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{"title":"Financial Portfolio Optimization in Electricity Markets: Evaluation via Sharpe Ratio","authors":"F. G\u00f6kg\u00f6z, M. E. Atmaca","volume":119,"journal":"International Journal of Economics and Management Engineering","pagesStart":3578,"pagesEnd":3587,"ISSN":"1307-6892","URL":"https:\/\/publications.waset.org\/pdf\/10005674","abstract":"<p>Electricity plays an indispensable role in human life and the economy. It is a unique product or service that must be balanced instantaneously, as electricity is not stored, generation and consumption should be proportional. Effective and efficient use of electricity is very important not only for society, but also for the environment. A competitive electricity market is one of the best ways to provide a suitable platform for effective and efficient use of electricity. On the other hand, it carries some risks that should be carefully managed by the market players. Risk management is an essential part in market players&rsquo; decision making. In this paper, risk management through diversification is applied with the help of Markowitz&rsquo;s Mean-variance, Down-side and Semi-variance methods for a case study. Performance of optimal electricity sale solutions are measured and evaluated via Sharpe-Ratio, and the optimal portfolio solutions are improved. Two years of historical weekdays&rsquo; price data of the Turkish Day Ahead Market are used to demonstrate the approach.<\/p>\r\n","references":"[1]\tBP Official Web Site, (2015, July 30), BP Energy outlook 2030 Report, retrieved from http:\/\/www.bp.com\/content\/dam\/bp\/pdf\/Energy-economics\/Energy-Outlook\/BP_Energy_Outlook_Booklet_2013.pdf.\r\n[2]\tF. G\u00f6kg\u00f6z, and M. E. Atmaca, \u201cFinancial optimization in the Turkish electricity market: Markowitz\u2019s mean-variance approach,\u201d Renewable and Sustainable Energy Reviews, vol. 16, no. 4, pp. 357-368, Jan. 2012.\r\n[3]\tM. Statman, \u201cHow many stocks make a diversified portfolio?,\u201d Journal of Financial and Quantitative Analysis, vol. 22, no. 3, pp. 353-363, 1987. \r\n[4]\tC. P. Jones, Investments Analysis and Management, New York, NY: John Wiley & Sons, 1999.\r\n[5]\tT. E. Copeland, J. F. Weston, and K. Shastri, Financial Theory and Corporate Policy. USA: Pearson Addison Wesley, 2005.\r\n[6]\tNobelprize.org., (2016, May 15), Nobel Prizes and Laureates, retrieved from http:\/\/www.nobelprize.org\/nobel_prizes\/economic-sciences\/.\r\n[7]\tH. Markowitz, \u201cPortfolio selection,\u201d Journal of Finance, vol. 48, pp. 77-91, 1952.\r\n[8]\tW. F. Sharpe, G. J. Alexander, and J. V. Bailey, Investments, New Jersey, USA: Prentice Hall, 1999.\r\n[9]\tM. Liu, and F. F. Wu, \u201cManaging price risk in a multimarket environment,\u201d IEEE Transactions on Power Systems, vol. 21, no. 4, pp. 1512-1519, Nov. 2006.\r\n[10]\tM. Liu, F. F. Wu, and Y. Ni, \u201cA survey on risk management in electricity markets,\u201d in Proc. IEEE Power Engineering Society General Meeting, Montreal, Quebec, 2006, pp. 1-6.\r\n[11]\tW. F. Sharpe, \u201cCapital asset prices: A theory of market equilibrium under condition of risk,\u201d Journal of Finance, vol. 19, no. 3, pp. 425-442, Sep. 1964.\r\n[12]\tJ. Linther, \u201cSecurity prices, risk, and maximal gains from diversification,\u201d Journal of Finance, vol. 20, no. 4, pp. 587-615, Dec. 1965.\r\n[13]\tJ. Linther, \u201cThe valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets,\u201d The Review of Economics and Statistics, vol. 47, no. 1, pp. 13-37, 1965.\r\n[14]\tH. Grootveld, and W. Hallerbach, \u201cVariance vs down-side risk: is there really that much differences?,\u201d European Journal of Operational Research, vol. 114, pp. 304-319, Apr. 1999.\r\n[15]\tA. D. Roy, \u201cSafety first and the holding of assets,\u201d Econometrica, vol. 20, no. 3, pp. 431-449, Jul. 1952. \r\n[16]\tYu, Z. (2007). Spatial energy market analysis using the semi-variance risk measure. Electrical Power and Energy Systems, 29(8), 600-608. \r\n[17]\tF. G\u00f6kg\u00f6z, and M. E. Atmaca, \u201cAn Optimal Asset Allocation in Electricity Generation Market for the Policy Makers and Stakeholders\u201d, Handbook of Research on Managerial Solutions in Non-Profit Organizations, Ch. 21, to be published.\r\n[18]\tA. Krzemienowski, and S. Szymczyk, \u201cPortfolio optimization with a copula-based extension of conditional value-at-risk,\u201d Annals of Operations Research, vol. 237, issue 1, pp. 219-236, May 2014.\r\n[19]\tS. Babaei, M.M. Sepehri, and E. Babaei, \u201cMulti-objective portfolio optimization considering the dependence structure of asset returns,\u201d European Journal of Operational Research, vol 244, pp. 525-539, Jan. 2015.\r\n[20]\tF. G\u00f6kg\u00f6z, and M. E. Atmaca, \u201cOptimal Asset Allocation in the Turkish Electricity market: Down-Side vs Semi-Variance Risk Approach\u201d, in Proc. The 2013 International Conference of Financial Engineering of World Congress on Engineering (ICFE), London, UK, 2013.\r\n[21]\tM. H. Cohen, and V. D. Natoli, \u201cRisk and utility in portfolio optimization,\u201d Physica A: Statistical Mechanics and its Applications, vol. 324, no. 1-2, pp. 81-88, Jun. 2003.\r\n[22]\tR. A. Defusco, D. W. McLeavey, J. E. Pinto, and D. E. Runkle, Quantitative Investment Analysis, USA: John Wiley & Sons Inc., 2004.\r\n[23]\tD. King, \u201cPortfolio optimization and diversification,\u201d Journal of Asset Management, vol. 8, no. 5, pp. 296-307, Dec. 2007. \r\n[24]\tM. Liu, and F. F. Wu, \u201cPortfolio optimization in electricity markets,\u201d Electric Power Systems Research, vol. 77, no. 8, pp. 1000-1009, June 2007.\r\n[25]\tZ. Bodie, A. Kane, and A. J. Marcus, Investments, New York, USA: McGraw-Hill Irwin, 2009. \r\n[26]\tM. E. Atmaca, Portfolio optimization in electricity market, (Thesis No: 313125), Ankara, Turkey: Council of Higher Education Thesis Center, 2010. \r\n[27]\tF. Donghan, G. Degiang, J. Zhong, and Y. Ni, \u201cSupplier asset allocation in a pool-based electricity market,\u201d IEEE Transactions on Power Systems, vol. 22, no. 3, pp. 1129-1138, Aug. 2007.\r\n[28]\tM. B. Karan, Investment Analysis and Portfolio Management (Yat\u0131r\u0131m Analizi ve Portf\u00f6y Y\u00f6netimi), Ankara, Turkey: Gazi Kitabevi, 2004.\r\n[29]\tP. Bertrand, and J. Prigent, \u201cOmega Performance Measure and Portfolio Insurance,\u201d Journal of Banking and Finance, vol.35, no. 7, pp. 1811-1823, July 2011.\r\n[30]\tH. K. \u00d6zt\u00fcrk, A. Y\u0131lanc\u0131, and \u00d6. Atalay, \u201cPast, Present and Future Status of Electricity in Turkey and the Share of Energy Sources,\u201d Renewable and Sustainable Energy Reviews, vol. 11, no. 2, pp. 183-209, Feb. 2007.\r\n[31]\tN. Ba\u011fdadio\u011flu, and N. \u00d6dyakmaz, \u201cTurkish Electricity Reform,\u201d Utility Policy, vol. 17, no. 1, pp. 144-152, Mar. 2009.\r\n[32]\tEnergy Institute web site, (2016, May 15), Turkish Installed Capacity Based on Fuel Type, retrieved from http:\/\/enerjienstitusu.com\/turkiye-kurulu-elektrik-enerji-gucu-mw\/.\r\n[33]\tF. G\u00f6kg\u00f6z, M. E. Atmaca, \u201cPortfolio Optimization under Lower Partial Moments in Emerging Electricity Markets: Evidence from Turkey,\u201d Renewable and Sustainable Energy Reviews, submitted for publication.\r\n[34]\tRepublic of Turkey Energy Market Regulatory Authority web site, (2016, May 15), retrieved from www.epdk.org.tr\/TR\/Dokuman\/1680.","publisher":"World Academy of Science, Engineering and Technology","index":"Open Science Index 119, 2016"}