Title :
A probabilistic approach to determine PV array size and battery capacity used in grid-connected PV systems
Author :
Zarezadeh, Esmail ; Fakharzadegan, Hamid ; Ghorbani, Ayaz ; Fathabadi, Hossin
Author_Institution :
Dept. of Electr. Eng., AmirKabir Univ., Tehran, Iran
Abstract :
This paper focuses on optimizing the PV array size and capacity of the battery used in grid-connected photovoltaic systems from the perspective of residential electricity consumers. In our approach, battery capacity and PV array size are obtained with respect to energy dispatch schedule stored in the battery energy storage system. To achieve reliable results, some uncertainties, such as the stochastic output power of the PV system and the electricity load are considered. A Point Estimation Method (PEM) is used to generate samples of the uncertain variables. In order to account for operation of the system after installation and to reduce the computational burden, data clustering techniques are implemented to produce scenarios for net load of the customer. Then, the proposed Mixed Integer Programming (MIP) model of the optimization problem is solved. A Feed-in Tariff and a time-of-use rate structure are selected and the effects of electricity tariff on optimal sizing of the system components are studied. In this work, the effects of PV array size on the optimal battery capacity are investigated. Also, the role of considering real assumptions of the battery life and inverter cost on changing limits to feasibility of these systems are evaluated.
Keywords :
battery storage plants; computational complexity; integer programming; invertors; pattern clustering; photovoltaic power systems; power grids; MIP model; PV array size determination; PV system; battery capacity; battery energy storage system; computational burden reduction; data clustering techniques; energy dispatch schedule; feed-in tariff; grid-connected PV systems; grid-connected photovoltaic systems; inverter cost; mixed integer programming model; point estimation method; probabilistic approach; stochastic output power; time-of-use rate structure; Arrays; Batteries; Electrical engineering; Inverters; Load modeling; Optimization; Schedules; Battery storage system; Feed-in Tariff; Grid-connected photovoltaic system; Sizing optimization; Time-of-use;
Conference_Titel :
Electrical Engineering (ICEE), 2015 23rd Iranian Conference on
Conference_Location :
Tehran
Print_ISBN :
978-1-4799-1971-0
DOI :
10.1109/IranianCEE.2015.7146463