Demand flexibility; Demand-side management; Demand response; Industrial sector; Obstacles for demand flexibility; Case study research
Résumé :
[en] Various flexibility options in power systems, such as storage, grid expansion, and demand flexibility, gain increasing importance to balance the intermittent power supply of renewables. On the demand side, especially the industrial sector represents promising potential for Demand Response, i.e., the alignment of its power demand with the current power supply of renewables. However, there exist various obstacles that currently prevent companies from investing in new or (fully) exploiting existing flexibility potentials. In this paper, we investigate how economic, regulatory, technological, organizational, behavioral, informational, and competence obstacles pose barriers for companies to adjust their power consumption flexibly. For this purpose, we combine both a structured literature analysis and a case study. For the case study, we conduct 16 interviews with energy experts from companies from different industries. Our findings reveal that due to technical risk of disrupting the production process, lacking revenues, and too low cost savings, companies do not flexibilize their power consumption. Moreover, in particular, contradictory legislative incentives and missing IT standardization and interoperability represent key obstacles. Therefore, our results constitute a basis for targeted policy making in order to foster the exploitation of (existing) flexibility potential of industrial companies on the demand side.
Disciplines :
Gestion des systèmes d’information Energie
Auteur, co-auteur :
Leinauer, Christina
Schott, Paul
FRIDGEN, Gilbert ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > FINATRAX
Keller, Robert
Ollig, Philipp
Weibelzahl, Martin
Co-auteurs externes :
yes
Langue du document :
Anglais
Titre :
Obstacles to demand response: Why industrial companies do not adapt their power consumption to volatile power generation
Date de publication/diffusion :
2022
Titre du périodique :
Energy Policy
ISSN :
0301-4215
Volume/Tome :
165
Pagination :
112876
Peer reviewed :
Peer reviewed
Focus Area :
Security, Reliability and Trust Sustainable Development
Aghaei, J., Alizadeh, M.I., Demand response in smart electricity grids equipped with renewable energy sources: A review. Renew. Sustain. Energy Rev. 18 (2013), 64–72, 10.1016/j.rser.2012.09.019.
Albadi, M.H., El-Saadany, E.F., A summary of demand response in electricity markets. Elec. Power Syst. Res. 78 (2008), 1989–1996, 10.1016/j.epsr.2008.04.002.
Alcázar-Ortega, M., Álvarez-Bel, C., Escrivá-Escrivá, G., Domijan, A., Evaluation and assessment of demand response potential applied to the meat industry. Appl. Energy 92 (2012), 84–91, 10.1016/j.apenergy.2011.10.040.
Alcázar-Ortega, M., Calpe, C., Theisen, T., Carbonell-Carretero, J.F., Methodology for the identification, evaluation and prioritization of market handicaps which prevent the implementation of demand response: Application to european electricity markets. Energy Pol. 86 (2015), 529–543, 10.1016/j.enpol.2015.08.006.
Álvarez, C., Moreno, J.I., López, G., Gabaldón, A., Ruiz, M., Matanza, J., Guillamón, A., Valero-Verdú, S., López, M., Simplification and evaluation of demand response by the use of statistical aggregated models. CIRED-Open Access Proc. J. 2017, 2017, 2901–2905.
Annala, S., Lukkarinen, J., Primmer, E., Honkapuro, S., Ollikka, K., Sunila, K., Ahonen, T., Regulation as an enabler of demand response in electricity markets and power systems. J. Clean. Prod. 195 (2018), 1139–1148.
Annala, S., Mendes, G., Honkapuro, S., Matos, L., Klein, L.P., Comparison of opportunities and challenges in demand response pilots in Finland and Portugal. 2018 15th International Conference on the European Energy Market (EEM), 2018, IEEE, 1–5.
Baboli, P.T., Moghaddam, M.P., Eghbal, M., Present status and future trends in enabling demand response programs. 2011 IEEE Power and Energy Society General Meeting, 2011, IEEE, 1–6.
Bhattacherjee, A., Social Science Research: Principles, Methods, and Practices. 2012, University of South Florida.
Bichler, M., Buhl, H.U., Knörr, J., Maldonado, F., Schott, P., Waldherr, S., Weibelzahl, M., Electricity markets in a time of change: A call to arms for business research. Schmalenbach J. Bus. Res., 2022, 1–26, 10.1007/s41471-021-00126-4.
Biegel, B., Hansen, L.H., Stoustrup, J., Andersen, P., Harbo, S., Value of flexible consumption in the electricity markets. Energy 66 (2014), 354–362, 10.1016/j.energy.2013.12.041.
Borsche, T., Andersson, G., A review of demand response business cases. IEEE PES Innovative Smart Grid Technologies, 2014, IEEE, Europe, 1–6.
Bradley, P., Leach, M., Torriti, J., A review of the costs and benefits of demand response for electricity in the UK. Energy Pol. 52 (2013), 312–327, 10.1016/j.enpol.2012.09.039.
Brouwer, A.S., van den Broek, M., Zappa, W., Turkenburg, W.C., Faaij, A., Least-cost options for integrating intermittent renewables in low-carbon power systems. Appl. Energy 161 (2016), 48–74, 10.1016/j.apenergy.2015.09.090.
Cagno, E., Worrell, E., Trianni, A., Pugliese, G., A novel approach for barriers to industrial energy efficiency. Renew. Sustain. Energy Rev. 19 (2013), 290–308, 10.1016/j.rser.2012.11.007.
Cappers, P., Mills, A., Goldman, C., Wiser, R., Eto, J.H., An assessment of the role mass market demand response could play in contributing to the management of variable generation integration issues. Energy Pol. 48 (2012), 420–429, 10.1016/j.enpol.2012.05.040.
Cappers, P., MacDonald, J., Goldman, C., Ma, O., An assessment of market and policy barriers for demand response providing ancillary services in U.S. electricity markets. Energy Pol. 62 (2013), 1031–1039, 10.1016/j.enpol.2013.08.003.
Clausen, A., Ghatikar, G., Jørgensen, B.N., Load management of data centers as regulation capacity in Denmark. International Green Computing Conference, 2014, IEEE, 1–10.
Clò, S., Cataldi, A., Zoppoli, P., The merit-order effect in the Italian power market: The impact of solar and wind generation on national wholesale electricity prices. Energy Pol. 77 (2015), 79–88, 10.1016/j.enpol.2014.11.038.
Creswell, J.W., Poth, C.N., Qualitative Inquiry and Research Design: Choosing Among Five Approaches. 2016, Sage Publications.
Cruz, M.R., Fitiwi, D.Z., Santos, S.F., Catalão, J.P., A comprehensive survey of flexibility options for supporting the low-carbon energy future. Renew. Sustain. Energy Rev. 97 (2018), 338–353, 10.1016/j.rser.2018.08.028.
Ding, Y., Shao, C., Yan, J., Song, Y., Zhang, C., Guo, C., Economical flexibility options for integrating fluctuating wind energy in power systems: The case of China. Appl. Energy 228 (2018), 426–436, 10.1016/j.apenergy.2018.06.066.
Dong, J., Xue, G., Li, R., Demand response in China: Regulations, pilot projects and recommendations – A review. Renew. Sustain. Energy Rev. 59 (2016), 13–27, 10.1016/j.rser.2015.12.130.
Dudley, J.H., Piette, M.A., Solutions for summer electric power shortages: Demand response and its application in air conditioning and refrigerating systems. Refrig. Air Cond. Electr. Power Mach. 29 (2008), 1–4.
Dyer, C.H., Hammond, G.P., Jones, C.I., McKenna, R.C., Enabling technologies for industrial energy demand management. Energy Pol. 36 (2008), 4434–4443, 10.1016/j.enpol.2008.09.028.
Eid, C., Koliou, E., Valles, M., Reneses, J., Hakvoort, R., Time-based pricing and electricity demand response: Existing barriers and next steps. Util. Pol. 40 (2016), 15–25, 10.1016/j.jup.2016.04.001.
Eissa, M.M., Demand side management program evaluation based on industrial and commercial field data. Energy Pol. 39 (2011), 5961–5969, 10.1016/j.enpol.2011.06.057.
Feuerriegel, S., Neumann, D., Measuring the financial impact of demand response for electricity retailers. Energy Pol. 65 (2014), 359–368, 10.1016/j.enpol.2013.10.012.
Feuerriegel, S., Neumann, D., Integration scenarios of demand response into electricity markets: load shifting, financial savings and policy implications. Energy Pol. 96 (2016), 231–240, 10.1016/j.enpol.2016.05.050.
Fridgen, G., König, C., Häfner, L., Sachs, T., Providing utility to utilities: The value of information systems enabled flexibility in electricity consumption. J. Assoc. Inf. Syst. Online, 17, 2016, 537, 10.17705/1jais.00434.
Fridgen, G., Halbrügge, S., Körner, M.-F., Michaelis, A., Weibelzahl, M., Artificial intelligence in energy demand response: A taxonomy of input data requirements. 2022 Proceedings of the 17th International Conference on Wirtschaftsinformatik, 2022, WI.
Fridgen, G., Keller, R., Thimmel, M., Wederhake, L., Shifting load through space – The economics of spatial demand side management using distributed data centers. Energy Pol. 109 (2017), 400–413, 10.1016/j.enpol.2017.07.018.
Gelazanskas, L., Gamage, K.A., Demand side management in smart grid: A review and proposals for future direction. Sustain. Cities Soc. 11 (2014), 22–30, 10.1016/j.scs.2013.11.001.
Gils, H.C., Economic potential for future demand response in Germany–modeling approach and case study. Appl. Energy 162 (2016), 401–415, 10.1016/j.apenergy.2015.10.083.
Gitelman, L., Ratnikov, B., Kozhevnikov, M., Demand-side Management for Energy in the Region. 2013, Institute of Economics, Ural Branch of the Russian Academy of Sciences.
Good, N., Ellis, K.A., Mancarella, P., Review and classification of barriers and enablers of demand response in the smart grid. Renew. Sustain. Energy Rev. 72 (2017), 57–72, 10.1016/j.rser.2017.01.043.
Goulden, M., Spence, A., Wardman, J., Leygue, C., Differentiating ‘the user’ in DSR: Developing demand side response in advanced economies. Energy Pol. 122 (2018), 176–185, 10.1016/j.enpol.2018.07.013.
Greening, L.A., Demand response resources: Who is responsible for implementation in a deregulated market?. Energy 35 (2010), 1518–1525, 10.1016/j.energy.2009.12.013.
Grein, A., Pehnt, M., Load management for refrigeration systems: Potentials and barriers. Energy Pol. 39 (2011), 5598–5608, 10.1016/j.enpol.2011.04.040.
Grünewald, P., Torriti, J., Demand response from the non-domestic sector: Early UK experiences and future opportunities. Energy Pol. 61 (2013), 423–429, 10.1016/j.enpol.2013.06.051.
Hansen, J., Knudsen, J., Annaswamy, A.M., Demand response in smart grids: Participants, challenges, and a taxonomy. IEEE 53rd Annual Conference on Decision and Control (CDC), 2014, 2014, IEEE, Piscataway, NJ, 4045–4052.
Hansen, K., Breyer, C., Lund, H., Status and perspectives on 100% renewable energy systems. Energy 175 (2019), 471–480, 10.1016/j.energy.2019.03.092.
Haupt, L., Körner, M.-F., Schöpf, M., Schott, P., Fridgen, G., Strukturierte Analyse von Nachfrageflexibilität im Stromsystem und Ableitung eines generischen Geschäftsmodells für (stromintensive) Unternehmen. Z. Energiewirtschaft 44 (2020), 141–160, 10.1007/s12398-020-00279-5.
Heffron, R., Körner, M.-F., Wagner, J., Weibelzahl, M., Fridgen, G., et al. Industrial demand-side flexibility: A key element of a just energy transition and industrial development. Appl. Energy, 269, 2020, 10.1016/j.apenergy.2020.115026.
Hirst, E., Price-responsive demand in wholesale markets: Why is so little happening?. Electr. J. 14 (2001), 25–37, 10.1016/S1040-6190(01)00194-4.
Honkapuro, S., Valtonen, P., Tuunanen, J., Partanen, J., Järventausta, P., Demand side management in open electricity markets from retailer viewpoint. 2015 12th International Conference on the European Energy Market (EEM), 2015, IEEE, 1–5.
Hu, Z., Kim, J.h., Wang, J., Byrne, J., Review of dynamic pricing programs in the US and Europe: Status quo and policy recommendations. Renew. Sustain. Energy Rev. 42 (2015), 743–751, 10.1016/j.rser.2014.10.078.
International Energy Agency, Electricity final consumption by sector. URL: https://www.iea.org/data-and-statistics?country=WORLD&fuel=Energy%20consumption&indicator=Electricity%20final%20consumption%20by%20sector, 2020.
Jang, D., Eom, J., Kim, M.G., Rho, J.J., Demand responses of Korean commercial and industrial businesses to critical peak pricing of electricity. J. Clean. Prod. 90 (2015), 275–290, 10.1016/j.jclepro.2014.11.052.
Katz, J., Linking meters and markets: Roles and incentives to support a flexible demand side. Util. Pol. 31 (2014), 74–84, 10.1016/j.jup.2014.08.003.
Khripko, D., Morioka, S.N., Evans, S., Hesselbach, J., de Carvalho, M.M., Demand side management within industry: A case study for sustainable business models. Procedia Manuf. 8 (2017), 270–277, 10.1016/j.promfg.2017.02.034.
Kim, J.H., Shcherbakova, A., Common failures of demand response. Energy 36 (2011), 873–880, 10.1016/j.energy.2010.12.027.
Kleingeld, M., Groenewald, H., Van Rensburg, J., Practical problems experienced with industrial DSM projects. 2012 Proceedings of the 9th Industrial and Commercial Use of Energy Conference, 2012, IEEE, 1–6.
Koliou, E., Eid, C., Hakvoort, R., Development of demand side response in liberalized electricity markets: Policies for effective market design in europe. 2013 10th International Conference on the European Energy Market (EEM), 2013, IEEE, 1–8.
Kreuder, L., Gruber, A., von Roon, S., Quantifying the costs of demand response for industrial businesses. IECON 2013-39th Annual Conference of the, 2013, IEEE Industrial Electronics Society, IEEE, 8046–8051.
Langbein, P., Lessons learned from real-life implementation of demand response management. 2009 IEEE/PES Power Systems Conference and Exposition, 2009, IEEE, 1 –1.
Li, L., Sun, Z., Tang, Z., Real time electricity demand response for sustainable manufacturing systems: challenges and a case study. 2012 IEEE International Conference on Automation Science and Engineering (CASE), 2012, IEEE, 353–357.
Lindberg, C.F., Zahedian, K., Solgi, M., Lindkvist, R., Potential and limitations for industrial demand side management. Energy Proc. 61 (2014), 415–418, 10.1016/j.egypro.2014.11.1138.
Liu, Y., Demand response and energy efficiency in the capacity resource procurement: Case studies of forward capacity markets in ISO New England, PJM and Great Britain. Energy Pol. 100 (2017), 271–282, 10.1016/j.enpol.2016.10.029.
Lund, H., Renewable energy strategies for sustainable development. Energy 32 (2007), 912–919.
Lund, P.D., Lindgren, J., Mikkola, J., Salpakari, J., Review of energy system flexibility measures to enable high levels of variable renewable electricity. Renew. Sustain. Energy Rev. 45 (2015), 785–807, 10.1016/j.rser.2015.01.057.
Luthra, S., Kumar, S., Kharb, R., Ansari, M.F., Shimmi, S.L., Adoption of smart grid technologies: An analysis of interactions among barriers. Renew. Sustain. Energy Rev. 33 (2014), 554–565, 10.1016/j.rser.2014.02.030.
MacDonald, J., Cappers, P., Callaway, D., Kiliccote, S., Demand response providing ancillary services: A comparison of opportunities and challenges in US wholesale markets. Proceedings of Grid-Interop 2012, 2012, California Digital Library.
Macedo, M.N.Q., Galo, J.J.M., Almeida, L.A.L., Lima, A.C.C., Opportunities and challenges of dsm in smart grid environment. Fries, S., Dini, P., (eds.) Proceedings of the Third International Conference on Smart Grids, Green Communications and IT Energy-Aware Technologies (ENERGY 2013), 2013, IARIA, Wilmington, DE, USA, 156–160.
McKane, A.T., Piette, M.A., Faulkner, D., Ghatikar, G., Radspieler, A. Jr., Adesola, B., Murtishaw, S., Kiliccote, S., Opportunities, Barriers and Actions for Industrial Demand Response in California., 2008, Lawrence Berkeley National Lab.(LBNL), Berkeley, CA (United States) Technical Report.
Miles, M.B., Huberman, A.M., Saldaña, J., Qualitative Data Analysis: A Methods Sourcebook. 3rd, 2014, SAGE Publications.
Mlecnik, E., Parker, J., Ma, Z., Corchero, C., Knotzer, A., Pernetti, R., Policy challenges for the development of energy flexibility services. Energy Pol., 137, 2020, 111147, 10.1016/j.enpol.2019.111147.
Müller, T., Möst, D., Demand response potential: Available when needed?. Energy Pol. 115 (2018), 181–198, 10.1016/j.enpol.2017.12.025.
Myers, M.D., Newman, M., The qualitative interview in is research: Examining the craft. Inf. Organ. 17 (2007), 2–26, 10.1016/j.infoandorg.2006.11.001.
Nguyen, D.T., Demand response for domestic and small business consumers: A new challenge. IEEE PES Transmission and Distribution Conference and Exposition, 2010, 2010, IEEE, Piscataway, NJ, 1–7.
Nicolosi, M., Fürsch, M., The impact of an increasing share of RES-E on the conventional power market—the example of Germany. Z. Energiewirtschaft 33 (2009), 246–254, 10.1007/s12398-009-0030-0.
Nolan, S., O'Malley, M., Challenges and barriers to demand response deployment and evaluation. Appl. Energy 152 (2015), 1–10, 10.1016/j.apenergy.2015.04.083.
Olorunfemi, T.R., Nwulu, N., A review of demand response techniques and operational limitations. 2018 International Conference on Computational Techniques, Electronics and Mechanical Systems (CTEMS), 2018, IEEE, 442–445.
Olsthoorn, M., Schleich, J., Klobasa, M., Barriers to electricity load shift in companies: A survey-based exploration of the end-user perspective. Energy Pol. 76 (2015), 32–42, 10.1016/j.enpol.2014.11.015.
Palensky, P., Dietrich, D., Demand side management: Demand response, intelligent energy systems, and smart loads. IEEE Trans. Ind. Inf. 7 (2011), 381–388.
Papaefthymiou, G., Haesen, E., Sach, T., Power system flexibility tracker: Indicators to track flexibility progress towards high-RES systems. Renew. Energy 127 (2018), 1026–1035, 10.1016/j.renene.2018.04.094.
Paterakis, N.G., Erdinç, O., Catalão, J.P., An overview of demand response: Key-elements and international experience. Renew. Sustain. Energy Rev. 69 (2017), 871–891, 10.1016/j.rser.2016.11.167.
Pelzer, R., Kleingeld, M., Cost effect of non-performing DSM projects. 2011 Proceedings of the 8th Conference on the Industrial and Commercial Use of Energy, 2011, IEEE, 26–29.
Perras, S., Electricity Transmission Line Planning: Success Factors for Transmission System Operators to Reduce Public Opposition. 2015, Saechsische Landesbibliothek-Staats-und Universitaetsbibliothek Dresden.
Pinson, P., Madsen, H., et al. Benefits and challenges of electrical demand response: A critical review. Renew. Sustain. Energy Rev. 39 (2014), 686–699, 10.1016/j.rser.2014.07.098.
Rautiainen, A., Koskela, J., Vilppo, O., Supponen, A., Kojo, M., Toivanen, P., Rinne, E., Järventausta, P., Attractiveness of demand response in the nordic electricity market - Present state and future prospects. 2017 14th International Conference on the European Energy Market (EEM), 2017, IEEE, 1–6.
Richstein, J.C., Hosseinioun, S.S., Industrial Demand Response: How Network Tariffs and Regulation Do (Not) Impact Flexibility Provision in Electricity Markets and Reserves., 2020, DIW Berlin Discussion Paper Technical Report.
Rintamäki, T., Siddiqui, A.S., Salo, A., Does renewable energy generation decrease the volatility of electricity prices? An analysis of Denmark and Germany. Energy Econ. 62 (2017), 270–282, 10.1016/j.eneco.2016.12.019.
Rollert, K.E., The underlying factors in the uptake of electricity demand response: The case of Poland. Util. Pol. 54 (2018), 11–21, 10.1016/j.jup.2018.07.002.
Samad, T., Koch, E., Stluka, P., Automated demand response for smart buildings and microgrids: The state of the practice and research challenges. Proc. IEEE 104 (2016), 726–744.
Sauer, A., Abele, E., Buhl, H.U., Energieflexibilität in der deutschen Industrie: Ergebnisse aus dem Kopernikus-Projekt-Synchronisierte und energieadaptive Produktionstechnik zur flexiblen Ausrichtung von Industrieprozessen auf eine fluktuierende Energieversorgung (SynErgie). 2019, Fraunhofer Verlag.
Schramm, W., Notes on Case Studies of Instructional Media Projects. 1971.
Schultze, U., Avital, M., Designing interviews to generate rich data for information systems research. Inf. Organ. 21 (2011), 1–16, 10.1016/j.infoandorg.2010.11.001.
Sensfuß, F., Ragwitz, M., Genoese, M., The merit-order effect: A detailed analysis of the price effect of renewable electricity generation on spot market prices in Germany. Energy Pol. 36 (2008), 3086–3094, 10.1016/j.enpol.2008.03.035.
Shafie-khah, M., Siano, P., Aghaei, J., Masoum, M.A., Li, F., Catalão, J.P., Comprehensive review of the recent advances in industrial and commercial DR. IEEE Trans. Ind. Inf. 15 (2019), 3757–3771.
Sharma, B., Gupta, N., Niazi, K., Swarnkar, A., Vashisth, S., Demand response in the global arena: Challenges and future trends. 2019 8th International Conference on Power Systems (ICPS), 2019, IEEE, 1–5.
Shen, B., Ghatikar, G., Lei, Z., Li, J., Wikler, G., Martin, P., The role of regulatory reforms, market changes, and technology development to make demand response a viable resource in meeting energy challenges. Appl. Energy 130 (2014), 814–823, 10.1016/j.apenergy.2013.12.069.
Shoreh, M.H., Siano, P., Shafie-khah, M., Loia, V., Catalão, J.P., A survey of industrial applications of demand response. Elec. Power Syst. Res. 141 (2016), 31–49, 10.1016/j.epsr.2016.07.008.
Siano, P., Demand response and smart grids - A survey. Renew. Sustain. Energy Rev. 30 (2014), 461–478, 10.1016/j.rser.2013.10.022.
Strbac, G., Demand side management: Benefits and challenges. Energy Pol. 36 (2008), 4419–4426, 10.1016/j.enpol.2008.09.030.
Torriti, J., Hassan, M.G., Leach, M., Demand response experience in Europe: policies, programmes and implementation. Energy 35 (2010), 1575–1583, 10.1016/j.energy.2009.05.021.
Uddin, M., Romlie, M.F., Abdullah, M.F., Abd Halim, S., Kwang, T.C., et al. A review on peak load shaving strategies. Renew. Sustain. Energy Rev. 82 (2018), 3323–3332, 10.1016/j.rser.2017.10.056.
Unterberger, E., Buhl, H.U., Häfner, L., Keller, F., Keller, R., Ober, S., Paulick-Thiel, C., Reinhart, G., Schöpf, M., Simon, P., The regional and social impact of energy flexible factories. Procedia Manuf. 21 (2018), 468–475, 10.1016/j.promfg.2018.02.146.
Valdes, J., Poque González, A.B., Ramirez Camargo, L., Valin Fenández, M., Masip Macia, Y., Dorner, W., Industry, flexibility, and demand response: Applying German energy transition lessons in Chile. Energy Res. Social Sci. 54 (2019), 12–25, 10.1016/j.erss.2019.03.003.
Vallés, M., Reneses, J., Cossent, R., Frías, P., Regulatory and market barriers to the realization of demand response in electricity distribution networks: A European perspective. Elec. Power Syst. Res. 140 (2016), 689–698, 10.1016/j.epsr.2016.04.026.
van Dievel, P., de Vos, K., Belmans, R., Demand response in electricity distribution grids: Regulatory framework and barriers. 2014 11th International Conference on the European Energy Market (EEM), 2014, IEEE, Piscataway, NJ, 1–5.
Verpoorten, K., de Jonghe, C., Belmans, R., Market barriers for harmonised demand-response in balancing reserves: Cross-country comparison. 2016 13th International Conference on the European Energy Market (EEM), 2016, IEEE, Piscataway, NJ, 1–5.
Vine, E., Hamrin, J., Eyre, N., Crossley, D., Maloney, M., Watt, G., Public policy analysis of energy efficiency and load management in changing electricity businesses. Energy Pol. 31 (2003), 405–430, 10.1016/S0301-4215(02)00071-X.
Walawalkar, R., Fernands, S., Thakur, N., Chevva, K.R., Evolution and current status of demand response (DR) in electricity markets: Insights from PJM and NYISO. Energy 35 (2010), 1553–1560, 10.1016/j.energy.2009.09.017.
Warren, P., A review of demand-side management policy in the UK. Renew. Sustain. Energy Rev. 29 (2014), 941–951, 10.1016/j.rser.2013.09.009.
Webster, J., Watson, R.T., Analyzing the Past to Prepare for the Future: Writing a Literature review. MIS Quarterly. 2002, xiii–xxiii.
Wierman, A., Liu, Z., Liu, I., Mohsenian-Rad, H., Opportunities and challenges for data center demand response. 2014 International Green Computing Conference (IGCC), 2014, IEEE, Piscataway, NJ, 1–10, 10.1109/IGCC.2014.7039172.
Wohlfarth, K., Klingler, A.L., Eichhammer, W., The flexibility deployment of the service sector-a demand response modelling approach coupled with evidence from a market research survey. Energy Strat. Rev., 28, 2020, 100460.
Wohlfarth, K., Worrell, E., Eichhammer, W., Energy efficiency and demand response–two sides of the same coin?. Energy Pol., 137, 2020, 111070.
Yin, R.K., Case Study Research and Applications: Design and Methods. 2017, Sage publications.
Zhang, Q., Grossmann, I.E., Enterprise-wide optimization for industrial demand side management: fundamentals, advances, and perspectives. Chem. Eng. Res. Des. 116 (2016), 114–131.
Zhang, Q., Grossmann, I.E., Planning and scheduling for industrial demand side management: advances and challenges. Alternative Energy Sources and Technologies, 2016, Springer, 383–414.
