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APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET

Yıl 2018, Cilt 13, Sayı 4, 310 - 317, 13.10.2018

Öz

The aim of unit commitment problem in power systems has been converted from cost minimization to profit maximization with the liberalization of power markets. The generation companies (GENCOs) schedule the units to maximize their profit for the forecasted prices in day ahead market (DAM). The generation scheduling of generators in deregulated environment is called as Profit Based Unit Commitment (PBUC). In this paper, an application of Analytic Hierarchy Process (AHP) is proposed to solve PBUC problem. The method is applied to 3- units power system. The results are compared with the methods in the literature. As shown in the study, the proposed AHP method introduces its applicability and efficiency for solving the unit commitment problem in a day ahead market. 

Kaynakça

  • [1] Shahidehpour, M., Yamin, H., and Li, Z., (2002). Market Operations in Electric Power Systems: Forecasting, Scheduling, and Risk Management, John Wiley & Sons, Inc.
  • [2] Sudhakar, A.V.V., Karri, C., and Laxmi, A.J., (2017). Profit Based unit Commitment for GENCOs Using Lagrange Relaxation-Differential Evolution. Engineering Science and Technology, an International Journal, Volume:20, Issue:2, pp:738-747.
  • [3] Reddy, K.S., Panwar, L.K., Kumar, R., and Panigrahi, B.K., (2016). Binary Fireworks Algorithm for Profit Based Unit Commitment (PBUC) problem. Electrical Power and Energy Systems, Volume:83, pp:270-282.
  • [4] Raglend, I.J., Raghuveer, C., Avinash, G.R., Padhy, N.P., and Kothari, D.P., (2010). Solution to Profit Based Unit Commitment Problem Using Particle Swarm Test. Applied Soft Computing, Volume:10, Issue:4, pp:1247-1256.
  • [5] Solanki, J., Khushalani, S., and Srivastava, A., (2006). A Genetic Algorithm Approach to Price-Based Unit Commitment. IEEE.
  • [6] Rampriya, B. and Mahadevan, K., (2010). Scheduling the Units and Maximizing the Profit of Gencos Using LR-PSO Technique. International Journal on Electrical Engineering and Informatics, Volume:2, Number:2, pp:150-158.
  • [7] Dimitroulas, D.K. and Georgilakis, P.S., (2011). A New Memetic Algorithm Approach for the Price Based Unit Commitment Problem. Applied Energy, Volume:88, Issue:12, pp:4687-4699.
  • [8] Selvakumar, K., Venkatesan, T., and Sanavullah, M.Y., (2012). Price Based Unit Commitment Problem Solution Using Shuffled Frog Leaping Algorithm. IEEE-International Conference on Advances in Engineering, Science and Management (ICAESM-2012.
  • [9] Lakshmi, K. and Vasantharathna, S., (2014). Genco’s Profit Based Unit Commitment Using Artificial Immune System in Day Ahead Competitive Electricity Markets. Journal of Applied Science and Engineering, Volume:17, No:3, pp:275-282.
  • [10] Anand, H., Narang, N., and Dhillon, J.S., (2018). Profit Based Unit Commitment Using Hybrid Optimization Technique. Energy, Volume:148, pp:701-715.
  • [11] Sudhakar, A.V.V., Karri, C., and Jaya Laxmi, A., (2018). A Hybrid LR-secant Method-Invasive Weed Optimisation for Profit Based Unit Commitment. International Journal of Power and Energy Conversion, Volume:9, Issue:1, DOI: 10.1504/IJPEC.2018.088256.
  • [12] Bikeri, A., Muriithi, C., and Kihato, P., (2018). GENCO Optimal Bidding Strategy and Profit Based Unit Commitment using Evolutionary Particle Swarm Optimization Illustrating the Effect of GENCO Market Power. International Journal of Electrical and Computer Engineering (IJECE), Volume:8, No:4, pp:1997-2013.
  • [13] Satty, T.L., (1980). The Analytic Hierarchy Process. Canada: McGraw Hill, Inc.
  • [14] Zhu, J., (2005). Optimization of Power System Operation. The Institute of Electrical and Electronics Engineers, Inc. by John Wiley & Sons, Inc. pp:253-296.
  • [15] Brushan, N. and Rai, K., (2004). Strategic Decision Making Applying the Analytic Hierarchy Process, pp:11-21.
  • [16] Triantaphyllou, E. and Mann, S.H., (1995). Using the Analytic Hierarchy Process for Decision Making in Engineering Applications: Some Challenges. International Journal of Industrial Engineering: Applications and Practice, Volume:2, No:1, pp:35-44.
  • [17] Attaviriyanupap, P., Kita, H., Tanaka, E., and Hasegawa, J., (2003). A Hybrid LR-EP for Solving New Profit-Based UC Problem Under Competitive Environment. IEEE Transactions on Power Systems, Volume:18, No:1, pp:229-237.
  • [18] Logenthiran, T. and Srinivasan, D., (2011). LRGA for Solving Profit Based Generation Scheduling Problem in Competitive Environment. IEEE Congress Evol. Comput, pp:1148-1154.
  • [19] Tehzeeb-ul-Hassan, H. and Ahmad, A., (2013). Profit Based Unit Commitment and Economic Dispatch of IPPs with New Technique. International Journal of Electrical Power & Energy Systems, Volume:44, Issue:1, pp:880-888.

APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET

Yıl 2018, Cilt 13, Sayı 4, 310 - 317, 13.10.2018

Öz

The aim of unit commitment problem in power systems has been converted from cost minimization to profit maximization with the liberalization of power markets. The generation companies (GENCOs) schedule the units to maximize their profit for the forecasted prices in day ahead market (DAM). The generation scheduling of generators in deregulated environment is called as Profit Based Unit Commitment (PBUC). In this paper, an application of Analytic Hierarchy Process (AHP) is proposed to solve PBUC problem. The method is applied to 3-units power system. The results are compared with the methods in the literature. As shown in the study, the proposed AHP method introduces its applicability and efficiency for solving the unit commitment problem in a day ahead market.

Kaynakça

  • [1] Shahidehpour, M., Yamin, H., and Li, Z., (2002). Market Operations in Electric Power Systems: Forecasting, Scheduling, and Risk Management, John Wiley & Sons, Inc.
  • [2] Sudhakar, A.V.V., Karri, C., and Laxmi, A.J., (2017). Profit Based unit Commitment for GENCOs Using Lagrange Relaxation-Differential Evolution. Engineering Science and Technology, an International Journal, Volume:20, Issue:2, pp:738-747.
  • [3] Reddy, K.S., Panwar, L.K., Kumar, R., and Panigrahi, B.K., (2016). Binary Fireworks Algorithm for Profit Based Unit Commitment (PBUC) problem. Electrical Power and Energy Systems, Volume:83, pp:270-282.
  • [4] Raglend, I.J., Raghuveer, C., Avinash, G.R., Padhy, N.P., and Kothari, D.P., (2010). Solution to Profit Based Unit Commitment Problem Using Particle Swarm Test. Applied Soft Computing, Volume:10, Issue:4, pp:1247-1256.
  • [5] Solanki, J., Khushalani, S., and Srivastava, A., (2006). A Genetic Algorithm Approach to Price-Based Unit Commitment. IEEE.
  • [6] Rampriya, B. and Mahadevan, K., (2010). Scheduling the Units and Maximizing the Profit of Gencos Using LR-PSO Technique. International Journal on Electrical Engineering and Informatics, Volume:2, Number:2, pp:150-158.
  • [7] Dimitroulas, D.K. and Georgilakis, P.S., (2011). A New Memetic Algorithm Approach for the Price Based Unit Commitment Problem. Applied Energy, Volume:88, Issue:12, pp:4687-4699.
  • [8] Selvakumar, K., Venkatesan, T., and Sanavullah, M.Y., (2012). Price Based Unit Commitment Problem Solution Using Shuffled Frog Leaping Algorithm. IEEE-International Conference on Advances in Engineering, Science and Management (ICAESM-2012.
  • [9] Lakshmi, K. and Vasantharathna, S., (2014). Genco’s Profit Based Unit Commitment Using Artificial Immune System in Day Ahead Competitive Electricity Markets. Journal of Applied Science and Engineering, Volume:17, No:3, pp:275-282.
  • [10] Anand, H., Narang, N., and Dhillon, J.S., (2018). Profit Based Unit Commitment Using Hybrid Optimization Technique. Energy, Volume:148, pp:701-715.
  • [11] Sudhakar, A.V.V., Karri, C., and Jaya Laxmi, A., (2018). A Hybrid LR-secant Method-Invasive Weed Optimisation for Profit Based Unit Commitment. International Journal of Power and Energy Conversion, Volume:9, Issue:1, DOI: 10.1504/IJPEC.2018.088256.
  • [12] Bikeri, A., Muriithi, C., and Kihato, P., (2018). GENCO Optimal Bidding Strategy and Profit Based Unit Commitment using Evolutionary Particle Swarm Optimization Illustrating the Effect of GENCO Market Power. International Journal of Electrical and Computer Engineering (IJECE), Volume:8, No:4, pp:1997-2013.
  • [13] Satty, T.L., (1980). The Analytic Hierarchy Process. Canada: McGraw Hill, Inc.
  • [14] Zhu, J., (2005). Optimization of Power System Operation. The Institute of Electrical and Electronics Engineers, Inc. by John Wiley & Sons, Inc. pp:253-296.
  • [15] Brushan, N. and Rai, K., (2004). Strategic Decision Making Applying the Analytic Hierarchy Process, pp:11-21.
  • [16] Triantaphyllou, E. and Mann, S.H., (1995). Using the Analytic Hierarchy Process for Decision Making in Engineering Applications: Some Challenges. International Journal of Industrial Engineering: Applications and Practice, Volume:2, No:1, pp:35-44.
  • [17] Attaviriyanupap, P., Kita, H., Tanaka, E., and Hasegawa, J., (2003). A Hybrid LR-EP for Solving New Profit-Based UC Problem Under Competitive Environment. IEEE Transactions on Power Systems, Volume:18, No:1, pp:229-237.
  • [18] Logenthiran, T. and Srinivasan, D., (2011). LRGA for Solving Profit Based Generation Scheduling Problem in Competitive Environment. IEEE Congress Evol. Comput, pp:1148-1154.
  • [19] Tehzeeb-ul-Hassan, H. and Ahmad, A., (2013). Profit Based Unit Commitment and Economic Dispatch of IPPs with New Technique. International Journal of Electrical Power & Energy Systems, Volume:44, Issue:1, pp:880-888.

Ayrıntılar

Birincil Dil İngilizce
Konular Mühendislik
Bölüm Makaleler
Yazarlar

ÖZGE PINAR AKKAŞ (Sorumlu Yazar)
KIRIKKALE UNIVERSITY
Türkiye


YAĞMUR ARIKAN
KIRIKKALE UNIVERSITY
Türkiye


ERTUĞRUL ÇAM
KIRIKKALE UNIVERSITY
0000-0001-6491-9225
Türkiye

Yayımlanma Tarihi 13 Ekim 2018
Yayınlandığı Sayı Yıl 2018, Cilt 13, Sayı 4

Kaynak Göster

Bibtex @araştırma makalesi { nwsatecapsci356629, journal = {Technological Applied Sciences}, eissn = {1308-7223}, address = {}, publisher = {E-Journal of New World Sciences Academy}, year = {2018}, volume = {13}, number = {4}, pages = {310 - 317}, title = {APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET}, key = {cite}, author = {Akkaş, ÖZGE PINAR and Arıkan, YAĞMUR and Çam, ERTUĞRUL} }
APA Akkaş, Ö. P. , Arıkan, Y. & Çam, E. (2018). APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET . Technological Applied Sciences , 13 (4) , 310-317 . Retrieved from https://dergipark.org.tr/tr/pub/nwsatecapsci/issue/39705/356629
MLA Akkaş, Ö. P. , Arıkan, Y. , Çam, E. "APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET" . Technological Applied Sciences 13 (2018 ): 310-317 <https://dergipark.org.tr/tr/pub/nwsatecapsci/issue/39705/356629>
Chicago Akkaş, Ö. P. , Arıkan, Y. , Çam, E. "APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET". Technological Applied Sciences 13 (2018 ): 310-317
RIS TY - JOUR T1 - APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET AU - ÖZGE PINAR Akkaş , YAĞMUR Arıkan , ERTUĞRUL Çam Y1 - 2018 PY - 2018 N1 - DO - T2 - Technological Applied Sciences JF - Journal JO - JOR SP - 310 EP - 317 VL - 13 IS - 4 SN - -1308-7223 M3 - UR - Y2 - 2018 ER -
EndNote %0 Technological Applied Sciences APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET %A ÖZGE PINAR Akkaş , YAĞMUR Arıkan , ERTUĞRUL Çam %T APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET %D 2018 %J Technological Applied Sciences %P -1308-7223 %V 13 %N 4 %R %U
ISNAD Akkaş, ÖZGE PINAR , Arıkan, YAĞMUR , Çam, ERTUĞRUL . "APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET". Technological Applied Sciences 13 / 4 (Ekim 2018): 310-317 .
AMA Akkaş Ö. P. , Arıkan Y. , Çam E. APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET. NWSA. 2018; 13(4): 310-317.
Vancouver Akkaş Ö. P. , Arıkan Y. , Çam E. APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET. Technological Applied Sciences. 2018; 13(4): 310-317.
IEEE Ö. P. Akkaş , Y. Arıkan ve E. Çam , "APPLICATION OF AHP METHOD FOR SOLVING THE UNIT COMMITMENT PROBLEM IN A DAY AHEAD MARKET", Technological Applied Sciences, c. 13, sayı. 4, ss. 310-317, Eki. 2018