Long-Term Generation Maintenance Scheduling with Integration of Pumped Storage Units

Farhad Bahrami, Majid Moazzami

Abstract


In a power system, the reliable performance of generation units for the supply of demand has the great importance. The execution of maintenance in a timely manner has a great impact on forced outage rate of generation units and so has impacts on mitigation of generation costs. In restructured power systems, regard to the independence of generation companies, the procedure of maintenance planning has become more complicated compared with traditional power systems. This study presents an optimization problem, which seeks for a long-term maintenance scheduling method for power generation units subject to the reduction of maintenance and operation costs, retaining the system's reliability and satisfaction of prevailing constraints. A mathematical method based on Benders decomposition technique is proposed to arrange a maintenance schedule for generation units. A penalty factor corresponding to the peak load curve is defined and the lost profits of the units at the time of maintenance are also added to the objective function, to schedule maintenance proportional to the consumption patterns. In addition, by integrating the hydro pumped storage unit into the power system, the reliability of the system has been improved. IEEE-RTS 24-bus test system and GAMS software are used to show the effectiveness of the proposed method. The obtained results imply the accuracy, simplicity and great performance of the model.

Keywords


Maintenance, generation units, reliability, pumped storage, Benders decomposition, GAMS.

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References


Conejo, A.J., García-Bertrand, R. and Díaz-Salazar, M., 2005. Generation maintenance scheduling in restructured power systems. IEEE Transactions on Power Systems, 20(2), pp.984-992.

Shahidehpour, M. and Marwali, M., 2012. Maintenance scheduling in restructured power systems. Springer Science & Business Media.

Voropai, N.I. and Fedotova, G.A., 2010. Planning maintenance of power generating equipment in market environment with regard for reliability. Automation and Remote Control, 71(7), pp.1442-1446.

C. P. Nwadinobi, I. I. Ezeaku, "Review of maintenance scheduling and optimization models," International Journal of Scientific Research in Mechanical and Materials Engineering, vol. 2, no. 5, pp. 23-35, 2018.

O. Sadeghian, A. Mohammadpour Shotorbani, B. Mohammadi-ivatloo, "Generation maintenance scheduling in virtual power plants," IET Generation, Transmission & Distribution, vol. 13, no. 12, pp. 2584-2596, 2019.

J. A. Rodriguez, M. F. Anjos, P. Côté, G. Desaulniers, "MILP Formulations for Generator Maintenance Scheduling in Hydropower Systems," IEEE Transactions on Power Systems, vol.33, no. 6, pp. 6171-6180, 2018.

Eygelaar, J., Lötter, D.P. and Van Vuuren, J.H., 2018. Generator maintenance scheduling based on the risk of power generating unit failure. International Journal of Electrical Power & Energy Systems, 95, pp.83-95.

Wang, Y., Zhong, H., Xia, Q., Kirschen, D.S. and Kang, C., 2015. An approach for integrated generation and transmission maintenance scheduling considering N-1 contingencies. IEEE Transactions on Power Systems, 31(3), pp.2225-2233.

Umamaheswari, E., Ganesan, S., Abirami, M. and Subramanian, S., 2017. Cost effective integrated maintenance scheduling in power systems using ant lion optimizer. Energy Procedia, 117, pp.501-508.

Wang, Y., Zhong, H., Xia, Q., Kang, C., Wang, T. and Cao, X., 2016. Coordination of generation maintenance scheduling and long-term SCUC with energy constraints and N− 1 contingencies. IET Generation, Transmission & Distribution, 10(2), pp.325-333.

Bozorgi, A., Pedram, M.M. and Yousefi, G.R., 2016. Unit Maintenance Scheduling: A robust model, based on fuzzy cost factors and peak loads. International Journal of Electrical Power & Energy Systems, 79, pp.142-149.

I. Goroohi Sardou, M. Taghi Ameli and M. Setayesh nazar, "Generation Maintenance Scheduling for Generation Expansion Planning Using a Multi-Objective Binary Gravitational Search Algorithm," International Transaction of Electrical and Computer Engineers System, vol. 2, no. 2, pp. 44-55, 2014.

Zhu, J., Xuan, P., Xie, P., Hong, C. and Yan, W., 2017, July. Generation and transmission equipment maintenance scheduling with load transfer. In 2017 IEEE Power & Energy Society General Meeting (pp. 1-5). IEEE.

Manshadi, S.D. and Khodayar, M.E., 2017. Risk-Averse Generation Maintenance Scheduling With Microgrid Aggregators. IEEE Transactions on Smart Grid, 9(6), pp.6470-6479.

Mazidi, P., Tohidi, Y., Ramos, A. and Sanz-Bobi, M.A., 2018. Profit-maximization generation maintenance scheduling through bi-level programming. European Journal of Operational Research, 264(3), pp.1045-1057.

Ji, G., Wu, W. and Zhang, B., 2016. Robust generation maintenance scheduling considering wind power and forced outages. IET Renewable Power Generation, 10(5), pp.634-641.

Kamali, R., Khazaei, P., Banizamani, P. and Saadatian, S., 2018, June. Stochastic Unit Generation Maintenance Scheduling Considering Renewable Energy and Network Constraints. In 2018 World Automation Congress (WAC) (pp. 1-6). IEEE.

Rodriguez, J.A., Anjos, M.F., Côté, P. and Desaulniers, G., 2018. MILP formulations for generator maintenance scheduling in hydropower systems. IEEE Transactions on Power Systems, 33(6), pp.6171-6180.

Fetanat, A. and Shafipour, G., 2018. Mixed Biogeography-Based Optimization for GENCOs’ Maintenance Scheduling in Restructured Power Systems. Applied Artificial Intelligence, 32(1), pp.65-84.

Bahrami, F., Moazzami, M., Shahinzadeh, H. and Gharehpetian, G.B., 2017, December. The maintenance scheduling in deregulated power systems with operational and practical constraints. In 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI) (pp. 0172-0178). IEEE.

Shahinzadeh, H., Moradi, J., Gharehpetian, G.B., Nafisi, H. and Abedi, M., Internet of Energy (IoE) in Smart Power Systems. In 2019 5th Conference on Knowledge Based Engineering and Innovation (KBEI) (pp. 627-636). IEEE.

Hajej, Z., Rezg, N. and Bouzoubaa, M., 2017, November. An integrated maintenance strategy for a power generation system under failure rate variation (case of wind turbine). In 2017 IEEE 6th International Conference on Renewable Energy Research and Applications (ICRERA) (pp. 76-79). IEEE.

Shahinzadeh, H., Moradi, J., Gharehpetian, G.B., Nafisi, H. and Abedi, M., 2019, January. IoT Architecture for Smart Grids. In 2019 International Conference on Protection and Automation of Power System (IPAPS) (pp. 22-30). IEEE.

Marwali, M.K.C. and Shahidehpour, S.M., 1999. Long-term transmission and generation maintenance scheduling with network, fuel and emission constraints. IEEE Transactions on Power Systems, 14(3), pp.1160-1165.

Shahinzadeh, H., Gheiratmand, A., Fathi, S.H. and Moradi, J., 2016, April. Optimal design and management of isolated hybrid renewable energy system (WT/PV/ORES). In 2016 21st Conference on Electrical Power Distribution Networks Conference (EPDC) (pp. 208-215). IEEE.

Colak, I., Sagiroglu, S., Yesilbudak, M., Kabalci, E. and Bulbul, H.I., 2015, November. Multi-time series and-time scale modeling for wind speed and wind power forecasting part II: Medium-term and long-term applications. In 2015 International Conference on Renewable Energy Research and Applications (ICRERA) (pp. 215-220). IEEE.

Moradi, J., Shahinzadeh, H. and Khandan, A., 2017. A Cooperative Dispatch Model for the Coordination of the Wind and Pumped-storage Generating Companies in the Day-ahead Electricity‎ Market. International Journal of Renewable Energy Research (IJRER), 7(4), pp.2057-2067.

Omar, M., Dolara, A., Magistrati, G., Mussetta, M., Ogliari, E. and Viola, F., 2016, November. Day-ahead forecasting for photovoltaic power using artificial neural networks ensembles. In 2016 IEEE International Conference on Renewable Energy Research and Applications (ICRERA) (pp. 1152-1157). IEEE.

Shahinzadeh, H., Gheiratmand, A., Moradi, J. and Fathi, S.H., 2016, April. Simultaneous operation of near-to-sea and off-shore wind farms with ocean renewable energy storage. In 2016 Iranian Conference on Renewable Energy & Distributed Generation (ICREDG) (pp. 38-44). IEEE.

Braun, S.M. and Burkhardt, M., 2015, November. Trading of pumped storage hydropower plants on energy only and ancillary services markets. In 2015 International Conference on Renewable Energy Research and Applications (ICRERA) (pp. 649-653). IEEE.

Mazidi, P., Baltas, G.N., Eliassi, M. and Rodríguez, P., 2018, October. A model for flexibility analysis of RESS with electric energy storage and reserve. In 2018 7th International Conference on Renewable Energy Research and Applications (ICRERA) (pp. 1004-1009). IEEE.

Suresh, K. and Kumarappan, N., 2013, April. Coordination mechanism of maintenance scheduling using modified PSO in a restructured power market. In 2013 IEEE Symposium on Computational Intelligence in Scheduling (CISched) (pp. 36-43). IEEE.

Eshraghnia, R., Shanechi, M.M. and Mashhadi, H.R., 2006. Generation maintenance scheduling in power market based on genetic algorithm. In 2006 IEEE PES Power Systems Conference and Exposition (pp. 1814-1819). IEEE.




DOI (PDF): https://doi.org/10.20508/ijrer.v9i4.10035.g7828

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