Skip to main content
. 2024 Jan 2;14:283. doi: 10.1038/s41598-023-50825-7

Table 3.

Main features of previous studies.

Pub. Considerations Optimization techniques Objective function
118 (2021)

Arrival pattern of vehicles

Irregular solar photovoltaic power

Management of energy storage systems

The costs of investments, operations, upkeep, and penalties

AMPL with a Gurobi solver Profit maximization
115 (2022)

Electric vehicle charging stations (EVCS) and distributed generators (DG)

G2V and V2G operation modes

PSO, or simultaneous particle swarm optimization Minimizing power losses
104 (2022)

Distribution network facilities for DG units, battery energy storage systems (BESS) units, and EVCS facilities

Uncertainties related to load usage, solar irradiance, and power costs

Reinforcement learning (RL)-based algorithm

Multi-stage, hybrid optimization scheme

Minimization of power losses

Voltage fluctuations

Operation and maintenance cost

CO2 emission cost

121 (2021) The optimum possible configuration of the imbalanced redial distribution scheme for the EVCS Particle Swarm Optimization technique (PSO) Reducing costs associated with installing and erecting tie-lines
122 (2021) Taking EV load uncertainty, grid-connected EVCS with renewable energy sources (RES) planning is investigated HOMER software

Maximizing RES utilization. Minimizing the construction cost

The grid’s fluctuating electricity supply

112 (2021) The grid’s and electric vehicle owners’ connected benefit Voronoi diagram combined with improved PSO Minimizing the social cost
117 (2013) Environmental issues and service radius of EVCS Modified primal–dual interior point algorithm Minimizing grid loss
123 (2018) A combination of multi-type charging facilities Mixed integer second-order cone programming Minimizing the social cost of the whole charging system
105 (2017) Optimal placement/sizing of EVCS in the city of Allahabad Hybrid algorithm based on genetic algorithm and PSO Reducing the cost of developing, constructing, and maintaining
106 (2015)

Grid voltage profile

The day-ahead load characteristic’s hourly peak demand ratio, wind speed, and sun irradiation

A differential evolution algorithm

Minimizing power losses

Charging costs of EVs

120 (2014) Stations for fast battery swapping and charging in distribution networks A modified differential evolution algorithm Maximization of net present value
112 (2018) The location and sizing of FCSs and distributed generations (DGs), considering constraints like the proportion of EVs in each zone and the maximum number of FCSs possible given the planned system’s road and electrical infrastructure A mixed integer non-linear problem (MINLP) and Non-dominated sorting genetic algorithm II (NSGA-II) Minimize of the investment cost of CSs and DG units voltage deviation, and power losses
110 (2020)

The integration of natural gas, transportation, and active distribution networks

Strategies of renewable energy generation and the effect of traffic flow

A mixed-integer nonlinear program problem Environmental performance
114 (2021) Uncertainty in PV, wind, and load power

Bi-level met heuristic-based solution

The grey wolf optimization (GWO)

Maximizing RES and EV decision variables
107 (2020) Static, dynamic, and heuristic on balanced radial distribution system Multiple objective particle swarm optimization (MOPSO)

Minimizing losses

Reliability of the system thermal stability

116 (2021) Reactive power compensation effect A hybrid of grey wolf optimization and PSO

Minimizing the active power loss

Maximizing the net profit

111 (2022) The user’s satisfaction and the ease of charging are considered An immune algorithm Maximum electric vehicle user satisfaction
124 (2022) Three types of flooding are considered: riverine flooding, sea-level rise-induced chronic flooding, and coastal flooding brought on by hurricanes Non-dominated sorting genetic algorithm-III (NSGA-III) and the technique for order of preference by similarity to ideal solution (TOPSIS)

Decrease the charging convenience

Decrease the impact of flood hazards

119 (2022) A planning strategy for PV/storage fast charging stations that considers demand response Non-dominated sorting genetic algorithm (NSGA-II)

Maximizing the revenue from fees paid to service providers

Minimizing the total charging time of EVs

113 (2020) Both traffic and the power distribution grid, the constraints of safe and stable grid operation A linearized generalized Bender’s decomposition algorithm Maximizing the profit
102 (2021) Convenience for EV users, station economic profit, the effect on distribution systems, and the impact on the environment Multi-objective binary and non-dominated sorting genetic algorithm Minimizing queuing time, station economy
103 (2023)

A hybrid nuclear-renewable energy system

Emission COE, GHG emissions, O&M cost, and ROI

HOMERPro software Minimizing the cost of different emissions, O&M, and ROI