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Erschienen in: Electrical Engineering 2/2023

09.01.2023 | Original Paper

Multi-period optimal scheduling framework in an islanded smart distribution network considering load priorities

verfasst von: B. Ramesh, Mohan Khedkar, Nitin Kumar Kulkarni, Raushan Kumar

Erschienen in: Electrical Engineering | Ausgabe 2/2023

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Abstract

In this article, a multi-period optimal scheduling framework considering load priorities is proposed to optimize the operation of an islanded smart distribution network. The main idea of this work is to provide sufficient power supply to high priority loads even during limited generation periods while also assuring network security and achieving optimal generation schedules for distributed energy resources and optimal charging/discharging schedules for battery bank (BB). The proposed scheduling framework is formulated as a multi-objective optimization problem in four different operating cases, over multiple time periods considering conventional generation sources, renewable energy sources, battery bank (BB), and various loads. Loads comprise hospitals, public consumer loads, industries, education centers, and domestic loads. The usual objectives of optimal scheduling problems in the literature are minimizing network power loss, total cost of generation, and maximizing customer benefit; however, less attention has been paid to distribution network security. Therefore, in this article, voltage stability index is considered as one of the objective functions along with network power loss, total cost of generation, and total load curtailment. The proposed scheduling problem is solved using Non-dominated Sorting Genetic Algorithm-II (NSGA-II), and its performance is evaluated on the modified IEEE 34 bus system. The accuracy of results is verified by comparing with the results obtained by solving the proposed scheduling problem using Python optimization modeling objects (Pyomo) software with interior point optimizer as the solver.

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Literatur
4.
Zurück zum Zitat Oboudi MH, Mohammadi M, Rastegar M (2019) Resilience-oriented intentional islanding of reconfigurable distribution power systems. J Mod Power Syst Clean Energy 7:741–752CrossRef Oboudi MH, Mohammadi M, Rastegar M (2019) Resilience-oriented intentional islanding of reconfigurable distribution power systems. J Mod Power Syst Clean Energy 7:741–752CrossRef
7.
Zurück zum Zitat Wang Z, Zhong J, Chen D, Yuefeng Lu, Men K (2013) A multi-period optimal power flow model including battery energy storage. IEEE Power Energy Soc General Meet 2013:1–5 Wang Z, Zhong J, Chen D, Yuefeng Lu, Men K (2013) A multi-period optimal power flow model including battery energy storage. IEEE Power Energy Soc General Meet 2013:1–5
9.
Zurück zum Zitat Khodaei A (2014) Microgrid optimal scheduling with multi-period islanding constraints. IEEE Trans Power Syst 29(3):1383–1392CrossRef Khodaei A (2014) Microgrid optimal scheduling with multi-period islanding constraints. IEEE Trans Power Syst 29(3):1383–1392CrossRef
12.
Zurück zum Zitat Reddy SS (2017) Optimal scheduling of thermal-wind-solar power system with storage. Renew Energy 101:1357–1368 (ISSN 0960-1481)CrossRef Reddy SS (2017) Optimal scheduling of thermal-wind-solar power system with storage. Renew Energy 101:1357–1368 (ISSN 0960-1481)CrossRef
13.
Zurück zum Zitat Farzin H, Fotuhi-Firuzabad M, Moeini-Aghtaie M (2017) A stochastic multi-objective framework for optimal scheduling of energy storage systems in microgrids. IEEE Trans Smart Grid 8(1):117–127CrossRef Farzin H, Fotuhi-Firuzabad M, Moeini-Aghtaie M (2017) A stochastic multi-objective framework for optimal scheduling of energy storage systems in microgrids. IEEE Trans Smart Grid 8(1):117–127CrossRef
14.
Zurück zum Zitat Huang C, Yue D, Deng S, Xie J (2017) Optimal scheduling of microgrid with multiple distributed resources using interval optimization. Energies 10(3):339CrossRef Huang C, Yue D, Deng S, Xie J (2017) Optimal scheduling of microgrid with multiple distributed resources using interval optimization. Energies 10(3):339CrossRef
18.
Zurück zum Zitat Albaker A, Majzoobi A, Zhao G, Zhang J, Khodaei A (2018) Privacy-preserving optimal scheduling of integrated microgrids. Electr Power Syst Res 163:164–173 (ISSN 0378-7796)CrossRef Albaker A, Majzoobi A, Zhao G, Zhang J, Khodaei A (2018) Privacy-preserving optimal scheduling of integrated microgrids. Electr Power Syst Res 163:164–173 (ISSN 0378-7796)CrossRef
19.
Zurück zum Zitat Xiao C, Sutanto D, Muttaqi KM, Zhang KM (2020) Multi-period data driven control strategy for real-time management of energy storages in virtual power plants integrated with power grid. Int J Electr Power Energy Syst 118:105747CrossRef Xiao C, Sutanto D, Muttaqi KM, Zhang KM (2020) Multi-period data driven control strategy for real-time management of energy storages in virtual power plants integrated with power grid. Int J Electr Power Energy Syst 118:105747CrossRef
20.
Zurück zum Zitat Sidea D, Toma L, Sanduleac M, Picioroaga I, Boicea V (2019) Optimal BESS Scheduling strategy in microgrids based on genetic algorithms. In: 2019 IEEE Milan PowerTech, pp 1–6 Sidea D, Toma L, Sanduleac M, Picioroaga I, Boicea V (2019) Optimal BESS Scheduling strategy in microgrids based on genetic algorithms. In: 2019 IEEE Milan PowerTech, pp 1–6
23.
Zurück zum Zitat Picioroaga II, Tudose A, Sidea DO, Bulac C, Eremia M (2020) Two-level scheduling optimization of multi-microgrids operation in smart distribution networks. In: 2020 international conference and exposition on electrical and power engineering (EPE), pp 407–412 Picioroaga II, Tudose A, Sidea DO, Bulac C, Eremia M (2020) Two-level scheduling optimization of multi-microgrids operation in smart distribution networks. In: 2020 international conference and exposition on electrical and power engineering (EPE), pp 407–412
26.
Zurück zum Zitat Zhang X, Guo L, Zhang H, Guo L, Feng K, Lin J (2019) An energy scheduling strategy with priority within islanded microgrids. IEEE Access 7:135896–135908CrossRef Zhang X, Guo L, Zhang H, Guo L, Feng K, Lin J (2019) An energy scheduling strategy with priority within islanded microgrids. IEEE Access 7:135896–135908CrossRef
27.
Zurück zum Zitat Ramesh B, Khedkar M, Vardhan BVS (2022) Priority based optimal load shedding in a power system network under contingency conditions. In: 2022 International conference for advancement in technology (ICONAT), pp 1–5 Ramesh B, Khedkar M, Vardhan BVS (2022) Priority based optimal load shedding in a power system network under contingency conditions. In: 2022 International conference for advancement in technology (ICONAT), pp 1–5
28.
Zurück zum Zitat Faxas-Guzmán J, García-Valverde R, Serrano-Luján L, Urbina A (2014) Priority load control algorithm for optimal energy management in stand-alone photovoltaic systems. Renew Energy 68:156–162CrossRef Faxas-Guzmán J, García-Valverde R, Serrano-Luján L, Urbina A (2014) Priority load control algorithm for optimal energy management in stand-alone photovoltaic systems. Renew Energy 68:156–162CrossRef
29.
Zurück zum Zitat Tu J, Zhou M, Cui H, Li F (2019) An equivalent aggregated model of large-scale flexible loads for load scheduling. IEEE Access 7:143431–143444CrossRef Tu J, Zhou M, Cui H, Li F (2019) An equivalent aggregated model of large-scale flexible loads for load scheduling. IEEE Access 7:143431–143444CrossRef
35.
Zurück zum Zitat Gass SI (1986) A process for determining priorities and weights for large scale linear goal programmes. J Oper Res Soc 37(8):779–785CrossRefMATH Gass SI (1986) A process for determining priorities and weights for large scale linear goal programmes. J Oper Res Soc 37(8):779–785CrossRefMATH
36.
Zurück zum Zitat Jones D, Mehrdad D (2010) Practical goal programming. Springer Books, BostonCrossRef Jones D, Mehrdad D (2010) Practical goal programming. Springer Books, BostonCrossRef
37.
38.
Zurück zum Zitat Wedley WC (1990) Combining qualitative and quantitative factors—an analytic hierarchy approach. Socio Econ Plan Sci 24(1):57–64 (ISSN 0038-0121)CrossRef Wedley WC (1990) Combining qualitative and quantitative factors—an analytic hierarchy approach. Socio Econ Plan Sci 24(1):57–64 (ISSN 0038-0121)CrossRef
39.
Zurück zum Zitat Aman MM, Jasmon GB, Bakar AHA, Mokhlis H (2013) A new approach for optimum DG placement and sizing based on voltage stability maximization and minimization of power losses. Energy Convers Manag 70:202–210 (ISSN 0196-8904)CrossRef Aman MM, Jasmon GB, Bakar AHA, Mokhlis H (2013) A new approach for optimum DG placement and sizing based on voltage stability maximization and minimization of power losses. Energy Convers Manag 70:202–210 (ISSN 0196-8904)CrossRef
41.
Zurück zum Zitat Kersting WH (2001) Radial distribution test feeders. In: IEEE power engineering society winter meeting conference proceedings, Columbus, OH, USA, pp 908–912 Kersting WH (2001) Radial distribution test feeders. In: IEEE power engineering society winter meeting conference proceedings, Columbus, OH, USA, pp 908–912
42.
Zurück zum Zitat Orosz MS, Quoilin S, Hemond H (2013) Technologies for heating, cooling and powering rural health facilities in sub-Saharan Africa. Proc Inst Mech Eng Part A J Power Energy 227(7):717–726CrossRef Orosz MS, Quoilin S, Hemond H (2013) Technologies for heating, cooling and powering rural health facilities in sub-Saharan Africa. Proc Inst Mech Eng Part A J Power Energy 227(7):717–726CrossRef
43.
Zurück zum Zitat Ortega Alba S, Manana M (2017) Characterization and analysis of energy demand patterns in airports. Energies 10(1):119CrossRef Ortega Alba S, Manana M (2017) Characterization and analysis of energy demand patterns in airports. Energies 10(1):119CrossRef
46.
Zurück zum Zitat Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef
47.
Zurück zum Zitat Hart WE, Laird CD, Watson J-P, Woodruff DL, Hackebeil GA, Nicholson BL, Siirola JD (2017) Pyomo—optimization modeling in python, vol 67, 2nd edn. Springer, ChamCrossRefMATH Hart WE, Laird CD, Watson J-P, Woodruff DL, Hackebeil GA, Nicholson BL, Siirola JD (2017) Pyomo—optimization modeling in python, vol 67, 2nd edn. Springer, ChamCrossRefMATH
Metadaten
Titel
Multi-period optimal scheduling framework in an islanded smart distribution network considering load priorities
verfasst von
B. Ramesh
Mohan Khedkar
Nitin Kumar Kulkarni
Raushan Kumar
Publikationsdatum
09.01.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Electrical Engineering / Ausgabe 2/2023
Print ISSN: 0948-7921
Elektronische ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-022-01711-4

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