• English
  • Deutsch
  • Log In
    Password Login
    Research Outputs
    Fundings & Projects
    Researchers
    Institutes
    Statistics
Repository logo
Fraunhofer-Gesellschaft
  1. Home
  2. Fraunhofer-Gesellschaft
  3. Konferenzschrift
  4. foxBMS - free and open BMS platform focused on functional safety and AI
 
  • Details
  • Full
Options
2020
Conference Paper
Title

foxBMS - free and open BMS platform focused on functional safety and AI

Abstract
The last years have shown a strong market demand for lithium-ion battery systems with higher energy densities, longer lifetimes, and lower costs, but at the same time without compromising safety. To help developers, engineers and researchers worldwide, Fraunhofer IISB has established the free and open source Battery Management System(BMS)development platform foxBMS. The foxBMS platform consists of a modular hardware and software architecture and a complete software development toolchain. Based on the experience providing foxBMS-based solutions to customers and the research community, the next generation of foxBMS is strongly focused on functional safety standards. The hardware architecture and the hardware components themselves help to ensure that functional safety standards are met. Additionally, foxBMS supports a workflow for implementing Artificial Intelligence (AI)-based battery state estimators for the BMS. Using foxBMS as a data generator within this workflow a Neural Network (NN) based on a Long Short-Term Memory (LSTM) is trained offline to estimate the state of charge (SOC) based on the current and voltage measurement input. The simulation results, obtained with the trained NN running online on the device, are shown in this paper.
Author(s)
Waldhör, Stefan  orcid-logo
FhG IISB
Bockrath, Steffen
FhG IISB
Wenger, Martin  
FhG IISB
Schwarz, Radu
FhG IISB
Lorentz, Vincent  orcid-logo
FhG IISB
Mainwork
PCIM Europe 2020, International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management. CD-ROM  
Project(s)
DEMOBASE  
AI4DI  
Funder
European Commission EC  
European Commission EC  
Conference
PCIM Europe Digital Days 2020  
File(s)
Download (174.31 KB)
Rights
Use according to copyright law
DOI
10.24406/publica-fhg-408443
Language
English
Fraunhofer-Institut für Integrierte Systeme und Bauelementetechnologie IISB  
  • Cookie settings
  • Imprint
  • Privacy policy
  • Api
  • Contact
© 2024