惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

小众软件
小众软件
WordPress大学
WordPress大学
IT之家
IT之家
G
Google Developers Blog
Vercel News
Vercel News
阮一峰的网络日志
阮一峰的网络日志
博客园 - 三生石上(FineUI控件)
Engineering at Meta
Engineering at Meta
Martin Fowler
Martin Fowler
V
V2EX
爱范儿
爱范儿
Hugging Face - Blog
Hugging Face - Blog
Apple Machine Learning Research
Apple Machine Learning Research
B
Blog
V
Visual Studio Blog
有赞技术团队
有赞技术团队
I
InfoQ
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
月光博客
月光博客
J
Java Code Geeks
Stack Overflow Blog
Stack Overflow Blog
P
Proofpoint News Feed
云风的 BLOG
云风的 BLOG
雷峰网
雷峰网

Interesting Engineering

US firm to scale laser-based nuclear fusion ‘breakthrough’ with new partnership Military Archives - Interesting Engineering World’s first non-nuclear lead-cooled reactor to generate electricity begins installation US scientists devise new process to turn sewage sludge into 99% pure natural gas US firm unveils submarine-hunting drone with 9,200-mile-range, 35 mph top speed Military Archives - Interesting Engineering Supercomputer finds lithium-titanium tweak to boost sodium-ion batteries for grids Lockheed Martin demonstrates vertical launch missile system for mobile drone defense China’s 1116 MWe Taipingling Unit 1 reactor goes online, set to generate 9bn kWh yearly ChatGPT Images 2.0 update combines reasoning, research, and design with 2K output US Navy tests plug-and-play laser system on USS Bush carrier, downs drones at sea China’s CATL reveals 621-mile EV battery, under-7-minute charging to challenge BYD US uses world’s first exascale supercomputer to model supernovae, fusion reactors AI and Robotics Archives - Interesting Engineering First-in-human study confirms safety of graphene-based brain interface Tesla’s Optimus humanoid robot greets runners, poses for photos at Boston Marathon Interlocking materials offer high strength and flexibility for robotics, infrastructure US redeploys 100,000-ton nuclear-powered aircraft carrier in Red Sea after repairs US scientists unveil concept for ‘world’s first neutrino laser’ to unlock breakthroughs New military tech can maintain communication in contested electronic warfare environments Got a dark personality? Psychologists can help you choose your career wisely Humidity boosts performance of 3D-printed nanogenerator instead of degrading it China demonstrates microwave beam that recharges drones in flight, continues power delivery Scientists run compact free-electron laser for eight hours, cracks FEL stability problem China’s PLA considers to use minelaying underwater drones to enforce Taiwan blockade: Report 1-ton sharks may struggle for survival in waters exceeding 62.6°F, study suggests US firm’s thorium nuclear fuel bundles move to manufacturing for commercial reactors Tesla hits 0% charge in remote Chilean desert as YouTuber uses hood-mounted solar Humanoid robot surpasses human world record in Beijing half-marathon, clocking 50:26 mins New method extracts maximum work from unknown quantum states using symmetry tricks
Researchers develop battery software that tracks aging fr...
Neetika Walter · 2026-06-19 · via Interesting Engineering

Researchers in Austria have developed a new battery management system (BMS) that can detect hidden damage and track aging inside electric vehicle batteries, potentially improving safety, performance, and lifespan.

The technology was developed through the EU-funded Nemo project by Graz University of Technology (TU Graz), Vrije Universiteit Brussel, and several industry partners. Unlike conventional battery management systems that mainly monitor voltage, current, and temperature, the new approach provides direct insight into conditions inside battery cells.

Current battery systems often rely on external calculations to estimate battery health. As a result, damage or aging inside individual cells can be difficult to identify until performance begins to decline.

The researchers say the new models and algorithms allow the battery management system to independently identify faults, monitor cell degradation, and determine when maintenance may be needed.

Looking inside batteries

A key part of the project involved improving the system’s ability to detect safety risks before they become serious problems.

“The battery management system is an important tool for operating electric vehicles more safely and sustainably,” said Christoph Drießen from the Vehicle Safety Institute at TU Graz.

To train the system, researchers deliberately damaged battery cells in laboratory tests. Some cells were mechanically deformed to simulate incidents such as minor parking impacts. The resulting data was then used to develop algorithms capable of recognizing similar signs of damage in real-world batteries.

The system relies on electrochemical impedance spectroscopy (EIS), a sensor-based technique that measures electrical resistance inside battery cells. This allows engineers to collect information directly from within the battery rather than inferring its condition through external measurements alone.

Researchers say this additional layer of monitoring could help identify damaged cells at an earlier stage, reducing safety risks and allowing maintenance before larger problems develop.

“If we recognise faults and damage to individual battery cells at an early stage via the BMS, many dangers can be avoided,” Drießen said.

Smarter aging detection

Beyond safety, the researchers also focused on understanding how batteries age over time.

The TU Graz team developed a model that predicts changes in battery cell volume during charging and discharging cycles. Excessive expansion can increase mechanical pressure inside a battery pack, raising the risk of cracks, deformation, internal short circuits, and temperature spikes.

Meanwhile, researchers at Vrije Universiteit Brussel developed models that track aging and service-life changes within individual cells.

According to the team, existing battery checks mainly reveal how much overall capacity has been lost compared to a battery’s original condition. The new approach aims to provide a more detailed picture of what is happening inside the cells as they age.

“Up to now, a test only showed how much the capacity has decreased compared to the original battery condition,” said Drießen.

“But the new models also give us an insight into the changes within the cells as they age. This enables adjustments that are beneficial for performance, service life and safety.”

Despite the added functionality, researchers say the enhanced battery management system would not significantly increase the size or weight of existing systems. A demonstrator has already been built at the battery module level, while a follow-up project will focus on advancing the technology toward industrial deployment.

The study appears in Journal of Power Source.

Recommended Articles

With over a decade-long career in journalism, Neetika Walter has worked with The Economic Times, ANI, and Hindustan Times, covering politics, business, technology, and the clean energy sector. Passionate about contemporary culture, books, poetry, and storytelling, she brings depth and insight to her writing. When she isn’t chasing stories, she’s likely lost in a book or enjoying the company of her dogs.