جبران سازی توان راکتیو با استفاده از تخصیص بهینه ی خازن ها در شبکه توزیع در حضور نیروگاه بادی مبتنی بر تئوری تصمیم گیری شکاف اطلاعاتی
محورهای موضوعی : مهندسی برق و کامپیوترمریم رمضانی 1 * , محبوبه اعتمادی زاده 2
1 - دانشگاه بیرجند
2 - دانشگاه بیرجند
کلید واژه: پخش بار احتمالیتئوری تصمیم‌گیری مبتنی شکاف اطلاعاتیجایابی بهینه خازنعدم قطعیتنیروگاه بادی,
چکیده مقاله :
وجود پارامترهای نامطمئن در سیستم قدرت چالش‌های فراوانی را برای طراحان و بهره‌برداران این سیستم ایجاد کرده است که از آن جمله می‌توان به مسئله خازن‌گذاری در حضور نیروگاه‌های بادی اشاره کرد. پاسخ مسئله به مقدار بار و خروجی نیروگاه بادی وابسته است که مقادیری نامطمئن دارند. در این مقاله، از روش تئوری تصمیم‌گیری مبتنی بر شکاف اطلاعاتی برای مدل‌سازی عدم قطعیت در بار شبکه و خروجی نیروگاه بادی استفاده می‌شود. تابع هدف شامل هزینه بانک‌های خازنی و تلفات انرژی است که برای محاسبه تلفات انرژی از پخش بار مبتنی بر تبدیل بی‌بو استفاده شده است. پاسخ بهینه مسئله خازن‌گذاری بر اساس الگوریتم ژنتیک حاصل می‌شود. در نهایت کارایی روش بیان‌شده با انجام مطالعات عددی بر روی شبکه 33شینه IEEE مورد بررسی قرار گرفته است.
The presence of uncertain parameters in the power system has created many challenges for designers andoperators of the system including the problem of capacitors in the presence of wind power plants. The answer depends on the amount of load and output power of the wind power plant that has uncertain values. In this paper, the information gap based decision theory method is used model the uncertainty in load and output power of the wind power plant. The objective function includes the cost of capacitive banks and energy losses, used to of load Flow based on unscented transformation for calculate energy losses. A genetic algorithm is used to optimize the above problem. Finally, the efficiency of the proposed method has been investigated by carrying out numerical studies on the IEEE 33-bus network.
[1] Online available on, http://www.tavanir.org.ir.
[2] J. Vuletic and M. Todorovski, "Optimal capacitor placement in distorted distribution networks with different load models using penalty free genetic algorithm," Electrical Power and Energy Systems, vol. 78, pp. 174-182, Jun. 2016.
[3] A. Arief and M. Bachtiar Nappu, "An analytical method for optimal capacitors placement from the inversed reduced jacobian matrix," in
Proc. 3rd Int. Conf. on Power and Energy Systems Engineering, CPESE’16, pp. 307-310, Kitakyushu, Japan, 8-12 Sept. 2016.
[4] R. Baldick and F. F. Wu, "Efficient integer optimization algorithms for optimal coordination of capacitors and regulators," IEEE Trans. on Power Systems, vol. 5, no. 3, pp. 805-812, Aug. 1990.
[5] J. Pyng Chiou and C. Fu Chang, "Development of a novel algorithm for optimal capacitor placement in distribution systems," International J. of Electrical Power & Energy Systems, vol. 73, pp. 684-690, Dec. 2015.
[6] D. B. Prakash and C. Lakshminarayana, "Optimal siting of capacitors in radial distribution network using whale optimization algorithm," International J. of Alexandria Engineering, vol. 56, no. 4, pp. 499-506, Dec. 2017.
[7] D. Neupane, B. Poudel, N. Khatri, D. Yadav, and D. Khadka, "Optimal capacitor placement using particle swarm optimization (PSO): a case study in 33 kV distribution system," Proc. of IOE Graduate Conf., vol. 7, pp. 121-126, Dec. 2019.
[8] Y. Ogita and H. Mori, "Parallel dual tabu search for capacitor placement in smart grids," Procedia Computer Science, vol. 12, pp. 307-313, 2012.
[9] S. A. Kumar and K. J. Goud, "Power loss reduction in radial distribution system by using plant growth simulation algorithm," J. of Energy Technologies Policy, vol. 3, no. 1, pp. 19-26, 2012.
[10] P. Suresh Babu, B. Pamuleti, and M. Padma lalitha, "Optimal performance enhancement of capacitor in radial distribution system using fuzzy and HAS," IOSR J. of Electrical and Electronics Engineering, vol. 9, no. 2, pp. 26-32, Jan. 2014.
[11] S. Sultana and P. K. Roy, "Optimal capacitor placement in radial distribution systems using teaching learning based optimization," International J. of Electrical Power and Energy Systems, vol. 54, pp. 387-398, Jan. 2014.
[12] A. A. El-Fergany and A. Y. Abdelaziz, "Capacitor allocations in radial distribution networks using cuckoo search algorithm," IET Generation, Transmission & Distribution, vol. 8, no. 2, pp. 223-232, Feb. 2014.
[13] A. A. El-Fergany and A. Y. Abdelaziz, "Artificial bee colony algorithm to allocate fixed and switched static shunt capacitors in radial distribution networks," Electric Power Components and Systems, vol. 42, no. 5, pp. 427-438, May 2014.
[14] J. Singh, M. Tiwari, and M. Oza, "Capacitor placement in radial distribution system using ant colony search algorithm," International J. of Engineering Trends and Technology, vol. 9, no. 14, pp. 729-731, Mar. 2014.
[15] Y. M. Shuaib, M. S. Kalavathi, and C. C. Asir Rajan, "Optimal capacitor placement in radial distribution system using Gravitational Search Algorithm," International J. of Electrical Power & Energy Systems, vol. 64, pp. 384-397, Jan. 2015.
[16] A. Y. Abdelaziz, S. A. Ehab, and S. M. Abd Elazim, "Flower pollination algorithm for optimal capacitor placement and sizing in distribution systems," Electric Power Components and Systems, vol. 44, no. 5, pp. 544-555, 2016.
[17] A. A. A. El-Ela, R. A. El-Sehiemy, A. M. Kinawy, and M. T. Mouwafi, "Optimal capacitor placement in distribution systems for power loss reduction and voltage profile improvement," IET Generation, Transmission & Distribution, vol. 10, no. 5, pp. 1209-1221, Apr. 2016.
[18] V. Tamilselvan, T. Jayabarathi, and T. Raghunathan, "Optimal capacitor placement in radial distribution systems using flower pollination algorithm," Alexandria Engineering J., vol. 57, no. 4, pp. 2775-2786, Dec. 2018.
[19] C. S. Lee, H. V. Hultmann Ayala, and C. Leandro, "Capacitor placement of distribution systems using particle swarm optimization approaches," International J. of Electrical Power & Energy Systems, vol. 64, pp. 839-851, Jan. 2015.
[20] N. Kanwar, N. Gupta, A. Swarnkar, K. R. Niazi, and R. C. Bansal, "New sensitivity based approach for optimal allocation of shunt capacitors in distribution networks using PSO," Energy Procedia, vol. 75, pp. 1153-1158, 2015.
[21] M. Dixit, P. Kundu, and R. Jariwala, "Optimal integration of shunt capacitor banks in distribution networks for assessment of techno-economic asset," Computers and Electrical Engineering, vol. 71, pp. 331-345, Oct. 2018.
[22] M. H. Shwehdi, S. R. Mohamed, and D. Devaraj, "Optimal capacitor placement on West-East inter-tie in Saudi Arabia using genetic algorithm," Computers and Electrical Engineering, vol. 68, pp. 156-169, May 2018.
[23] M. D. Reddy and V. C. Reddy, "Optimal capacitor placement using fuzzy and real coded genetic algorithm for maximum savings," J. of Theoretical and Applied Information Technology, vol. 4, no. 1, pp. 219-226, Dec. 2008.
[24] S. A. Mousavi, R. Ebrahimi, and M. Ghanbari, "Optimal capacitor placement in radial distribution networks considering uncertainty in load using PSO algorithm," Sci. Int. (Lahore), vol. 27, no. 3, pp. 2569-2573, May 2015.
[25] M. Mukherjee and S. K. Goswami, "Solving capacitor placement problem considering uncertainty in load variation," International J. of Electrical Power & Energy Systems, vol. 62, no. 1, pp. 90-94, Nov. 2014.
[26] A. Najafi, R. Aboli, H. Falaghi, and M. Ramezani, "Capacitor placement in distorted distribution network subject to wind and load uncertainty," J. of Operation and Automation in Power Engineering, vol. 4, no. 2, pp. 153-164, Dec. 2016.
[27] M. B. Jannat and A. S. Savic, "Optimal capacitor placement in distribution networks regarding uncertainty in active power load and distributed generation units production," IET Generation, Transmission & Distribution, vol. 10, no. 12, pp. 3060-3067, Sept. 2016.
[28] V. Calderaro, V. Galdi, A. Piccolo, G. Conio, and R. Fusco, "Wind farm power plant: optimal capacitor placement for reactive power compensation," IEEE PES ISGT Europe, Lyngby, vol. 1, no. 1, pp. 1-5, Oct. 2013.
[29] H. S. Ramadan, A. F. Bendary, and S. Nagy, "Particle swarm optimization algorithm for capacitor allocation problem in distribution systems with wind turbine generators," International J. of Electrical Power and Energy Systems, vol. 84, no. 2, pp. 143-152, Jan. 2017.
[30] P. Jeihouni, A. Safari, and A. Sakhavati, "A multi objective genetic algorithm for capacitor placement in unbalanced and harmonic distorted distribution systens," International J. on Technical and Physical Problems of Engineering, vol. 4, no. 3, pp. 1-10, Sept. 2012.
[31] E. A. Al-Ammar, et al., "Comprehensive impact analysis of ambient temperature on multi-objective capacitor placements in a radial distribution system," Ain Shams Engineering J., vol. 12, no. 1, pp. 717-727, Mar. 2020.
[32] A. Rabiee, A. Soroudi, and A. Keane, "Information gap decision theory based OPF with HVDC connected wind farms," IEEE Trans. on Power Systems, vol. 30, no. 6, pp. 3396-3406, Nov. 2015.
[33] S. Dehghan, A. Kazemi, and N. Amjady, "Multi-objective robust transmission expansion planning using information-gap decision theory and augmented ɛ-constraint method," IET Generation, Transmission & Distribution, vol. 8, no. 5, pp. 828-840, May 2014.
[34] X. Dai, Y. Wang, S. Yang, and K. Zhang, "IGDT-based economic dispatch considering the uncertainty of wind and demand response," IET Renewable Power Generation, vol. 13, no. 6, pp. 856-866, Apr. 2019.
[35] J. Liu, C. Chen, Z. Liu, K. Jermsittiparsert, and N. Ghadimi, "An IGDT-based risk-involved optimal bidding strategy for hydrogen storage-based intelligent parking lot of electric vehicles," J. of Energy Storage, vol. 27, Article No.: 101057, Feb. 2020,.
[36] P. Giorsetto and K. F. Utsurogi, "Development of a new procedure for reliability modeling of wind turbine generators," IEEE Trans. on Power Apparatus and Systems, vol. 102, no. 1, pp. 134-143, Jan. 1983.
[37] S. Julier and J. Uhlmann, "Unscented filtering and nonlinear estimation," in IEEE Proc., vol. 92, no. 3, pp. 401-422, Mar. 2004.
[38] M. A. Kashem, V. Ganapathy, G. B. Jasmon, and M. I. Buhari, "A novel method for loss minimization in distribution networks," in Proc. Int. Conf. on Electric Utility Deregulation and Restructuring and Power Technologies, vol. 1, pp. 251-256, Apr. 2000.
[39] M. Hosseini and R. Baghipour, "Optimal placement of DGs in distribution system including different load models for loss reduction using genetic aldorithm," J. of Advances in Computer Research, vol. 4, no. 3, pp. 55-68, Aug. 2013.
[40] C. Gric, et al.,"IEEE Reliability Test System - A Report Prepared by the Reliability Test System Task Force of the Application of Probability Methods Subcommittee," IEEE Trans. on Power Apparatus and Systems, vol. 14, no. 3, pp. 1010-1020, Aug. 1999.
[41] http://ndawn.ndsu.nodak.edu/wind-speed.html, (online).
[42] M. Ramalinga, K. V. C. Ramachandra, and K. Ravindra, "Direct search algorithm for capacitive compensation in radial distribution systems," Electrical Power and Energy Systems, vol. 42, no. 1, pp. 24-30, Nov. 2012.