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. 2024 Jul 8;14:15652. doi: 10.1038/s41598-024-66644-3

Table 1.

Exploring optimization strategies for energy management in microgrid: a review.

References Year Components of test system used Objective functions Methodology Remarks
54 2024 WT, PV, battery, MT, diesel generator, FC Operation cost Intelligent golden jackal optimization Integration of electric vehicle is not considered
55 2023 PV, battery, MT, thermal generator, CHP Operation cost, emission Epsilon constraint algorithm Integration of WT and FC not considered
56 2024 WT, PV, battery, MT, diesel generator, FC Operation cost, emission Manta ray foraging optimization Analysis of environmental pollution is ignored. Multi-objective optimization not implemented
57 2023 CES, EES, CAES, EHP, AC, heat pump Operation cost, emission Blue whale optimization algorithm Integration of WT, PV, and MT not considered. Different charging modes of EV not analyzed
58 2023 PV, WT, battery MG and EV cost Enhanced variant multi-objective particle swarm optimization algorithm Analysis of environmental pollution is ignored
59 2023 CHP, gas boiler, WT, PV, HS, BS Operating cost of multi-microgrid, profit of the distribution company Mixed-integer linear programming, ε-constraint approach, mixed-integer nonlinear programming Analysis of environmental pollution is ignored
60 2023 WT, PV, battery, MT, diesel generator, FC and grid Operation cost, emission Improved shuffled frog leaping algorithm Different charging modes of EV not analyzed
61 2023 thermal generators, battery and grid operation cost, emission efficient black widow optimization algorithm, Integration of renewable energy sources is ignored
62 2023 PV, diesel generator, grid and battery Energy consumption, life cycle of battery, practicality of the renewable energy usage Extended optimal ε-variable technique Analysis of operating cost and emission is ignored
63 2024 Battery, supercapacitor Battery capacity loss, state of charge NSGA-III, Integration of renewable energy sources is ignored
64 2023 WT, MT, PV, FC and battery Generation cost, penalty cost of frequency overrun Back Propagation neural network Analysis of environmental pollution is ignored
65 2023 PV, WT, CHP, boiler, battery Operation cost, emission Lexicography-compromised programming Integration of MT and FC is ignored
66 2022 WT, PV Voltage deviation, energy not supplied, overall annual cost of energy in a microgrid Jellyfish search optimizer Integration of MT and FC is ignored
67 2024 PV, battery Electricity consumption costs, variability in grid-side energy supply Multi-objective particle swarm algorithm Analysis of environmental pollution is ignored
68 2024 WT, PV, diesel generator, MGT, battery Operation cost, emission Improved PSO algorithm Integration with EV is ignored
69 2023 PV, WT, battery Operating cost, voltage deviation, active power loss Wavelet neural network Analysis of environmental pollution is ignored
70 2023 WT, PV Operating cost, rate of renewable energy, cost of the distribution network operators, cost of electric vehicle users, profit of microgrid operators Improved PSO algorithm Analysis of environmental pollution is ignored. Integration of MT and FC is ignored
71 2024 WT, PV, battery and grid Operation cost, emission, voltage deviation, active power loss Multi-objective artificial vultures optimization algorithm Integration of MT and FC is ignored
72 2023 WT, PV, battery Operating cost PSO Analysis of environmental pollution is ignored. Integration of MT and FC is ignored
73 2023 WT, PV, battery Cost of electric vehicle aggregator Twin delayed deep deterministic policy gradient algorithm Analysis of environmental pollution is ignored. Integration of MT and FC is ignored