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Strategic design of cost savings guarantee in energy performance contracting under uncertainty

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  • Deng, Qianli
  • Jiang, Xianglin
  • Cui, Qingbin
  • Zhang, Limao

Abstract

Among the key barriers to profit in Energy Performance Contracting (EPC) are uncertainties about attaining the realized energy cost savings and potential disputes over the guaranteed cost savings. In this paper, a methodology has been proposed to assist the Energy Service Company (ESCO): (1) to evaluate the risk threshold if the guarantee has already been made, and (2) to determine the guarantee design, if the guarantee has not been made yet, that not only promises the ESCO’s profitability from EPC but also maintains its competitiveness to win the bid. Uncertainties within the energy cost savings are modeled stochastically using Monte-Carlo simulation, taking both the energy price fluctuation and the facility performance variability into account. Based on that, a strategic energy savings guarantee design curve is derived, that all the points on it would return as appropriate guarantees. Finally, a campus case is presented to demonstrate the applicability for finding the appropriate guaranteed savings value. This method is also worth popularizing in similar performance-based projects.

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  • Deng, Qianli & Jiang, Xianglin & Cui, Qingbin & Zhang, Limao, 2015. "Strategic design of cost savings guarantee in energy performance contracting under uncertainty," Applied Energy, Elsevier, vol. 139(C), pages 68-80.
    • Handle: RePEc:eee:appene:v:139:y:2015:i:c:p:68-80
    DOI: 10.1016/j.apenergy.2014.11.027
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    as
    1. Burgert, Christian & Rüschendorf, Ludger, 2008. "Allocation of risks and equilibrium in markets with finitely many traders," Insurance: Mathematics and Economics, Elsevier, vol. 42(1), pages 177-188, February.
    2. Olofsson, Thomas & Mahlia, T.M.I., 2012. "Modeling and simulation of the energy use in an occupied residential building in cold climate," Applied Energy, Elsevier, vol. 91(1), pages 432-438.
    3. Tian, Cheng & Chen, Tingyao & Chung, Tse-ming, 2014. "Experimental and simulating examination of computer tools, Radlink and DOE2, for daylighting and energy simulation with venetian blinds," Applied Energy, Elsevier, vol. 124(C), pages 130-139.
    4. Mohamed Ben Abdelhamid & Chaker Aloui, 2010. "The guarantee option against the construction cost overruns of nuclear power plant: Monte Carlo simulation approach," International Journal of Business Continuity and Risk Management, Inderscience Enterprises Ltd, vol. 1(3), pages 271-282.
    5. Arvesen, Ø. & Medbø, V. & Fleten, S.-E. & Tomasgard, A. & Westgaard, S., 2013. "Linepack storage valuation under price uncertainty," Energy, Elsevier, vol. 52(C), pages 155-164.
    6. Luiz Eduardo Brandao & Eduardo Saraiva, 2008. "The option value of government guarantees in infrastructure projects," Construction Management and Economics, Taylor & Francis Journals, vol. 26(11), pages 1171-1180.
    7. David Ford & Diane Lander & John Voyer, 2002. "A real options approach to valuing strategic flexibility in uncertain construction projects," Construction Management and Economics, Taylor & Francis Journals, vol. 20(4), pages 343-351.
    8. Wada, Kenichi & Akimoto, Keigo & Sano, Fuminori & Oda, Junichiro & Homma, Takashi, 2012. "Energy efficiency opportunities in the residential sector and their feasibility," Energy, Elsevier, vol. 48(1), pages 5-10.
    9. Walter, Travis & Price, Phillip N. & Sohn, Michael D., 2014. "Uncertainty estimation improves energy measurement and verification procedures," Applied Energy, Elsevier, vol. 130(C), pages 230-236.
    10. Diakaki, Christina & Grigoroudis, Evangelos & Kolokotsa, Dionyssia, 2013. "Performance study of a multi-objective mathematical programming modelling approach for energy decision-making in buildings," Energy, Elsevier, vol. 59(C), pages 534-542.
    11. Yu-Lin Huang & Shih-Pei Chou, 2006. "Valuation of the minimum revenue guarantee and the option to abandon in BOT infrastructure projects," Construction Management and Economics, Taylor & Francis Journals, vol. 24(4), pages 379-389.
    12. Xu, Pengpeng & Chan, Edwin Hon-Wan & Qian, Queena Kun, 2011. "Success factors of energy performance contracting (EPC) for sustainable building energy efficiency retrofit (BEER) of hotel buildings in China," Energy Policy, Elsevier, vol. 39(11), pages 7389-7398.
    13. Mirkhani, Sh. & Saboohi, Y., 2012. "Stochastic modeling of the energy supply system with uncertain fuel price – A case of emerging technologies for distributed power generation," Applied Energy, Elsevier, vol. 93(C), pages 668-674.
    14. Thollander, Patrik & Backlund, Sandra & Trianni, Andrea & Cagno, Enrico, 2013. "Beyond barriers – A case study on driving forces for improved energy efficiency in the foundry industries in Finland, France, Germany, Italy, Poland, Spain, and Sweden," Applied Energy, Elsevier, vol. 111(C), pages 636-643.
    15. Vine, Edward, 2005. "An international survey of the energy service company (ESCO) industry," Energy Policy, Elsevier, vol. 33(5), pages 691-704, March.
    16. Kaplani, E. & Kaplanis, S., 2012. "A stochastic simulation model for reliable PV system sizing providing for solar radiation fluctuations," Applied Energy, Elsevier, vol. 97(C), pages 970-981.
    17. Michael Garvin & Charles Cheah, 2004. "Valuation techniques for infrastructure investment decisions," Construction Management and Economics, Taylor & Francis Journals, vol. 22(4), pages 373-383.
    18. Chowdhury, Ashfaque Ahmed & Rasul, M.G. & Khan, M.M.K., 2008. "Thermal-comfort analysis and simulation for various low-energy cooling-technologies applied to an office building in a subtropical climate," Applied Energy, Elsevier, vol. 85(6), pages 449-462, June.
    19. Sorrell, Steve, 2007. "The economics of energy service contracts," Energy Policy, Elsevier, vol. 35(1), pages 507-521, January.
    20. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    21. Alghalith, Moawia, 2010. "Energy price uncertainty and the manufacturing sector," Energy, Elsevier, vol. 35(12), pages 5354-5356.
    22. Zhao, Yingxue & Wang, Shouyang & Cheng, T.C.E. & Yang, Xiaoqi & Huang, Zhimin, 2010. "Coordination of supply chains by option contracts: A cooperative game theory approach," European Journal of Operational Research, Elsevier, vol. 207(2), pages 668-675, December.
    23. Cortazar, Gonzalo & Schwartz, Eduardo S., 2003. "Implementing a stochastic model for oil futures prices," Energy Economics, Elsevier, vol. 25(3), pages 215-238, May.
    24. Charles Cheah & Jicai Liu, 2006. "Valuing governmental support in infrastructure projects as real options using Monte Carlo simulation," Construction Management and Economics, Taylor & Francis Journals, vol. 24(5), pages 545-554.
    25. Goldman, Charles A. & Hopper, Nicole C. & Osborn, Julie G., 2005. "Review of US ESCO industry market trends: an empirical analysis of project data," Energy Policy, Elsevier, vol. 33(3), pages 387-405, February.
    26. Sezgen, Osman & Goldman, C.A. & Krishnarao, P., 2007. "Option value of electricity demand response," Energy, Elsevier, vol. 32(2), pages 108-119.
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