Abstract
State of charge (SOC) and state of health (SOH) estimation is an important function in electric-vehicle (EV) battery-management systems (BMSs). SOC and SOH are the principal parameters for judging a battery's state and critical for ensuring its safety and performance. In a conventional EV BMS, SOC and SOH estimation is performed on the master. However, owing to the increasing number of battery cells and computational cost of estimation algorithms, hardware-oriented processing for each single-battery module on the slave is being researched to reduce the master's burden. Accordingly, this paper describes the hardware-optimized algorithm, VLSI design, and field-programmable gate array (FPGA) implementation verification results of an application-specific integrated circuit in a slave module to estimate SOC and SOH for multiple cells. We introduce an SOC and SOH estimation algorithm with 70% complexity reduction within a 2% error margin based on each cell's voltage, current, and temperature and design a hardware block and logic circuit to implement the algorithm. An FPGA was utilized to verify the designed logic circuit, revealing a performance time of 0.65μs at 100 MHz. Finally, an FPGA testbed connected to a real battery and analog-front-end board was built to check the real-time performance through a graphical user interface.
| Original language | English |
|---|---|
| Article number | 108876 |
| Journal | Journal of Energy Storage |
| Volume | 73 |
| DOIs | |
| State | Published - 1 Dec 2023 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Battery management system (BMS)
- Electric vehicle (EV)
- State-of-charge (SOC)
- State-of-health (SOH)
- VLSI Design
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