Intelligent energy storage controller

Do intelligent controllers improve battery capacity reduction and energy management?

The results show that the intelligent controllers, especially the ANFIS-based controller, significantly improve battery capacity reduction and energy management. In the Federal Test Procedure 75 (FTP-75) driving cycle, the ANFIS controller improved battery capacity by 13.27% at the 5000th cycle.

Can a battery/supercapacitor hybrid energy storage system improve current management?

Electric vehicles (EVs) are becoming increasingly popular, but their widespread adoption is still limited by issues such as short battery life and limited driving range. To address these challenges, this study proposes an intelligent current management strategy using a battery/supercapacitor hybrid energy storage system (HESS).

How do energy management controllers optimize Hess performance?

Effective energy management controllers are vital for scheduling these energy transfers and optimizing overall system performance. The literature explores various control strategies for optimizing HESS performance, including dynamic programing (DP) , rule-based control, and model predictive control (MPC) [8, 9].

Can hybrid energy storage improve EV performance?

To further enhance EV performance and increase battery life, researchers have explored the concept of hybrid energy storage systems (HESSs) . By combining traditional batteries with supercapacitors (SCs), HESS can overcome the limitations of conventional batteries .

Is ANFIS-based controller effective in preserving battery life and enhancing driving range?

These findings confirm that the proposed ANFIS-based controller is the most effective in preserving battery life and enhancing driving range. This approach offers a practical and efficient solution to key limitations in EV performance, contributing to the development of more reliable and longer-lasting EVs. 1. Introduction

Does an Ann controller reduce battery SoC?

The implementation of an ANN-based controller results in a slight reduction in battery SoC from 80% to 78.7% over a 2475-second driving cycle. While this variation may appear minimal, it holds significance for long-distance travel where energy efficiency is critical.