Özet
Electricity markets were initially established based on a vertically integrated organizational framework. The market segments underwent a process of vertical unbundling, which subsequently led to their division into four distinct categories: generation, transmission, distribution, and retail. In the first chapter of this thesis, the most common electricity market supply industry problems have been presented. Four prominent problems emerge as noteworthy, encompassing generation inadequacy, missing money, market power, and renewable intermittency. Among these problems, there exists a network of unidirectional, bidirectional, and potentially nonlinear dynamic relationships. A holistic approach is even more crucial given the complex interactions between problems. In the second chapter, the impact of renewable energy on electricity prices has been examined with panel data analysis for 25 European countries. We employed the Pesaran CD test for cross-sectional dependence, the Pesaran and Yamagata (2008) method for slope heterogeneity, and the dynamic common correlated effect estimator to explain the market clearing prices. The model results demonstrate that European countries experience the merit order effect, where the capacity of renewable energy lowers prices. This chapter presents the impact of merit order effect for generators, consumers, and policy makers. In the third chapter, the impact of solar and wind generation on market clearing prices have been examined in Turkey as an example of a developing country. We use of machine learning techniques for analysis is one of its distinguishing characteristics. According to polynomial learner results, solar and wind generation both decreased the electricity market clearing price. In addition, solar generation has a negligible effect on market clearing price volatility below a certain threshold, but reduces it above a certain demand level. However, wind generation increases volatility at both low and high demand levels.
Künye
Abrell, J., & Kunz, F. (2015). Integrating intermittent renewable wind generation-a stochastic multi-market electricity model for the european electricity market. Networks and Spatial Economics, 15(1), 117-147.
Acemoglu, D., Kakhbod, A., & Ozdaglar, A. (2017). Competition in electricity markets with renewable energy sources. The Energy Journal, 38(KAPSARC Special Issue).
Adib, P. & Hurlbu, D. (2008). Chapter 7 Market Power and Market Monitoring.
Adom, P. K., Minlah, M. K., & Adams, S. (2018). Impact of renewable energy (hydro) on electricity prices in Ghana: A tale of the short-and long-run. Energy strategy reviews, 20, 163-178.
Aghaie, H. (2016). The Impact of Intermittent Renewables On the Resource Adequacy in Electricity Markets. 2016 IEEE Electrical Power and Energy Conference, EPEC 2016.
Ahmad, T., & Chen, H. (2020). A review on machine learning forecasting growth trends and their real-time applications in different energy systems. Sustainable Cities and Society, 54, 102010.
Akashi, O., & Hanaoka, T. (2012). Technological feasibility and costs of achieving a 50% reduction of global GHG emissions by 2050: mid-and long-term perspectives. Sustainability Science, 7, 139-156.
Ali, I., Sun, H., Tariq, G., Ali, H., Baz, K., Mahmood, H., ... & Yao, J. (2022). Asymmetric impact of coal and gas on carbon dioxide emission in six asian countries: using asymmetric and non-linear approach. Journal of Cleaner Production, 367, 132934.
Alsaedi, Y., Tularam, G. A., Wong, V. W. (2020). Impact of Solar and Wind Prices On the Integrated Global Electricity Spot and Options Markets: A Time Series Analysis. International Journal of Energy Economics and Policy, 2(10), 337-353.
Alola, A. A. (2021). Risk to investment and renewables production in the United States: An inference for environmental sustainability. Journal of Cleaner Production, 312, 127652.
Alolo, M., Azevedo, A., & El Kalak, I. (2020). The effect of the feed-in-system policy on renewable energy investments: Evidence from the EU countries. Energy Economics, 92, 104998.
Andreas, J., Burns, C., Touza, J. (2017). Renewable Energy as a Luxury? A Qualitative Comparative Analysis of the Role of the Economy in The Eu's Renewable Energy Transitions During The ‘Double Crisis’. Ecological Economics, (142), 81-90.
Arčabić, V., Gelo, T., Sonora, R. J., & Šimurina, J. (2021). Cointegration of electricity consumption and GDP in the presence of smooth structural changes. Energy Economics, 97, 105196.
Arıoğlu Akan, M. Ö., Selam, A. A., Oktay Fırat, S. Ü., Er Kara, M., & Özel, S. (2015). A comparative analysis of renewable energy use and policies: Global and Turkish perspectives. Sustainability, 7(12), 16379-16407.
Astaneh, M. F., & Chen, Z. (2013, July). Price volatility in wind dominant electricity markets. In Eurocon 2013 (pp. 770-776). IEEE.
Aydin, A. D., & Cavdar, S. C. (2015). Comparison of prediction performances of artificial neural network (ANN) and vector autoregressive (VAR) Models by using the macroeconomic variables of gold prices, Borsa Istanbul (BIST) 100 index and US Dollar-Turkish Lira (USD/TRY) exchange rates. Procedia Economics and Finance, 30, 3-14.
Bacon, R. W. (1995). Privatization and reform in the global electricity supply industry. Annual review of energy and the environment, 20(1), 119-143.
Bacon, R. W., and Besant-Jones, J. (2001). Global Electric Power Reform, Privatization and Liberalization of the Electric Power Industry in Developing Countries.
Ballester, C., & Furió, D. (2015). Effects of renewables on the stylized facts of electricity prices. Renewable and Sustainable Energy Reviews, 52, 1596-1609.
Basu, R., & Ferreira, J. (2020). Understanding household vehicle ownership in Singapore through a comparison of econometric and machine learning models. Transportation Research Procedia, 48, 1674-1693.
Batalla-Bejerano, J., and Trujillo-Baute, E. (2016). Impacts of Intermittent Renewable Generation On Electricity System Costs. Energy Policy, 94, 411–420.
Batlle, C., and Rodilla, P. (2010). A Critical Assessment of the Different Approaches Aimed to Secure Electricity Generation Supply. Energy Policy.
Bekele, G., & Boneya, G. (2012). Design of a photovoltaic-wind hybrid power generation system for Ethiopian remote area. Energy Procedia, 14, 1760-1765.
Bersvendsen, T. and Ditzen, J. (2021). Testing for Slope Heterogeneity in Stata. The Stata Journal Promoting Communications on Statistics and Stata, 1(21), 51-80.
Blazejczak, J., Braun, F. G., Edler, D., & Schill, W. P. (2014). Economic effects of renewable energy expansion: A model-based analysis for Germany. Renewable and sustainable energy reviews, 40, 1070-1080.
Blazquez, J., Fuentes-Bracamontes, R., Bollino, C. A., & Nezamuddin, N. (2018). The renewable energy policy Paradox. Renewable and Sustainable Energy Reviews, 82, 1-5.
Blazquez-Merino, M., Macho-Aroca, A., Baizán-Alvarez, P., Garcia-Loro, F., San Cristobal, E., Diez, G., & Castro, M. (2018, April). Structured MOOC designed to optimize Electricity learning at Secondary school. In 2018 IEEE Global Engineering Education Conference (EDUCON) (pp. 223-232). IEEE.
Blumberga, D. (2019). Mandatory Procurement Lessons. Phenomena of External Initiator Factor. Environmental and Climate Technologies, 1(23), 188-213.
Bolhuis, M. A., & Rayner, B. (2020). Deus ex machina? A framework for macro forecasting with Machine Learning. International Monetary Fund.
Borenstein, S. (2000). Understanding Competitive Pricing and Market Power in Wholesale Electricity Markets. The Electricity Journal, 13(6), 49–57.
Borenstein, S. (2002). The Trouble with Electricity Markets: Understanding California’s Restructuring Disaster. Journal of Economic Perspectives, 16(1), 191–211.
Borenstein, S., & Bushnell, J. B. (2018). Are residential electricity prices too high or too low?: or both?. National Bureau of Economic Research.
Borenstein, S., Bushnell, J., Knittel, C. R., & Wolfram, C. (2008). Inefficiencies and market power in financial arbitrage: a study of California's electricity markets. The Journal of Industrial Economics, 56(2), 347-378.
Borenstein, S., Holland, S. P., Bushnell, J., Farrell, J., Hviid, M., Mansur, E., Riordan, M., and White, L. (2003). Nber Working Paper Series On the Efficiency of Competitive Electricity Markets with Time-Invariant Retail Prices.
Brown, P. (2012). US renewable electricity: How does wind generation impact competitive power markets?. Congressional Research Service.
Browne, O., Poletti, S., & Young, D. (2015). How does market power affect the impact of large scale wind investment in energy only wholesale electricity markets?. Energy Policy, 87, 17-27.
Bushnell, J., & Novan, K. (2018). Setting with the sun: the impacts of renewable energy on wholesale power markets (No. w24980). National Bureau of Economic Research.
Bushnell, James, Knittel, C., and Wolak, F. (1999). Estimating The Opportunities for Market Power in A Deregulated Wisconsin Electricity Market. Journal of Industrial of Industrial Economics.
Bushnell, James, Mansur, E. T., and Novan, K. (2017). Review of the Economics Literature on US Electricity Restructuring.
Bushnell, James, Mansur, E. T., and Saravia, C. (2004). Market Structure and Competition: A Cross-Market Analysis of U. S. Electricity Deregulation. Center for the Study of Energy Markets Working Paper Series, May.
Bushnell, Jim, Saravia, C., and Org, E. (2002). UC Berkeley Recent Work Title an Empirical Assessment of the Competitiveness of the New England Electricity Market Permalink https://escholarship.org/uc/item/8913v4bk Publication Date.
Bushnell, Jim. (2003). CSEM WP 109R Looking for Trouble: Competition Policy in the U.S. Electricity Industry.
Bushnell, J. (2005). Electricity resource adequacy: matching policies and goals. The Electricity Journal, 18(8), 11-21.
Çakmak, N., & Gözen, M. (2021). An Analysis of Systematic Risk Factors Associated with Renewable Energy Support Mechanism Applied In Turkey. Journal of Business Innovation and Governance, 4(1), 57-81.
Castillo, Y., Castrillón Gutiérrez, M., Vanegas-Chamorro, M., Valencia, G., & Villicaña, E. (2015). Role of non-conventional energy sources in the Colombian electricity sector. Prospectiva, 13(1), 39-51.
Cetkovic, S. and Buzogany, A. (2016). Varieties of Capitalism and Clean Energy Transitions in The European Union: When Renewable Energy Hits Different Economic Logics. Climate Policy, 5(16), 642-657.
Chao, H. P., and Wilson, R. (2001). Design of Wholesale Electricity Markets.
Chao, H. P., Oren, S., & Wilson, R. (2005). Restructured electricity markets: Reevaluation of vertical integration and unbundling. EPRI Technical Paper.
Chatri, F., Yahoo, M., & Othman, J. (2018). The economic effects of renewable energy expansion in the electricity sector: A CGE analysis for Malaysia. Renewable and Sustainable Energy Reviews, 95, 203-216.
Chattopadhyay, D. (2014). Modelling renewable energy impact on the electricity market in India. Renewable and Sustainable Energy Reviews, 31, 9-22.
Chen, X., Mcelroy, M. B., Wu, Q., Shu, Y., & Xue, Y. (2019). Transition towards higher penetration of renewables: an overview of interlinked technical, environmental and socio-economic challenges. Journal of Modern Power Systems and Clean Energy, 7(1), 1-8.
Ciarreta, A., Espinosa, M. P., & Pizarro-Irizar, C. (2017). Has renewable energy induced competitive behavior in the Spanish electricity market?. Energy Policy, 104, 171-182.
Ciarreta, A., Pizarro-Irizar, C., & Zarraga, A. (2020). Renewable energy regulation and structural breaks: An empirical analysis of Spanish electricity price volatility. Energy Economics, 88, 104749.
Clò, S., Cataldi, A., & Zoppoli, P. (2015). The merit-order effect in the Italian power market: The impact of solar and wind generation on national wholesale electricity prices. Energy Policy, 77, 79-88.
Cointe, B., & Nadaï, A. (2018). Feed-in tariffs in the European Union: Renewable energy policy, the internal electricity market and economic expertise. Springer.
Crampton, P., & Stoft, S. (2006). The convergence of market designs for adequate generating capacity with special attention to the CAISO’s resource adequacy problem. Berkeley, California, White Paper for the Electricity Oversight Board.
Cui, Z., Wang, Y., Pan, C. (2017). Auction Mechanism of Micro-grid Project Transfer. Sustainability, 10(9), 1895.
Cutler, N. J., Boerema, N. D., MacGill, I. F., & Outhred, H. R. (2011). High penetration wind generation impacts on spot prices in the Australian national electricity market. Energy Policy, 39(10), 5939-5949.
Çetin, T., & Oguz, F. (2007). The politics of regulation in the Turkish electricity market. Energy Policy, 35(3), 1761-1770.
Dai, H., Mamkhezri, J., Arshed, N., Javaid, A., Salem, S., & Khan, Y. A. (2022). Role of energy mix in determining climate change vulnerability in G7 countries. Sustainability, 14(4), 2161
de la Nieta, A. S., & Contreras, J. (2020). Quantifying the effect of renewable generation on day–ahead electricity market prices: The Spanish case. Energy Economics, 90, 104841.
de Lagarde, C. M., & Lantz, F. (2018). How renewable production depresses electricity prices: Evidence from the German market. Energy Policy, 117, 263-277.
De Sisternes, F. J., Webster, M. D., and Pérez-Arriaga, I. J. (2015). The Impact of Bidding Rules on Electricity Markets with Intermittent Renewables. IEEE Transactions on Power Systems, 30(3), 1603–1613.
Deléglise, H., Bégué, A., Interdonato, R., d'Hôtel, E. M., Roche, M., Teisseire, M. (2020). Linking Heterogeneous Data for Food Security Prediction. ECML PKDD 2020 Workshops, 335-344.
Deng, M., Yang, W., Liu, Q., Jin, R., Xu, F., Zhang, Y. (2017). Heterogeneous Space-time Artificial Neural Networks for Space-time Series Prediction. Transactions in GIS, 1(22), 183-201.
Depren, S. K., Kartal, M. T., Ertuğrul, H. M., & Depren, Ö. (2022). The role of data frequency and method selection in electricity price estimation: Comparative evidence from Turkey in pre-pandemic and pandemic periods. Renewable Energy, 186, 217-225.
Diaconu, O., Oprescu, G., and Pittman, R. (2009). Electricity reform in Romania. Utilities Policy, 17(1), 114–124.
Dillig, M., Jung, M., & Karl, J. (2016). The impact of renewables on electricity prices in Germany–An estimation based on historic spot prices in the years 2011–2013. Renewable and Sustainable Energy Reviews, 57, 7-15.
Dong, K., Dong, X., Jiang, Q. (2019). How Renewable Energy Consumption Lower Global Co 2 Emissions? Evidence from Countries with Different Income Levels. World Economy, 6(43), 1665-1698.
Duan, Jun, van Kooten, G. C., and Liu, X. (2020). Renewable Electricity Grids, Battery Storage and Missing Money. Resources, Conservation and Recycling, 161(December 2019), 105001.
Eberhard, A., Kolker, J., & Leigland, J. (2014). South Africa's renewable energy IPP procurement Program: Success factors and lessons.
Edenhofer, O., Hirth, L., Knopf, B., Pahle, M., Schlömer, S., Schmid, E., & Ueckerdt, F. (2013). On the economics of renewable energy sources. Energy Economics, 40, S12-S23.
Ela, E., Milligan, M., Bloom, A., Botterud, A., Townsend, A., Levin, T., and Frew, B. A. (2016). Wholesale Electricity Market Design with Increasing Levels of Renewable Generation: Incentivizing Flexibility in System Operations. Electricity Journal, 29(4), 51–60.
Elizondo Azuela, G., Barroso, L., Khanna, A., Wang, X., Wu, Y., & Cunha, G. (2014). Performance of renewable energy auctions: experience in Brazil, China and India. World Bank Policy Research Working Paper, (7062).
Energy Sector Management Assistance Program. (2019). Going Global: Expanding Offshore Wind to Emerging Markets. World Bank.
Evans, J., and Green, R. J. (2003). Why did British Electricity Prices Fall after 1998? MIT Center for Energy and Environmental Policy Research.
Farashbashi‐Astaneh, S. M., Hu, W., & Chen, Z. (2015). Comparative study between two market clearing schemes in wind dominant electricity markets. IET Generation, Transmission & Distribution, 9(15), 2215-2223.
Farquharson, D., Jaramillo, P., Schivley, G., Klima, K., Carlson, D., & Samaras, C. (2017). Beyond global warming potential: a comparative application of climate impact metrics for the life cycle assessment of coal and natural gas based electricity. Journal of Industrial Ecology, 21(4), 857-873.
Figueiredo, N. C., & da Silva, P. P. (2019). The “Merit-order effect” of wind and solar power: Volatility and determinants. Renewable and Sustainable Energy Reviews, 102, 54-62.
Figueiredo, R., Nunes, P., Meireles, M., Madaleno, M., & Brito, M. C. (2019). Replacing coal-fired power plants by photovoltaics in the Portuguese electricity system. Journal of Cleaner Production, 222, 129-142.
Frey, U. J., Klein, M., & Deissenroth, M. (2019). Modelling complex investment decisions in Germany for renewables with different machine learning algorithms. Environmental modelling & software, 118, 61-75.
Gallego-Castillo, C., & Victoria, M. (2015). Cost-free feed-in tariffs for renewable energy deployment in Spain. Renewable Energy, 81, 411-420.
Gao, Y., & Sun, F. (2022). Batch Normalization Followed by Merging Is Powerful for Phenotype Prediction Integrating Multiple Heterogeneous Studies. bioRxiv, 2022-09.
García, E. R. S., & Morales-Acevedo, A. (2014). Optimizing the energy portfolio of the Mexican electricity sector by 2050 considering CO2eq emissions and life cycle assessment. Energy Procedia, 57, 850-859.
Gawlik, L., & Mokrzycki, E. (2019). Changes in the structure of electricity generation in Poland in view of the EU climate package. Energies, 12(17), 3323.
Genc, T., & Sensoy, A. (2019). The impact of market design on electricity market efficiency: Evidence from Turkey. Energy Policy, 132, 1-9.
Ghoddusi, H., Creamer, G. G., & Rafizadeh, N. (2019). Machine learning in energy economics and finance: A review. Energy Economics, 81, 709-727.
Gilmore, J., Vanderwaal, B., Rose, I., & Riesz, J. (2015). Integration of solar generation into electricity markets: An Australian National Electricity Market case study. IET Renewable Power Generation, 9(1), 46-56.
González, M. and Martín-Ortega, J. (2020). Greenhouse Gas Emissions Growth in Europe: a Comparative Analysis Of Determinants. Sustainability, 3(12), 1012.
Gratwick, K. N., and Eberhard, A. (2008). Demise Of The Standard Model For Power Sector Reform And The Emergence Of Hybrid Power Markets. Energy Policy, 36(10), 3948–3960.
Griffiths, S. (2017). Renewable energy policy trends and recommendations for GCC countries. Energy Transitions, 1, 1-15.
Gross, R., Leach, M., & Bauen, A. (2003). Progress in renewable energy. Environment international, 29(1), 105-122.
Grubb, M., & Newbery, D. (2018). UK electricity market reform and the energy transition: Emerging lessons. The Energy Journal, 39(6).
Gugler, K., & Haxhimusa, A. (2019). Market integration and technology mix: Evidence from the German and French electricity markets. Energy policy, 126, 30-46.
Hall, A. S. (2018). Machine learning approaches to macroeconomic forecasting. The Federal Reserve Bank of Kansas City Economic Review, 103(63), 2.
Han, Y., Tan, S., Zhu, C., & Liu, Y. (2022). Research on the emission reduction effects of carbon trading mechanism on power industry: Plant-level evidence from China. International Journal of Climate Change Strategies and Management.
He, Q., Lin, Z., Chen, H., Dai, X., Li, Y., & Zeng, X. (2022). Bi-level optimization based two-stage market clearing model considering guaranteed accommodation of renewable energy generation. Protection and Control of Modern Power Systems, 7(1), 1-13.
Helman, U., Hobbs, B. F., & O'Neill, R. P. (2008). The design of US wholesale energy and ancillary service auction markets: Theory and practice. In Competitive electricity markets (pp. 179-243). In Competitive electricity markets (pp. 179-243). Elsevier.
Herrera, G. P., Constantino, M., Tabak, B. M., Pistori, H., Su, J. J., & Naranpanawa, A. (2019). Data on forecasting energy prices using machine learning. Data in brief, 25, 104122.
Herrero, I., Rodilla, P., & Batlle, C. (2015). Electricity market-clearing prices and investment incentives: The role of pricing rules. Energy Economics, 47, 42-51.
Higgs, H., and Worthington, A. (2008). Stochastic Price Modeling of High Volatility, Mean-Reverting, Spike-Prone Commodities: The Australian Wholesale Spot Electricity Market. Energy Economics, 30(6), 3172–3185.
Hildmann, M., Ulbig, A., & Andersson, G. (2013). Revisiting the merit-order effect of renewable energy sources. arXiv preprint arXiv:1307.0444.
Hildmann, M., Ulbig, A., and Andersson, G. (2015). Empirical Analysis of the Merit-Order Effect and the Missing Money Problem in Power Markets with High RES Shares. IEEE Transactions on Power Systems, 30(3), 1560–1570.
Hirth, L., & Ueckerdt, F. (2013). Redistribution effects of energy and climate policy: The electricity market. Energy Policy, 62, 934-947.
Hogan, M. (2017). Follow the missing money: Ensuring reliability at least cost to consumers in the transition to a low-carbon power system. The Electricity Journal, 30(1), 55-61.
Huisman, R., & Kilic, M. (2013). A history of European electricity day-ahead prices. Applied Economics, 45(18), 2683-2693.
Hunt, S. (2002). Making competition work in electricity (Vol. 146). John Wiley & Sons.
Ibarra-Yunez, A. (2015). Energy Reform İn Mexico: Imperfect Unbundling In The Electricity Sector. Utilities Policy, 35, 19–27.
Ifft, J., Kuhns, R., Patrick, K. (2018). Can Machine Learning Improve Prediction – An Application with Farm Survey Data. International Food and Agribusiness Management Review, 8(21), 1083-1098.
Initiative, M. E. (2012). Managing Large-Scale Penetration of Intermittent Renewables.
Jacobs, D. (2010). Fabulous feed-in tariffs. Renewable Energy Focus, 11(4), 28-30.
Jahangiri, M., Shamsabadi, A. A., Riahi, R., Raeiszadeh, F., & Dehkordi, P. F. (2020). Levelized Cost of Electricity for Wind-Solar Power Systems in Japan, a Review. Journal of Power Technologies, 100(3).
Janda, K. (2018). Slovak electricity market and the price merit order effect of photovoltaics. Energy Policy, 122, 551-562.
Jamasb, T., & Pollitt, M. (2005). Electricity market reform in the European Union: review of progress toward liberalization & integration. The Energy Journal, 26(Special Issue).
Jordan, M. I., & Mitchell, T. M. (2015). Machine learning: Trends, perspectives, and prospects. Science, 349(6245), 255-260.
Joskow, P. L. (2003). Energy policies and their consequences after 25 years. The Energy Journal, 24(4).
Joskow, P. L. (2008). Capacity Payments in Imperfect Electricity Markets: Need and Design. Utilities Policy, 16(3), 159–170.
Joskow, P. L. (2011). Incentive Regulation in Theory and Practice: Electricity Distribution and Transmission Networks. SSRN Electronic Journal.
Joskow, P. L. (2019). Challenges for wholesale electricity markets with intermittent renewable generation at scale: the US experience. Oxford Review of Economic Policy, 35(2), 291-331.
Kabak, M., & Tasdemir, T. (2020). Electricity day-ahead market price forecasting by using artificial neural networks: an application for Turkey. Arabian Journal for Science and Engineering, 45(3), 2317-2326.
Kalantzis, F. G., and Milonas, N. T. (2013). Analyzing The Impact of Futures Trading On Spot Price Volatility: Evidence from The Spot Electricity Market In France And Germany. Energy Economics, 36, 454–463.
Karatekin, C. (2020). The effects of renewable energy sources on the structure of the Turkish electricity market. International Journal of Energy Economics and Policy.
Keay, M., Rhys, J., and Robinson, D. (2016). Electricity Market Reform in Britain: Central Planning Versus Free Markets. In Evolution of Global Electricity Markets: New Paradigms, New Challenges, New Approaches. In Evolution of Global Electricity Markets (pp. 31-57). Academic Press.
Keeley, A. R., Matsumoto, K., Tanaka, K., Sugiawan, Y., Managi, S. (2020). The Impact of Renewable Energy Generation On the Spot Market Price in Germany: Ex-post Analysis Using Boosting Method. The Energy Journal, 01(41).
Kell, N. P., van der Weijde, A. H., Li, L., Santibanez-Borda, E., & Pillai, A. C. (2023). Simulating offshore wind contract for difference auctions to prepare bid strategies. Applied Energy, 334, 120645.
Kessides, I. N. (2013). Chaos in Power: Pakistan’s Electricity Crisis. Energy Policy, 55, 271–285.
Kiani, A., & Annaswamy, A. (2014). Equilibrium in wholesale energy markets: Perturbation analysis in the presence of renewables. IEEE Transactions on Smart Grid, 5(1), 177-187.
Kim, J., & Kim, K. (2011). The electricity industry reform in Korea: Lessons for further liberalization. In Infrastructure Regulation: What Works, Why And How Do We Know?. Lessons from Asia and Beyond (pp. 333-358).
Kirschen, D. S., & Strbac, G. (2018). Fundamentals of power system economics. John Wiley & Sons.
Knapp, L., O'Shaughnessy, E., Heeter, J., Mills, S., & DeCicco, J. M. (2020). Will consumers really pay for green electricity? Comparing stated and revealed preferences for residential programs in the United States. Energy Research & Social Science, 65, 101457.
Kocenda, E., & Cabelka, S. (1998). Liberalization in the energy sector: transition and growth. Journal of Economics, 70(1), 65-94.
Koschker, S., & Möst, D. (2016). Perfect competition vs. strategic behaviour models to derive electricity prices and the influence of renewables on market power. OR spectrum, 38(3), 661-686.
Kremer, M., Kiesel, R., Paraschiv, F. (2021). An Econometric Model for Intraday Electricity Trading. Philosophical Transactions of the Royal Society a Mathematical Physical and Engineering Sciences, 2202(379), 20190624
Krishnaswamy, V., and Stuggins, G. (2003). Private Sector Participation in The Power Sector in Europe and Central Asia: Lessons from The Last Decade. World Bank Working Paper.
Kristiansen, T. (2004). Pricing of Contracts for Difference in the Nordic market. Energy Policy, 32(9), 1075-1085.
Kwon, T. H. (2020). Policy mix of renewable portfolio standards, feed-in tariffs, and auctions in South Korea: Are three better than one?. Utilities Policy, 64, 101056.
Kyritsis, E., Andersson, J., & Serletis, A. (2017). Electricity prices, large-scale renewable integration, and policy implications. Energy Policy, 101, 550-560.
Leslie, G. W., Stern, D. I., Shanker, A., and Hogan, M. T. (2020). Designing Electricity Markets for High Penetrations of Zero or Low Marginal Cost Intermittent Energy Sources. Electricity Journal, 33(9), 106847.
Li, X., Shang, W., & Wang, S. (2019). Text-based crude oil price forecasting: A deep learning approach. International Journal of Forecasting, 35(4), 1548-1560.
Liebensteiner, M., & Wrienz, M. (2020). Do intermittent renewables threaten the electricity supply security?. Energy Economics, 87, 104499.
Lin, B., & Chen, Y. (2019). Does electricity price matter for innovation in renewable energy technologies in China?. Energy Economics, 78, 259-266.
Littlechild, S. (2000). Privatization, Competition and Regulation in the British Electricity Industry, With Implications for Developing Countries. Energy Sector Management Assistance Programme (ESMAP)/World Bank.
Liddle, B. and Lung, S. (2014). Might Electricity Consumption Cause Urbanization Instead? Evidence from Heterogeneous Panel Long-run Causality Tests. Global Environmental Change, (24), 42-51.
Liu, J., Wang, J., & Cardinal, J. (2022). Evolution and reform of UK electricity market. Renewable and Sustainable Energy Reviews, 161, 112317.
López Prol, J., & Schill, W. P. (2021). The economics of variable renewable energy and electricity storage. Annual Review of Resource Economics, 13, 443-467.
Lund, H., Salgi, G., Elmegaard, B., & Andersen, A. N. (2009). Optimal operation strategies of compressed air energy storage (CAES) on electricity spot markets with fluctuating prices. Applied thermal engineering, 29(5-6), 799-806.
Ma, T., Du, Y., Xu, T., & Chen, W. (2022). Cross-regional effects of renewable power generation on the electricity market: an empirical study on Japan's electricity spot market. Applied Economics, 1-28.
Macedo, D. P., Marques, A. C., & Damette, O. (2021). The Merit-Order Effect on the Swedish bidding zone with the highest electricity flow in the Elspot market. Energy Economics, 102, 105465.
Maciejowska, K. (2020). Assessing the impact of renewable energy sources on the electricity price level and variability–A quantile regression approach. Energy Economics, 85, 104532.
Maekawa, J., Hai, B. H., Shinkuma, S., & Shimada, K. (2018). The effect of renewable energy generation on the electric power spot price of the Japan electric power exchange. Energies, 11(9), 2215.
Malgas, I., and Eberhard, A. (2011). Hybrid Power Markets in Africa: Generation Planning, Procurement and Contracting Challenges. Energy Policy, 39(6), 3191–3198.
Manjunath, S., Yeligeti, M., Fyta, M., Haas, J., Gils, H. (2021). Impact of Covid-19 On Electricity Demand: Deriving Minimum States of System Health for Studies On Resilience. Data, 7(6), 76.
Mansur, E. T. (2007). Upstream competition and vertical integration in electricity markets. The Journal of Law and Economics, 50(1), 125-156.
Maradin, D., Cerović, L., & Mjeda, T. (2017). Economic effects of renewable energy technologies. Naše gospodarstvo/Our economy, 63(2), 49-59.
Martín, H., Coronas, S., Alonso, À., Hoz, J., Matas, J. (2020). Renewable Energy Auction Prices: Near Subsidy-free?. Energies, 13(13), 3383.
Masini, R. P., Medeiros, M. C., & Mendes, E. F. (2021). Machine learning advances for time series forecasting. Journal of economic surveys, 37(1), 76-111.
McElroy, M. B., Chen, X., and Deng, Y. (2018). The Missing Money Problem: Incorporation of Increased Resources from Wind In A Representative US Power Market. Renewable Energy, 126, 126–136.
Melsted, O., & Pallua, I. (2018). The historical transition from coal to hydrocarbons: Previous explanations and the need for an integrative perspective. Canadian Journal of History, 53(3), 395-422.
Meus, J., Bergh, K., Delarue, E., Proost, S. (2019). On International Renewable Cooperation Mechanisms: The Impact of National Res-e Support Schemes. Energy Economics, (81), 859-873.
Milligan, M., Frew, B. A., Bloom, A., Ela, E., Botterud, A., Townsend, A., & Levin, T. (2016). Wholesale electricity market design with increasing levels of renewable generation: Revenue sufficiency and long-term reliability. The Electricity Journal, 29(2), 26-38.
Milstein, I., & Tishler, A. (2015). Can price volatility enhance market power? The case of renewable technologies in competitive electricity markets. Resource and Energy Economics, 41, 70-90.
Mohammad, N., Ishak, W., Mustapa, S., Ayodele, B. (2021). Natural Gas as a Key Alternative Energy Source in Sustainable Renewable Energy Transition: A Mini Review. Frontiers in Energy Research, (9).
Morales, J. M., Zugno, M., Pineda, S., & Pinson, P. (2014). Electricity market clearing with improved scheduling of stochastic production. European Journal of Operational Research, 235(3), 765-774.
Mulder, M., & Scholtens, B. (2013). The impact of renewable energy on electricity prices in the Netherlands. Renewable energy, 57, 94-100.
Nasirov, S., Cruz, E., Agostini, C., Silva, C. (2019). Policy Makers’ Perspectives On the Expansion of Renewable Energy Sources in Chile’s Electricity Auctions. Energies, 21(12), 4149.
Neagu, O. and Teodoru, M. (2019). The Relationship Between Economic Complexity, Energy Consumption Structure and Greenhouse Gas Emission: Heterogeneous Panel Evidence from The Eu Countries. Sustainability, 2(11), 497.
Negrete-Pincetic, M., Wang, G., Arancibia, M., Kowli, A., Shafieepoorfard, E., & Meyn, S. (2017). The value of volatile resources in electricity markets. Sustainable Energy, Grids and Networks, 11, 46-57.
Neuhoff, K., Barquin, J., Bialek, J. W., Boyd, R., Dent, C. J., Echavarren, F., Grau, T., von Hirschhausen, C., Hobbs, B. F., Kunz, F., Nabe, C., Papaefthymiou, G., Weber, C., and Weigt, H. (2013). Renewable Electric Energy Integration: Quantifying The Value of Design of Markets for International Transmission Capacity. Energy Economics, 40, 760–772.
Newbery, D. M. (2002). Problems of liberalising the electricity industry. European Economic Review, 46(4-5), 919-927.
Newbery, D. (2015). Missing Money and Missing Markets: Reliability, Capacity Auctions and Interconnectors Missing Money and Missing Markets: Reliability, Capacity Auctions and Interconnectors 1.
Newbery, D. (2016). Missing Money and Missing Markets: Reliability, Capacity Auctions and Interconnectors. Energy Policy, 94, 401–410.
Newbery, D. M. (1989). Cost Recovery from Optimally Designed Roads. Economica.
Newbery, D. M. (1998). Competition, Contracts, and Entry in the Electricity Spot Market. In Source: The RAND Journal of Economics (Vol. 29, Issue 4). Winter.
Newbery, D. M. (2002a). Problems of Liberalising the Electricity Industry. In European Economic Review (Vol. 46).
Newbery, D. M. (2002b). Problems of Liberalising the Electricity Industry. European Economic Review, 46(4–5), 919–927.
Newbery, D. M., and Pollitt, M. G. (1997). The Restructuring and Privatisation of Britain’s CEGB - Was It Worth It? Journal of Industrial Economics, 45(3), 269–303.
Olsina, F., Garcés, F., & Haubrich, H. J. (2006). Modeling long-term dynamics of electricity markets. Energy Policy, 34(12), 1411-1433.
Oksuz, I., & Ugurlu, U. (2019). Neural network based model comparison for intraday electricity price forecasting. Energies, 12(23), 4557.
Ordoudis, C., Pinson, P., Morales, J. M., & Zugno, M. (2016). An updated version of the IEEE RTS 24-bus system for electricity market and power system operation studies. Technical University of Denmark, 13.
Owen, A. D. (2006). Renewable energy: Externality costs as market barriers. Energy policy, 34(5), 632-642.Pahle, M., Schill, W. P., Gambardella, C., & Tietjen, O. (2016). Renewable energy support, negative prices, and real-time pricing. The Energy Journal, 37(Sustainable Infrastructure Development and Cross-Border Coordination).
Papalexopoulos, A., Hansen, C., Perrino, D., and Frowd, R. (2015). Modeling and Analysis of Wholesale Electricity Market Design: Understanding the Missing Money Problem. National Renewable Energy Laboratory, January.
Paraschiv, F., Erni, D., & Pietsch, R. (2014). The impact of renewable energies on EEX day-ahead electricity prices. Energy Policy, 73, 196-210.
Peng, D., & Poudineh, R. (2019). Electricity market design under increasing renewable energy penetration: Misalignments observed in the European Union. Utilities Policy, 61, 100970.
Perez, A., & Garcia-Rendon, J. J. (2021). Integration of non-conventional renewable energy and spot price of electricity: A counterfactual analysis for Colombia. Renewable Energy, 167, 146-161.
Perez-Arriaga, I. J., and Batlle, C. (2012). Impacts of Intermittent Renewables On Electricity Generation System Operation. Economics of Energy and Environmental Policy, 1(2), 3–17.
Pollitt, M. (2004). Electricity Reform in Chile. Lessons for Developing Countries. Competition and Regulation in Network Industries. Journal of Network Industries, (3-4), 221-262.
Pollitt, M. G., & Anaya, K. L. (2016). Can current electricity markets cope with high shares of renewables? A comparison of approaches in Germany, the UK and the State of New York. The Energy Journal, 37(Bollino-Madlener Special Issue).
Pollitt, M. G., and Anaya, K. L. (2016). Can Current Electricity Markets Cope with High Shares of Renewables? A Comparison of Approaches In Germany, The UK And The State Of New York. Energy Journal, 37(Special Issue 2), 69–88.
Popp, D., Hascic, I., & Medhi, N. (2011). Technology and the diffusion of renewable energy. Energy Economics, 33(4), 648-662.
Power, I., and Magazine, E. (2005). South American reform lessons: twenty years of restructuring and reform in Argentina, Brazil and Chile. In IEEE Power and Energy Magazine (Vol. 3, Issue 4).
Prol, J. L., Steininger, K. W., & Zilberman, D. (2020). The cannibalization effect of wind and solar in the California wholesale electricity market. Energy Economics, 85, 104552.
Purkus, A., Gawel, E., Deissenroth, M., Nienhaus, K., Wassermann, S. (2015). Market Integration of Renewable Energies Through Direct Marketing - Lessons Learned from the German Market Premium Scheme. Energy, Sustainability and Society, 1(5).
Purkus, A., Gawel, E., Szarka, N., Lauer, M., Lenz, V., Ortwein, A., ... & Thrän, D. (2018). Contributions of flexible power generation from biomass to a secure and cost-effective electricity supply—a review of potentials, incentives and obstacles in Germany. Energy, Sustainability and Society, 8, 1-21.
Qu, H., Duan, Q., & Niu, M. (2018). Modeling the volatility of realized volatility to improve volatility forecasts in electricity markets. Energy Economics, 74, 767-776.
Ramírez-Camperos, A. M., Rodríguez-Padilla, V., & Guido-Aldana, P. A. (2013). The Mexican electricity sector: Policy analysis and reform (1992–2009). Energy Policy, 62, 1092-1103.
Rentier, G., Lelieveldt, H., & Kramer, G. J. (2019). Varieties of coal-fired power phase-out across Europe. Energy Policy, 132, 620-632.
Riesz, J., & Milligan, M. (2019). Designing electricity markets for a high penetration of variable renewables. Advances in Energy Systems: The Large‐scale Renewable Energy Integration Challenge, 479-489.
Rintamäki, T., Siddiqui, A. S., & Salo, A. (2017). Does renewable energy generation decrease the volatility of electricity prices? An analysis of Denmark and Germany. Energy Economics, 62, 270-282.
Ríos‐Ocampo, J. P., Arango‐Aramburo, S., & Larsen, E. R. (2021). Renewable energy penetration and energy security in electricity markets. International Journal of Energy Research, 45(12), 17767-17783.
Roques, F. A. (2008a). Market design for generation adequacy: Healing causes rather than symptoms. Utilities Policy, 16(3), 171-183.
Roques, F. A. (2008b). Market Design for Generation Adequacy: Healing Causes rather than Symptoms.
Rudnick, H., and Montero, J.-P. (2002). Second Generation Electricity Reforms in Latin America and the California Paradigm. In Journal of Industry, Competition and Trade (Vol. 2, Issue 2).
Rudnick, H., and Velasquez, C. (2018). Taking Stock of Wholesale Power Markets In Developing Countries: A Literature Review.
Rundle-Thiele, S., Paladino, A., & Apostol Jr, S. A. G. (2008). Lessons learned from renewable electricity marketing attempts: A case study. Business Horizons, 51(3), 181-190.
Ryan, N. (2012). The Competitive Effects of Transmission Infrastructure in the Indian Day-Ahead Electricity Market.
Saavedra, A., Galvis, N. A., Mesa, F., Banguero, E., Castaneda, M., Zapata, S., & Aristizábal, A. J. (2021). Current State of the Worldwide Renewable Energy Generation: A Review. International Journal on Engineering Applications, 9(3), 115.
Sakaguchi, M. and Fujii, H. (2021). The Impact of Variable Renewable Energy Penetration On Wholesale Electricity Prices in Japan Between Fy 2016 and 2019. Frontiers in Sustainability, (2).
Schöniger, F., & Morawetz, U. B. (2022). What comes down must go up: Why fluctuating renewable energy does not necessarily increase electricity spot price variance in Europe. Energy Economics, 111, 106069.
Sensfuß, F., Ragwitz, M., Genoese, M. (2008). The Merit-order Effect: A Detailed Analysis of the Price Effect of Renewable Electricity Generation On Spot Market Prices in Germany. Energy Policy, 8(36), 3086-3094.
Shaker, H., Zareipour, H., & Wood, D. (2016). Impacts of large-scale wind and solar power integration on California׳ s net electrical load. Renewable and Sustainable Energy Reviews, 58, 761-774.
Shibano, K., Tanaka, K., & Abe, R. (2013). An electricity market trade system for next generation power grid. In 20th ISPE International Conference on Concurrent Engineering (pp. 371-380). IOS Press.
Shobana, G., & Umamaheswari, K. (2021, January). Forecasting by machine learning techniques and econometrics: A review. In 2021 6th International Conference on Inventive Computation Technologies (ICICT) (pp. 1010-1016). IEEE.
Shuttleworth, G. (2002). A Comparative Study of the Electricity Markets in Uk, Spain and Nord Pool. A Report for Confindustria Prepared by NERA. www.nera.com
Siddi, M. (2020). The European Green Deal: Asseasing its current state and future implementation. Upi Report, 114.
Sims, R. E., Rogner, H. H., & Gregory, K. (2003). Carbon emission and mitigation cost comparisons between fossil fuel, nuclear and renewable energy resources for electricity generation. Energy policy, 31(13), 1315-1326.
Simsek, H. A., & Simsek, N. (2013). Recent incentives for renewable energy in Turkey. Energy Policy, 63, 521-530.
Simshauser, P. (2019). Missing Money, Missing Policy and Resource Adequacy in Australia’s National Electricity Market. Utilities Policy, 60(July), 100936.
Sioshansi, F. P. (2008). Competitive Electricity Markets: Questions Remain about Design, Implementation, Performance. Electricity Journal, 21(2), 74–87.
Sioshansi, F. (2013). Evolution of Global Electricity Markets: New paradigms, new challenges, new approaches. Academic Press.
Sioshansi, R., O'Neill, R., & Oren, S. S. (2008). Economic consequences of alternative solution methods for centralized unit commitment in day-ahead electricity markets. IEEE Transactions on Power Systems, 23(2), 344-352.
Sirin, S. M., & Yilmaz, B. N. (2020). Variable renewable energy technologies in the Turkish electricity market: Quantile regression analysis of the merit-order effect. Energy Policy, 144, 111660.
Sirin, S. M., & Yilmaz, B. N. (2021). The impact of variable renewable energy technologies on electricity markets: An analysis of the Turkish balancing market. Energy Policy, 151, 112093.
Stoft, S. (2002). Power system economics: designing markets for electricity (Vol. 468). Piscataway: IEEE press.
Streimikiene, D., Bruneckiene, J., & Cibinskiene, A. (2013). The review of electricity market liberalization impacts on electricity prices. Transformations in Business and Economics, 12(3), 40-60.
Teney, C., Lacewell, O., Wilde, P. (2013). Winners and Losers of Globalization in Europe: Attitudes and Ideologies. European Political Science Review, 4(6), 575-595.
Toba, N. (2007). Welfare Impacts of Electricity Generation Sector Reform in The Philippines. Energy Policy, 35(12), 6145–6162.
Ummels, B. C., Pelgrum, E., & Kling, W. L. (2008). Integration of large-scale wind power and use of energy storage in the Netherlands' electricity supply. IET Renewable Power Generation, 2(1), 34-46.
Vlachos, A. G., & Biskas, P. N. (2014). Embedding renewable energy pricing policies in day-ahead electricity market clearing. Electric power systems research, 116, 311-321.
von Danwitz, T. (2006). Regulation and Liberalization of the European Electricity Market – a German View. The Energy Law Journal, 27, 423–450.
von der Fehr, N. H. M., & Ropenus, S. (2017). Renewable energy policy instruments and market power. The Scandinavian Journal of Economics, 119(2), 312-345.
Welling, A. (2016). The paradox effects of uncertainty and flexibility on investment in renewables under governmental support. European Journal of Operational Research, 251(3), 1016-1028.
Williams, J. H., and Ghanadan, R. (2006). Electricity reform in developing and transition countries: A reappraisal. Energy, 31(6–7), 815–844.
Wilson, H. C. and R. (2005). Design of Wholesale Electricity Markets.
Winkler, J., Gaio, A., Pfluger, B., and Ragwitz, M. (2016). Impact of Renewables On Electricity Markets - Do Support Schemes Matter? Energy Policy, 93, 157–167.
Wolak, F. (2009). An Assessment of the Performance of the New Zealand Wholesale Electricity Market. Report for the New Zealand Commerce Commission, May.
Wolak, F. A. (2000). An Empirical Analysis of the Impact of Hedge Contracts On Bidding Behavior in A Competitive Electricity Market. International Economic Journal.
Wolak, F. A. (2003). Designing Competitive Wholesale Electricity Markets for Latin American Countries. In IADB Working Paper.
Wolak, F. A. (2005). Managing Unilateral Market Power in Electricity. http://econ.worldbank.org
Wolak, F. A. (2009). An Assessment of the Performance of the New Zealand Wholesale Electricity Market.
Wolak, F. A. (2019). Wholesale Electricity Market Design.
Wolak, F. A. (2021). Long-Term Resource Adequacy in Wholesale Electricity Markets with Significant Intermittent Renewables. SSRN Electronic Journal.
Wolak, F. A. (2021). Wholesale electricity market design. In Handbook on Electricity Markets. Edward Elgar Publishing.
Woo, C. K., King, M., Tishler, A., and Chow, L. C. H. (2006). Costs of Electricity Deregulation. Energy, 31(6–7), 747–768.
Woo, C. K., Milstein, I., Tishler, A., and Zarnikau, J. (2019). A Wholesale Electricity Market Design Sans Missing Money and Price Manipulation. Energy Policy, 134(August), 110988.
Woo, C. K., Moore, J., Schneiderman, B., Ho, T., Olson, A., Alagappan, L., & Zarnikau, J. (2016). Merit-order effects of renewable energy and price divergence in California’s day-ahead and real-time electricity markets. Energy Policy, 92, 299-312.
Wozabal, D., Graf, C., & Hirschmann, D. (2016). The effect of intermittent renewables on the electricity price variance. OR spectrum, 38(3), 687-709.
Würzburg, K., Labandeira, X., & Linares, P. (2013). Renewable generation and electricity prices: Taking stock and new evidence for Germany and Austria. Energy Economics, 40, S159-S171.
Xydis, G., & Vlachakis, N. (2019). Feed-in-premium renewable energy support scheme: A scenario approach. Resources, 8(2), 106.
Ydersbond, I. M., & Korsnes, M. S. (2016). What drives investment in wind energy? A comparative study of China and the European Union. Energy Research & Social Science, 12, 50-61.
Zapata, S., Castaneda, M., Aristizabal, A. J., & Dyner, I. (2022). Renewables for supporting supply adequacy in Colombia. Energy, 239, 122157.
Zeeshan Shirazi, S., & Mohammad Zeeshan Shirazi, S. (2012). Review of Spanish renewable energy policy to encourage investment in solar photovoltaic. Journal of renewable and sustainable energy, 4(6).
Zeinal-Kheiri, S., Shotorbani, A., Mohammadi-Ivatloo, B., & Zadeh, S. G. (2018, January). Robust energy management system for a microgrid with uncertain renewable generation and load via taguchi’s orthogonal array method. In 4th International Conference of IEA (Technology & Energy Management) (Vol. 2).
Zeinalzadeh, A., Ghavidel, D., & Gupta, V. (2018, June). Pricing energy in the presence of renewables. In 2018 Annual American Control Conference (ACC) (pp. 3881-3886). IEEE.
Zhang, X., Shahidehpour, M., Alabdulwahab, A., & Abusorrah, A. (2015). Hourly electricity demand response in the stochastic day-ahead scheduling of coordinated electricity and natural gas networks. IEEE Transactions on power systems, 31(1), 592-601.
Zimmerman, C. (2004). Cross Border Capacity Allocation Methods. Electricity Trade in Europe Review of the Economic and Regulatory Changes, 213.
Zimny, J., Michalak, P., Bielik, S., & Szczotka, K. (2013). Directions in development of hydropower in the world, in Europe and Poland in the period 1995–2011. Renewable and Sustainable Energy Reviews, 21, 117-130.
Zipp, A. (2017). The marketability of variable renewable energy in liberalized electricity markets–an empirical analysis. Renewable Energy, 113, 1111-1121.
Zou, P., Chen, Q., Yu, Y., Xia, Q., & Kang, C. (2017). Electricity markets evolution with the changing generation mix: An empirical analysis based on China 2050 High Renewable Energy Penetration Roadmap. Applied energy, 185, 56-67.