研究生: |
楊浩 Hao Yang |
---|---|
論文名稱: |
應用MOPSO與Pareto Fronts之配電網電壓控制閾值最佳參數調校 Optimal Parameter Tuning for Voltage Control Thresholds in Distribution Networks using MOPSO and Pareto Fronts |
指導教授: |
楊念哲
Nien-Che Yang |
口試委員: |
謝廷彥
Ting-Yen Hsieh 張建國 Chien-Kuo Chang 曾威智 Wei-Chih Tseng |
學位類別: |
碩士 Master |
系所名稱: |
電資學院 - 電機工程系 Department of Electrical Engineering |
論文出版年: | 2023 |
畢業學年度: | 111 |
語文別: | 中文 |
論文頁數: | 49 |
中文關鍵詞: | 有載分接頭切換器 、切換式電容器 、智慧變流器 、電壓-無效功率控制 、多目標粒子群演算法 、柏拉圖前緣 、配電系統電壓控制 |
外文關鍵詞: | on-load tap changer, switched capacitor, smart inverter, voltage-reactive power control, multi-objective particle swarm optimization, Patrto fronts, distribution system voltage control |
相關次數: | 點閱:804 下載:0 |
分享至: |
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
本論文提出了一種基於多目標優化演算法的方法,以改進分散式發電的電壓控制策略。該方法考慮到實際負載的每日變化,涉及設定變壓器有載分接頭切換器、切換式電容器和智慧型變流器之電壓-無效功率控制的閾值。使用多目標粒子群優化演算法與柏拉圖前緣優化目標函數,包括電壓偏差、系統功耗損失以及變壓器有載分接頭切換器和切換式電容器的變動次數,通過最小化這些目標函數,可以獲得一組最佳控制點。最後在IEEE 33-bus測試系統對多種負載模式的操作情景進行模擬,以驗證所提方法的有效性。模擬結果顯示,所提出的方法有效地優化了電壓控制問題,從而提高了配電系統的電壓穩定性和可靠性。
This thesis proposes a method based on a multi-objective optimization algorithm for enhancing the voltage control strategy for distributed generation by considering the daily variations of actual loads. The proposed method involves setting the voltage control thresholds of the on-load tap changer, switched capacitor, and voltage–reactive power control of smart inverters. A multi-objective particle swarm optimization algorithm is used with Pareto fronts to optimize the objective functions, which include voltage deviation,system power losses, and the number of changes in the on-load tap changer and switched capacitor. By minimizing these objective functions, a set of optimal control setpoints can be obtained. Several operating scenarios with varying
daily load patterns were simulated using the IEEE 33-bus test system to validate the effectiveness of the proposed methodology. The simulation results showed that the proposed approach effectively optimizes the voltage control problem, thereby improving the voltage stability and reliability of a distribution system.
[1] N. C. Yang and P. Y. Zhong, "Day-Ahead Scheduling of On-Load Tap Changer Transformer and Switched Capacitors by Multi-Pareto Optimality," Mathematics, vol. 10, no. 16, Art no. 2969 , Aug. 2022.
[2] S. Granville, "Optimal Reactive Dispatch Through Interior-Point Methods," IEEE Transactions on Power Systems, vol. 9, no. 1, pp. 136-142, Feb. 1994.
[3] R. H. Liang and C. K. Cheng, "Dispatch of Main Transformer ULTC and Capacitors in a Distribution System," IEEE Transactions on Power Delivery, vol. 16, no. 4, pp. 625-630, Oct. 2001.
[4] X. Su, M. A. Masoum, and P. J. Wolfs, "Optimal PV Inverter Reactive Power Control and Real Power Curtailment to Improve Performance of Unbalanced Four-Wire LV Distribution Networks," IEEE Transactions on Sustainable Energy, vol. 5, no. 3, pp. 967-977, 2014.
[5] Z. Li, M. Shahidehpour, A. Alabdulwahab, and Y. Al-Turki, "Valuation of Distributed Energy Resources in Active Distribution Networks," The Electricity Journal, vol. 32, no. 4, pp. 27-36, 2019.
[6] T. Adefarati and R. Bansal, "Integration of Renewable Distributed Generators into the Distribution System: A Review," IET Renewable Power Generation, vol. 10, no. 7, pp. 873-884, 2016.
[7] K. Khalid Mehmood, S. U. Khan, S. J. Lee, Z. M. Haider, M. K. Rafique, and C. H. Kim, "Optimal Sizing and Allocation of Battery Energy Storage Systems with Wind and Solar Power DGs in a Distribution Network for Voltage Regulation Considering the Lifespan of Batteries," IET Renewable Power Generation, vol. 11, no. 10, pp. 1305-1315, 2017.
[8] P. N. Vovos, A. E. Kiprakis, A. R. Wallace, and G. P. Harrison, "Centralized and Distributed Voltage Control: Impact on Distributed Generation Penetration," IEEE Transactions on power systems, vol. 22, no. 1, pp. 476-483, 2007.
[9] Y. Xu, Z. Y. Dong, R. Zhang, and D. J. Hill, "Multi-Timescale Coordinated Volt/VAR Control of High Renewable-Penetrated Distribution Systems," IEEE Transactions on Power Systems, vol. 32, no. 6, pp. 4398-4408, 2017.37
[10] X. Li, D. Hui, and X. Lai, "Battery Energy Storage Station (BESS)-Based Smoothing Control of Photovoltaic (PV) and Wind Power Generation Fluctuations," IEEE transactions on sustainable energy, vol. 4, no. 2, pp. 464-473, 2013.
[11] J. M. Guerrero, P. C. Loh, T.-L. Lee, and M. Chandorkar, "Advanced Control Architectures for Intelligent Microgrids—Part II: Power Quality, Energy Storage, and AC/DC Microgrids," IEEE Transactions on industrial electronics, vol. 60, no. 4, pp. 1263-1270, 2012.
[12] M. E. Hassanzadeh, M. Nayeripour, S. Hasanvand, and E. Waffenschmidt, "Intelligent Fuzzy Control Strategy for Battery Energy Storage System Considering Frequency Support, SoC Management, and C-Rate Protection," Journal of Energy Storage, vol. 52, p. 104851, 2022.
[13] M. Zeraati, M. E. H. Golshan, and J. M. Guerrero, "Distributed Controlof Battery Energy Storage Systems for Voltage Regulation in Distribution Networks with High PV Penetration," IEEE Transactions on Smart Grid, vol. 9, no. 4, pp. 3582-3593, 2016.
[14] J. M. Guerrero, L. G. De Vicuna, J. Matas, M. Castilla, and J. Miret, "A Wireless Controller to Enhance Dynamic Performance of Parallel Inverters in Distributed Generation Systems," IEEE Transactions on power electronics, vol. 19, no. 5, pp. 1205-1213, 2004.
[15] B. Arbab-Zavar, E. J. Palacios-Garcia, J. C. Vasquez, and J. M. Guerrero, "Smart Inverters for Microgrid Applications: A review," Energies, vol. 12, no. 5, p. 840, 2019.
[16] J. Morin, F. Colas, J.-Y. Dieulot, S. Grenard, and X. Guillaud, "Embedding OLTC Nonlinearities in Predictive Volt VAR Control for Active Distribution Networks," Electric Power Systems Research, vol. 143, pp. 225-234, 2017.
[17] D. Singh, D. Singh, and K. Verma, "Multiobjective Optimization for DG Planning with Load Models," IEEE Transactions on power systems, vol. 24, no. 1, pp. 427-436, 2009.
[18] Y. M. Atwa, E. F. El-Saadany, M. M. A. Salama, and R. Seethapathy, "Optimal Renewable Resources Mix for Distribution System Energy Loss Minimization," IEEE Transactions on Power Systems, vol. 25, no. 1, pp. 360-370, Feb. 2010.38
[19] T. T. Ku, C. H. Lin, C. S. Chen, and C. T. Hsu, "Coordination of Transformer On-Load Tap Changer and PV Smart Inverters for Voltage Control of Distribution Feeders," IEEE Transactions on Industry Applications, vol. 55, no. 1, pp. 256-264, 2019.
[20] T.-H. Chen, M.-S. Wang, and N.-C. Yang, "Impact of Distributed Generation on Voltage Regulation by ULTC Transformer using Various Existing Methods," in Proceedings of the 7th WSEAS International Conference on Power Systems: Citeseer, pp. 158-163, 2007.
[21] 陳在相、辜志承、楊文治,「分散型電源併入配電系統之電壓控制與防止單獨運轉研究」,台灣電力股份公司,民國九十六年。
[22] X. B. Dou, X. M. Duan, Q. R. Hu, L. Shen, and Z. J. Wu, "A Nonintrusive Control Strategy using Voltage and Reactive Power for Distribution Systems Based on PV and the Nine-Zone Diagram," International Journal of Electrical Power & Energy Systems, vol. 105, pp. 89-97, Feb.2019.
[23] A. P. C. de Mello, L. L. Pfitscher, and D. P. Bernardon, "Coordinated Volt/VAR Control for Real-Time Operation of Smart Distribution Grids," Electric Power Systems Research, vol. 151, pp. 233-242, 2017.
[24] M. Ibrahim and M. M. Salama, "Smart Distribution System Volt/VAR Control using Distributed Intelligence and Wireless Communication," IET generation, transmission & distribution, vol. 9, no. 4, pp. 307-318, 2015.
[25] A. O'Connell and A. Keane, "Volt–VAR Curves for Photovoltaic Inverters in Distribution Systems," IET Generation, Transmission & Distribution, vol. 11, no. 3, pp. 730-739, 2017.
[26] "Photovoltaic (PV) Systems – Characteristics of the Utility Interface," Chinese Nationl Standards (CNS), 2018.
[27] N.-C. Yang, D. Mehmood, and K.-Y. Lai, "Multi-Objective Artificial Bee Colony Algorithm with Minimum Manhattan Distance for PassivePower Filter Optimization Problems," Mathematics, vol. 9, no. 24, p. 3187, 2021.
[28] N.-C. Yang and M.-D. Le, "Optimal Design of passive Power Filters 39 Based on Multi-Objective Bat Algorithm and Pareto Front," Applied Soft Computing, vol. 35, pp. 257-266, 2015.
[29] S. Agrawal, B. K. Panigrahi, and M. K. Tiwari, "Multiobjective Particle Swarm Algorithm with Fuzzy Clustering for Electrical Power Dispatch," IEEE Transactions on evolutionary Computation, vol. 12, no. 5, pp. 529-541, 2008.
[30] J. Kennedy and R. Eberhart, "Particle Swarm Optimization," in Proceedings of ICNN'95-international conference on neural networks, vol. 4: IEEE, pp. 1942-1948, 1995.
[31] W.-Y. Chiu, G. G. Yen, and T.-K. Juan, "Minimum Manhattan Distance Approach to Multiple Criteria Decision Making in Multiobjective Optimization Problems," IEEE Transactions on Evolutionary Computation, vol. 20, no. 6, pp. 972-985, 2016.
[32] R. S. Rao, K. Ravindra, K. Satish, and S. Narasimham, "Power Loss
inimization in Distribution System using Network Reconfiguration in the Presence of Distributed Generation," IEEE transactions on power systems, vol. 28, no. 1, pp. 317-325, 2012.