elsevier, vol. 35(3), pages 1300-1311.
    73. Woo, Chi-Keung & Horowitz, Ira & Martin, Jennifer, 1998. "Reliability Differentiation of Electricity Transmission," Journal of Regulatory Economics, Springer, vol. 13(3), pages 277-292, May.
    74. Faruqui, Ahmad & Sergici, Sanem & Sharif, Ahmed, 2010. "The impact of informational feedback on energy consumption—A survey of the experimental evidence," Energy, Elsevier, vol. 35(4), pages 1598-1608.
    75. Chi-Keung Woo, Ira Horowitz, Brian Horii, Ren Orans, and Jay Zarnikau, 2012. "Blowing in the Wind: Vanishing Payoffs of a Tolling Agreement for Natural-gas-fired Generation of Electricity in Texas," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    76. Brown,Stephen J. & Sibley,David Sumner, 1986. "The Theory of Public Utility Pricing," Cambridge Books, Cambridge University Press, number 9780521314008.
    77. Moghaddam, M. Parsa & Abdollahi, A. & Rashidinejad, M., 2011. "Flexible demand response programs modeling in competitive electricity markets," Applied Energy, Elsevier, vol. 88(9), pages 3257-3269.
    78. Woo, C.K. & Orans, Ren & Horii, Brian & Pupp, Roger & Heffner, Grayson, 1994. "Area- and time-specific marginal capacity costs of electricity distribution," Energy, Elsevier, vol. 19(12), pages 1213-1218.
    79. Hogan, William W, 1992. "Contract Networks for Electric Power Transmission," Journal of Regulatory Economics, Springer, vol. 4(3), pages 211-242, September.
    80. Seeto, Dewey & Woo, C. K. & Horowitz, Ira, 1997. "Time-of-use rates vs. Hopkinson tariffs redux: An analysis of the choice of rate structures in a regulated electricity distribution company," Energy Economics, Elsevier, vol. 19(2), pages 169-185, May.
    81. Steggals, Will & Gross, Robert & Heptonstall, Philip, 2011. "Winds of change: How high wind penetrations will affect investment incentives in the GB electricity sector," Energy Policy, Elsevier, vol. 39(3), pages 1389-1396, March.
    82. Vincent Rious & Jean-Michel Glachant & Yannick Perez & Philippe Dessante, 2008. "Anticipation for Efficient Electricity Transmission Network Investments," Post-Print hal-00339254, HAL.
    83. Traber, Thure & Kemfert, Claudia, 2011. "Gone with the wind? -- Electricity market prices and incentives to invest in thermal power plants under increasing wind energy supply," Energy Economics, Elsevier, vol. 33(2), pages 249-256, March.
    84. Hung-po Chao, 1983. "Peak Load Pricing and Capacity Planning with Demand and Supply Uncertainty," Bell Journal of Economics, The RAND Corporation, vol. 14(1), pages 179-190, Spring.
    85. Herter, Karen & Wayland, Seth, 2010. "Residential response to critical-peak pricing of electricity: California evidence," Energy, Elsevier, vol. 35(4), pages 1561-1567.
    86. Jeffrey A. Dubin & Allen K. Miedema & Ram V. Chandran, 1986. "Price Effects of Energy-Efficient Technologies: A Study of Residential Demand for Heating and Cooling," RAND Journal of Economics, The RAND Corporation, vol. 17(3), pages 310-325, Autumn.
    87. Wang, Jianhui & Bloyd, Cary N. & Hu, Zhaoguang & Tan, Zhongfu, 2010. "Demand response in China," Energy, Elsevier, vol. 35(4), pages 1592-1597.
    88. Woo, C.K. & Zarnikau, J. & Moore, J. & Horowitz, I., 2011. "Wind generation and zonal-market price divergence: Evidence from Texas," Energy Policy, Elsevier, vol. 39(7), pages 3928-3938, July.
    89. Woo, Chi-Keung, 1990. "Efficient Electricity Pricing with Self-Rationing," Journal of Regulatory Economics, Springer, vol. 2(1), pages 69-81, March.
    90. Zarnikau, J. & Landreth, G. & Hallett, I. & Kumbhakar, S.C., 2007. "Industrial customer response to wholesale prices in the restructured Texas electricity market," Energy, Elsevier, vol. 32(9), pages 1715-1723.
    91. Horowitz, I. & Woo, C.K., 2006. "Designing Pareto-superior demand-response rate options," Energy, Elsevier, vol. 31(6), pages 1040-1051.
    92. Woo, C.K. & Horowitz, I. & Moore, J. & Pacheco, A., 2011. "The impact of wind generation on the electricity spot-market price level and variance: The Texas experience," Energy Policy, Elsevier, vol. 39(7), pages 3939-3944, July.
    93. Haldrup Niels & Nielsen Morten Ø., 2006. "Directional Congestion and Regime Switching in a Long Memory Model for Electricity Prices," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 10(3), pages 1-24, September.
    94. Caves, Douglas W. & Christensen, Laurits R., 1980. "Econometric analysis of residential time-of-use electricity pricing experiments," Journal of Econometrics, Elsevier, vol. 14(3), pages 287-306, December.
    95. Lema, Adrian & Ruby, Kristian, 2007. "Between fragmented authoritarianism and policy coordination: Creating a Chinese market for wind energy," Energy Policy, Elsevier, vol. 35(7), pages 3879-3890, July.
    96. Moura, Pedro S. & de Almeida, Aníbal T., 2010. "The role of demand-side management in the grid integration of wind power," Applied Energy, Elsevier, vol. 87(8), pages 2581-2588, August.
    97. Douglas W. Caves & Laurits R. Christensen & Joseph A. Herriges, 1987. "The Neoclassical Model of Consumer Demand with Identically Priced Commodities: An Application to Time-of-Use Electricity Pricing," RAND Journal of Economics, The RAND Corporation, vol. 18(4), pages 564-580, Winter.
    98. Caves, Douglas W. & Christensen, L. R. & Herriges, Joseph A., 1987. "Neoclassical Model of Consumer Demand with Identically Priced Commodities; And An Application to Time of Use Electricity Pricing," Staff General Research Papers Archive 10793, Iowa State University, Department of Economics.
    99. Woo, Chi-Keung & Horowitz, Ira & Olson, Arne & Horii, Brian & Baskette, Carmen, 2006. "Efficient frontiers for electricity procurement by an LDC with multiple purchase options," Omega, Elsevier, vol. 34(1), pages 70-80, January.
    100. Tsai, Men-Shen & Lin, Yu-Hsiu, 2012. "Modern development of an Adaptive Non-Intrusive Appliance Load Monitoring system in electricity energy conservation," Applied Energy, Elsevier, vol. 96(C), pages 55-73.
    101. Sreedharan, P. & Miller, D. & Price, S. & Woo, C.K., 2012. "Avoided cost estimation and cost-effectiveness of permanent load shifting in California," Applied Energy, Elsevier, vol. 96(C), pages 115-121.
    102. Chi-Keung Woo & Ira Horowitz & Nate Toyama & Arne Olson & Aaron Lai & Ray Wan, 2007. "Fundamental Drivers of Electricity Prices in the Pacific Northwest," World Scientific Book Chapters, in: Cheng-Few Lee (ed.), Advances In Quantitative Analysis Of Finance And Accounting, chapter 15, pages 299-323, World Scientific Publishing Co. Pte. Ltd..
    103. Mitchell, C. & Bauknecht, D. & Connor, P.M., 2006. "Effectiveness through risk reduction: a comparison of the renewable obligation in England and Wales and the feed-in system in Germany," Energy Policy, Elsevier, vol. 34(3), pages 297-305, February.
    104. Jerry A. Hausman, 1979. "Individual Discount Rates and the Purchase and Utilization of Energy-Using Durables," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 33-54, Spring.
    105. Orans, Ren & Woo, C.K. & Horii, Brian & Chait, Michele & DeBenedictis, Andrew, 2010. "Electricity Pricing for Conservation and Load Shifting," The Electricity Journal, Elsevier, vol. 23(3), pages 7-14, April.
    106. Kwag, Hyung-Geun & Kim, Jin-O, 2012. "Optimal combined scheduling of generation and demand response with demand resource constraints," Applied Energy, Elsevier, vol. 96(C), pages 161-170.
    107. Kahrl, Fredrich & Williams, James H. & Hu, Junfeng, 2013. "The political economy of electricity dispatch reform in China," Energy Policy, Elsevier, vol. 53(C), pages 361-369.
    108. Pantoš, Miloš, 2011. "Stochastic optimal charging of electric-drive vehicles with renewable energy," Energy, Elsevier, vol. 36(11), pages 6567-6576.
    109. Johnsen, Tor Arnt, 2001. "Demand, generation and price in the Norwegian market for electric power," Energy Economics, Elsevier, vol. 23(3), pages 227-251, May.
    110. Zarnikau, Jay & Hallett, Ian, 2008. "Aggregate industrial energy consumer response to wholesale prices in the restructured Texas electricity market," Energy Economics, Elsevier, vol. 30(4), pages 1798-1808, July.
    111. Alagappan, L. & Orans, R. & Woo, C.K., 2011. "What drives renewable energy development?," Energy Policy, Elsevier, vol. 39(9), pages 5099-5104, September.
    112. Dallinger, David & Wietschel, Martin, 2012. "Grid integration of intermittent renewable energy sources using price-responsive plug-in electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 3370-3382.
    113. Woo, C.K. & Li, R. & Shiu, A. & Horowitz, I., 2013. "Residential winter kWh responsiveness under optional time-varying pricing in British Columbia," Applied Energy, Elsevier, vol. 108(C), pages 288-297.
    114. Gottwalt, Sebastian & Ketter, Wolfgang & Block, Carsten & Collins, John & Weinhardt, Christof, 2011. "Demand side management—A simulation of household behavior under variable prices," Energy Policy, Elsevier, vol. 39(12), pages 8163-8174.
    115. Rafal Weron, 2006. "Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach," HSC Books, Hugo Steinhaus Center, Wroclaw University of Technology, number hsbook0601.
    116. Herter, Karen, 2007. "Residential implementation of critical-peak pricing of electricity," Energy Policy, Elsevier, vol. 35(4), pages 2121-2130, April.
    117. Dean C. Mountain & Cheng Hsiao, 1986. "Peak and Off-Peak Industrial Demand for Electricity: The Hopkinson Rate in Ontario, Canada," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 149-168.
    118. Jiang, Bing & Sun, Zhenqing & Liu, Meiqin, 2010. "China's energy development strategy under the low-carbon economy," Energy, Elsevier, vol. 35(11), pages 4257-4264.
    119. Li, X. & Hubacek, K. & Siu, Y.L., 2012. "Wind power in China – Dream or reality?," Energy, Elsevier, vol. 37(1), pages 51-60.
    120. Dlamini, Ndumiso G. & Cromieres, Fabien, 2012. "Implementing peak load reduction algorithms for household electrical appliances," Energy Policy, Elsevier, vol. 44(C), pages 280-290.
    121. Ferreira, R.S. & Barroso, L.A. & Carvalho, M.M., 2012. "Demand response models with correlated price data: A robust optimization approach," Applied Energy, Elsevier, vol. 96(C), pages 133-149.
    122. Pollitt, M.G., 2010. "UK Renewable Energy Policy Since Privatisation," Cambridge Working Papers in Economics 1007, Faculty of Economics, University of Cambridge.
    123. Peter C. Reiss & Matthew W. White, 2005. "Household Electricity Demand, Revisited," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(3), pages 853-883.
    124. Chao, Hung-Po & Wilson, Robert, 2002. "Multi-dimensional Procurement Auctions for Power Reserves: Robust Incentive-Compatible Scoring and Settlement Rules," Journal of Regulatory Economics, Springer, vol. 22(2), pages 161-183, September.
    125. Milstein, Irena & Tishler, Asher, 2012. "The inevitability of capacity underinvestment in competitive electricity markets," Energy Economics, Elsevier, vol. 34(1), pages 62-77.
    126. Di Giorgio, Alessandro & Pimpinella, Laura, 2012. "An event driven Smart Home Controller enabling consumer economic saving and automated Demand Side Management," Applied Energy, Elsevier, vol. 96(C), pages 92-103.
    127. Metz, Michael & Doetsch, Christian, 2012. "Electric vehicles as flexible loads – A simulation approach using empirical mobility data," Energy, Elsevier, vol. 48(1), pages 369-374.
    128. Aigner, Dennis J & Lillard, Lee A, 1984. "Measuring Peak Load Pricing Response from Experimental Data: An Exploratory Analysis," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(1), pages 21-39, January.
    129. Paul R. Kleindorfer & Lide Li, 2005. "Multi-Period VaR-Constrained Portfolio Optimization with Applications to the Electric Power Sector," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 1-26.
    130. Ahmad Faruqui & Sanem Sergici, 2010. "Household response to dynamic pricing of electricity: a survey of 15 experiments," Journal of Regulatory Economics, Springer, vol. 38(2), pages 193-225, October.
    131. C.K. Woo & Brian Horii & Ira Horowitz, 2002. "The Hopkinson tariff alternative to TOU rates in the Israel Electric Corporation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 23(1), pages 9-19.
    132. Karakatsani, Nektaria V. & Bunn, Derek W., 2008. "Intra-day and regime-switching dynamics in electricity price formation," Energy Economics, Elsevier, vol. 30(4), pages 1776-1797, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Woo, C.K. & Shiu, A. & Liu, Y. & Luo, X. & Zarnikau, J., 2018. "Consumption effects of an electricity decarbonization policy: Hong Kong," Energy, Elsevier, vol. 144(C), pages 887-902.
    2. Woo, C.K. & Chen, Y. & Olson, A. & Moore, J. & Schlag, N. & Ong, A. & Ho, T., 2017. "Electricity price behavior and carbon trading: New evidence from California," Applied Energy, Elsevier, vol. 204(C), pages 531-543.
    3. Woo, C.K. & Moore, J. & Schneiderman, B. & Ho, T. & Olson, A. & Alagappan, L. & Chawla, K. & Toyama, N. & Zarnikau, J., 2016. "Merit-order effects of renewable energy and price divergence in California’s day-ahead and real-time electricity markets," Energy Policy, Elsevier, vol. 92(C), pages 299-312.
    4. Chi-Keung Woo, Ira Horowitz, Jay Zarnikau, Jack Moore, Brendan Schneiderman, Tony Ho, and Eric Leung, 2016. "What Moves the Ex Post Variable Profit of Natural-Gas-Fired Generation in California?," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    5. Cao, K.H. & Qi, H.S. & Tsai, C.H. & Woo, C.K. & Zarnikau, J., 2021. "Energy trading efficiency in the US Midcontinent electricity markets," Applied Energy, Elsevier, vol. 302(C).
    6. Zarnikau, J. & Woo, C.K. & Zhu, S. & Tsai, C.H., 2019. "Market price behavior of wholesale electricity products: Texas," Energy Policy, Elsevier, vol. 125(C), pages 418-428.
    7. Woo, C.K. & Zarnikau, J. & Moore, J. & Horowitz, I., 2011. "Wind generation and zonal-market price divergence: Evidence from Texas," Energy Policy, Elsevier, vol. 39(7), pages 3928-3938, July.
    8. Woo, C.K. & Li, R. & Shiu, A. & Horowitz, I., 2013. "Residential winter kWh responsiveness under optional time-varying pricing in British Columbia," Applied Energy, Elsevier, vol. 108(C), pages 288-297.
    9. Woo, C.K. & Milstein, I. & Tishler, A. & Zarnikau, J., 2019. "A wholesale electricity market design sans missing money and price manipulation," Energy Policy, Elsevier, vol. 134(C).
    10. Chi-Keung Woo, Ira Horowitz, Brian Horii, Ren Orans, and Jay Zarnikau, 2012. "Blowing in the Wind: Vanishing Payoffs of a Tolling Agreement for Natural-gas-fired Generation of Electricity in Texas," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    11. Woo, C.K. & Kollman, E. & Orans, R. & Price, S. & Horii, B., 2008. "Now that California has AMI, what can the state do with it?," Energy Policy, Elsevier, vol. 36(4), pages 1366-1374, April.
    12. Sreedharan, P. & Miller, D. & Price, S. & Woo, C.K., 2012. "Avoided cost estimation and cost-effectiveness of permanent load shifting in California," Applied Energy, Elsevier, vol. 96(C), pages 115-121.
    13. Horowitz, I. & Woo, C.K., 2006. "Designing Pareto-superior demand-response rate options," Energy, Elsevier, vol. 31(6), pages 1040-1051.
    14. Woo, C.K. & Liu, Y. & Zarnikau, J. & Shiu, A. & Luo, X. & Kahrl, F., 2018. "Price elasticities of retail energy demands in the United States: New evidence from a panel of monthly data for 2001–2016," Applied Energy, Elsevier, vol. 222(C), pages 460-474.
    15. Moore, J. & Woo, C.K. & Horii, B. & Price, S. & Olson, A., 2010. "Estimating the option value of a non-firm electricity tariff," Energy, Elsevier, vol. 35(4), pages 1609-1614.
    16. Lam, J.C.K. & Woo, C.K. & Kahrl, F. & Yu, W.K., 2013. "What moves wind energy development in China? Show me the money!," Applied Energy, Elsevier, vol. 105(C), pages 423-429.
    17. Zarnikau, J. & Tsai, C.H. & Woo, C.K., 2020. "Determinants of the wholesale prices of energy and ancillary services in the U.S. Midcontinent electricity market," Energy, Elsevier, vol. 195(C).
    18. Alagappan, L. & Orans, R. & Woo, C.K., 2011. "What drives renewable energy development?," Energy Policy, Elsevier, vol. 39(9), pages 5099-5104, September.
    19. Boßmann, Tobias & Eser, Eike Johannes, 2016. "Model-based assessment of demand-response measures—A comprehensive literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1637-1656.
    20. Zarnikau, J. & Zhu, S. & Woo, C.K. & Tsai, C.H., 2020. "Texas's operating reserve demand curve's generation investment incentive," Energy Policy, Elsevier, vol. 137(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:114:y:2014:i:c:p:262-272. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.