This work has assumed that two wind farms, two photovoltaic farms and one battery energy storage system are integrated into the distribution systems by applying inverters with a fixed 0.9 lagging power factor 31. Minimum and maximum numbers of the WFs and PVFs are 2 and 15 wind turbines, and 2,000 and 10,000 photovoltaic modules, respectively.
This paper considers the integration of wind farms (WFs), photovoltaic farms (PVFs), and battery energy storage systems (BESS) simultaneously into IEEE 123-bus UDS with devices such as capacitors, switches, and voltage regulators 29 and 55-bus BDS in Nha Be District, Ho Chi Minh City, Vietnam 30.
Energy loss reduction has increased significantly by integrating BESS and photovoltaic generation units simultaneously. In that study, COA also proved outstanding in solving optimization problems compared to others.
The considered costs include (1) investment, operation, and maintenance (O&M) costs of WFs, PVFs, and BESS; (2) imported energy cost for loads and power losses from the main power grid; and (3) generated emission cost from conventional power plants considering time-varying generation and consumption.
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