Patel, Abhishek and Anand, Rajesh (2019): Fast Security Constraint Unit Commitment by Utilizing Chaotic Crow Search Algorithm.
PDF
MPRA_paper_93971.pdf Download (607kB) |
Abstract
This paper investigates the optimal operation of security constraint unit commitment (SCUC) as one of the most important concern in power system operation. SCUC is a mixed integer nonlinear problem (MINLP) which is hard to solve and also the optimal solution is not guarantee. To overcome this drawback, a new evolutionary method known as the chaotic crow search algorithm is developed. The proposed problem includes some significant constraints such as spinning reserve, generators ramp rate, load balance, and power limits. Finally, the proposed method is examined on a 10-unit distribution network. The results show the effectiveness and merit of the proposed technique.
Item Type: | MPRA Paper |
---|---|
Original Title: | Fast Security Constraint Unit Commitment by Utilizing Chaotic Crow Search Algorithm |
Language: | English |
Keywords: | Control and Optimization, Evolutionary Algorithm, Power systems, Reliability, Unit Commitment |
Subjects: | C - Mathematical and Quantitative Methods > C0 - General C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables C - Mathematical and Quantitative Methods > C8 - Data Collection and Data Estimation Methodology ; Computer Programs Z - Other Special Topics > Z0 - General |
Item ID: | 93971 |
Depositing User: | Dr Abhishek Patel |
Date Deposited: | 21 May 2019 15:55 |
Last Modified: | 27 Sep 2019 17:55 |
References: | N. P. Padhy, “Unit commitment—A bibliographical survey,” IEEE Trans. Power Syst., vol. 19, no. 2, pp. 1196–1205, May 2004. C. K. Pang, G. B. Sheble, and F. Albuyeh, “Evaluation of dynamic programming based methods and multiple area representation for thermal unit commitment,” IEEE Trans. Power App. Syst., vol. PAS-100, pp. 1212–1218, Mar. 1981. W. L. Snyder, Jr., H. D. Powell, Jr., and J. C. Rayburn, “Dynamic Programming approach to unit commitment,” IEEE Trans. Power Syst., vol. 2, no. 2, pp. 339–347, May 1987. T. O. Ting, M. V. C. Rao, and C. K. Loo, “A novel approach for unit commitment problem via an effective hybrid particle swarm optimization.” IEEE Trans. Power Syst., vol. 21, no. 1, pp. 411–418, Feb. 2006. Z. L. Gaing, “Discrete particle swarm optimization algorithm for unit commitment,” in Proc. IEEE Power Eng. Soc. General Meeting, Jul. 2003, vol. 1, pp. 13–17. W. Xiong, M. J. Li, and Y. Cheng, “An improved particle swarm optimization algorithm for unit commitment,” in Proc. ICICTA 2008. P. Bajpai and S. N. Singh, “Fuzzy adaptive particle swarm optimization for bidding strategy in uniform price spot market,” IEEE Trans. Power Syst., vol. 22, no. 4, pp. 2152–2160, Nov. 2007. I. G. Damousis, A. G. Bakirtzis, and P. S. Dokopoulos, “A solution to the unit commitment problem using integer-coded genetic algorithm,” IEEE Trans. Power Syst., vol. 19, no. 2, pp. 1165–1172, May 2004. H. Yang, P. Yang, and C. Huang, “A parallel genetic algorithm approach to solving the unit commitment problem: Implementation on the transputer networks,” IEEE Trans. Power Syst., vol. 12, no. 2, pp. 661–668, May 1997. J. M. Arroyo and A. J. Conejo, “A parallel repair genetic algorithm to solve the unit commitment problem,” IEEE Trans. Power Syst., vol. 17, no. 4, pp. 1216–1224, Nov. 2002. Sayed, Gehad Ismail, Aboul Ella Hassanien, and Ahmad Taher Azar. "Feature selection via a novel chaotic crow search algorithm." Neural Computing and Applications 31, no. 1 (2019): 171-188. R. Sahba, "A Brief Study of Software Defined Networking for Cloud Computing," 2018 World Automation Congress, Stevenson, WA, June 2018. Dabbaghjamanesh, M., A. Moeini, M. Ashkaboosi, P. Khazaei, and K. Mirzapalangi. "High Performance Control of Grid Connected Cascaded H-Bridge Active Rectifier Based on Type II-Fuzzy Logic Controller with Low Frequency Modulation Technique." International Journal of Electrical & Computer Engineering (2088-8708) 6, no. 2 (2016). Ashkaboosi, Maryam, Seyed Mehdi Nourani, Peyman Khazaei, Morteza Dabbaghjamanesh, and Amirhossein Moeini. "An optimization technique based on profit of investment and market clearing in wind power systems." American Journal of Electrical and Electronic Engineering 4, no. 3 (2016): 85-91. Khazaei, Peyman, Morteza Dabbaghjamanesh, Ali Kalantarzadeh, and Hasan Mousavi. "Applying the modified TLBO algorithm to solve the unit commitment problem." In 2016 World Automation Congress (WAC), pp. 1-6. IEEE, 2016. Rakhshan, Mohsen, Navid Vafamand, Mokhtar Shasadeghi, Morteza Dabbaghjamanesh, and Amirhossein Moeini. "Design of networked polynomial control systems with random delays: sum of squares approach." International Journal of Automation and Control 10, no. 1 (2016): 73-86. Haghshenas, S. Abbas, Sarmad Ghader, Daniel Yazgi, Edris Delkhosh, Nabiallah Rashedi Birgani, Azadeh Razavi Arab, Zohreh Hajisalimi, Mohammad Hossein Nemati, Mohsen Soltanpour, and Morteza Jedari Attari. "Iranian Seas Waters Forecast-Part I: An Improved Model for The Persian Gulf." Journal of Coastal Research 85, no. sp1 (2018): 1216-1220. Jedari Attari, Morteza, S. Abbas Haghshenas, Mohsen Soltanpour, Mohammad Reza Allahyar, Sarmad Ghader, Daniel Yazji, Azadeh Razavi Arab, Zohreh Hajisalimi, S. Jaafar Ahmadi, and Arash Bakhtiari. "Developing the Persian Gulf Wave Forecasting System." Journal of Coastal and Marine Engineering 1, no. 1 (2018): 13-18. Dabbaghjamanesh, Morteza, Abdollah Kavousi-Fard, and Shahab Mehraeen. "Effective scheduling of reconfigurable microgrids with dynamic thermal line rating." IEEE Transactions on Industrial Electronics 66, no. 2 (2019): 1552-1564. Ghaffari, Saeed, and Maryam Ashkaboosi. "Applying Hidden Markov Model Baby Cry Signal Recognition Based on Cybernetic Theory." IJEIR 5: 243-247. Ashkaboosi, Maryam, Farnoosh Ashkaboosi, and Seyed Mehdi Nourani. "The Interaction of Cybernetics and Contemporary Economic Graphic Art as" Interactive Graphics"." (2016). Ghaffari, Saeed, and M. Ashkaboosi. "Applying Hidden Markov M Recognition Based on C." (2016). Dabbaghjamanesh, Morteza, Shahab Mehraeen, Abdollah Kavousifard, and Mosayeb Afshari Igder. "Effective scheduling operation of coordinated and uncoordinated wind-hydro and pumped-storage in generation units with modified JAYA algorithm." In 2017 IEEE Industry Applications Society Annual Meeting, pp. 1-8. IEEE, 2017. Dabbaghjamanesh, Morteza, Shahab Mehraeen, Abdollah Kavousi-Fard, and Farzad Ferdowsi. "A New Efficient Stochastic Energy Management Technique for Interconnected AC Microgrids." In 2018 IEEE Power & Energy Society General Meeting (PESGM), pp. 1-5. IEEE, 2018. Razavi Arab, Azadeh, S. Abbas Haghshenas, and Farzin Samsami. "Sediment transport and morphodynamic changes in Ziarat Estuary and Mond River Delta, the Persian Gulf." In EGU General Assembly Conference Abstracts, vol. 16. 2014. HAGHSHENAS, SEYED ABBAS, and ARAB AZADEH RAZAVI. "APPLICATION OF SEDIMENT CONSTITUENT ANALYSIS FOR CHARACTERIZING LONGSHORE SEDIMENT TRANSPORT, CASE STUDY OF RAMIN PORT-IRANIAN COASTLINE OF THE OMAN SEA." (2014). Arab, Azadeh Razavi, Afshin Danehkar, S. Abbas Haghshenas, and Gita B. Ebrahimi. "ASSESSMENT OF COASTAL DEVELOPMENT IMPACTS ON CORAL ECOSYSTEMS IN NAIBAND BAY, THE PERSIAN GULF." Coastal Engineering Proceedings 1, no. 33 (2012): 31. Haghshenas, S. Abbas, Azadeh Razavi Arab, Arash Bakhtiari, Morteza Jedari Attari, and Michael John Risk. "Decadal Evolution of Mond River Delta, the Persian Gulf." Journal of Coastal Research 75, no. sp1 (2016): 805-810. Taherzadeh, Erfan, Morteza Dabbaghjamanesh, Mohsen Gitizadeh, and Akbar Rahideh. "A new efficient fuel optimization in blended charge depletion/charge sustenance control strategy for plug-in hybrid electric vehicles." IEEE Transactions on Intelligent Vehicles 3, no. 3 (2018): 374-383. Tajalli, Seyede Zahra, Seyed Ali Mohammad Tajalli, Abdollah Kavousi-Fard, Taher Niknam, Morteza Dabbaghjamanesh, and Shahab Mehraeen. "A Secure Distributed Cloud-Fog Based Framework for Economic Operation of Microgrids." In 2019 IEEE Texas Power and Energy Conference (TPEC), pp. 1-6. IEEE, 2019. Taherzadeh, Erfan, Shahram Javadi, and Morteza Dabbaghjamanesh. "New Optimal Power Management Strategy for Series Plug-In Hybrid Electric Vehicles." International Journal of Automotive Technology 19, no. 6 (2018): 1061-1069. Dabbaghjamanesh, Morteza. "Stochastic Energy Management of Reconfigurable Power Grids in the Presence of Renewable Energy by Considering Practical Limitations." (2019). F. Sahba, A. Sahba, R. Sahba, "Helping Blind People in Their Meeting Locations to Find Each Other Using RFID Technology", International Journal of Computer Science and Information Security, Vol. 16, pp. 123-127, 2018 A. Sahba, R. Sahba, and W.-M. Lin, "Improving IPC in Simultaneous Multi-Threading (SMT) Processors by Capping IQ Utilization According to Dispatched Memory Instructions," 2014 World Automation Congress, Kona, HI, August 2014. A. Azarang, H. E. Manoochehri, and N. Kehtarnavaz, "Convolutional autoencoder-based multispectral image fusion," in IEEE Access, vol. 7, pp.35673-35683, Apr. 2019. A. Azarang, S. Kamaei, M. Miri, and M.H. Asemani, "A new fractional-order chaotic system and its synchronization via Lyapunov and improved Laplacian-based method," in Optik, vol. 127, no. 24, pp.11717-11731, Dec. 2016. A. Azarang, M. Miri, S. Kamaei, and M.H. Asemani, "Nonfragile fuzzy output feedback synchronization of a new chaotic system: design and implementation," in Journal of Computational and Nonlinear Dynamics, vol. 13, no. 1, p.011008, Jan. 2018. A. Azarang, J. Ranjbar, H. Mohseni, and M.A. Andy, "Output feedback synchronization of a novel chaotic system and its application in secure communication," in International Journal of Computer Science and Network Security, vol. 17, pp.72-77, Apr. 2017. M. Bagheri, M. Madani, R. Sahba, and A. Sahba, "Real time object detection using a novel adaptive color thresholding method", International ACM workshop on Ubiquitous meta user interfaces (Ubi-MUI'11), Scottsdale, AZ, November 2011 R. Sahba, N. Ebadi, M. Jamshidi, P. Rad, "Automatic Text Summarization Using Customizable Fuzzy Features and Attention on The Context and Vocabulary," 2018 World Automation Congress, Stevenson, WA, June 2018. R. Sahba, "A Brief Study of Software Defined Networking for Cloud Computing," 2018 World Automation Congress, Stevenson, WA, June 2018. A. Sahba, Y. Zhang, M. Hays and W.-M. Lin, "A Real-Time Per-Thread IQ-Capping Technique for Simultaneous MultiThreading (SMT) Processors", In the Proceedings of the 11th International Conference on Information Technology New Generation (lTNG 2014), April 2014. Azadeh, Razavi Arab, S. Abbas Haghshenas, Farzin Samsami, and Michael John Risk. "Traces of sediment origin in rheological behaviour of mud samples taken from the North-Western Persian Gulf." In BOOK OF ABSTRACTS. 2015. Razavi Arab, Azadeh, S. Abbas Haghshenas, and Homayoun Zaker. "Deep water current velocity data in the Persian Gulf." In EGU General Assembly Conference Abstracts, vol. 17. 2015. A. Azarang and H. Ghassemian, ‘‘A new pansharpening method using multi resolution analysis framework and deep neural networks,’’ in Proc. IEEE 3rd Int. Conf. Pattern Recog. Image Anal. (IPRIA), Apr. 2017, pp. 1–6. A. Azarang and H. Ghassemian, ‘‘Application of fractional-order differentiation in multispectral image fusion,’’ Remote Sens. Lett., vol. 9, no. 1, pp. 91–100, Jan. 2018. A. Azarang and H. Ghassemian, ‘‘An adaptive multispectral image fusion using particle swarm optimization,’’ in Proc. Iranian Conf. Elec. Eng. (ICEE), May 2017, pp. 1708–1712. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/93971 |