AI-Assisted EV Batteries Development and in-Life Monitoring

premium account

Recording of Wednesday, June 19, 2024 | The smarter E Europe | Conference Program | Language: English | Duration: 17:51 .

Battery Lifecycle Optimization Using AI: How TWICE Enhances Fleet Management with Advanced Analytics

The speaker addresses an audience familiar with terms like SOH (State of Health), SOC (State of Charge), and OCV (Open Circuit Voltage) in the context of battery technology, particularly differentiating NMC from LFP batteries. They explain TWICE's mission to optimize vehicle batteries' lifecycle, including a 16-year first-life span for fleet-managed vehicles, through AI-driven monitoring. The emphasis is on enhancing sustainability by maximizing battery efficiency and longevity. TWICE operates globally with numerous customers in OEM and mobility operations sectors. Their approach involves leveraging analytics/AI to handle complex battery systems better than manual methods could manage. By analyzing approximately 2.4 billion data points per battery over its lifetime, they aim to provide comprehensive insights into each unit’s health and performance metrics beyond just measurable KPIs like SOH. They collect data via connected vehicle systems to predict future states rather than merely reacting to issues as they arise, thereby optimizing operations throughout the asset's life cycle before recycling becomes necessary. This includes ensuring safety standards and extending warranties alongside improving overall performance metrics based on actionable recommendations derived from their detailed analyses. In essence, TWICE aids in transitioning toward more electrified transportation systems by making every percentage point improvement count financially while promoting long-term use over premature recycling through meticulous data-driven strategies.

Automated summarization by AI Conver

Dr. Jonas Böhm
TWAICE
Germany

Batteries are at the heart of any electric vehicle. Their design determines the vehicle's range, charging speed, performance in cold weather, fire safety and many other properties. The speed of development has been immense, as new cell chemistries such as LFP, sodium-ion and solid state batteries are pushing into the market. Significant progress has been made with monitoring battery usage with a view to design optimization so that the battery performance is maximized without accelerating the ageing process. In this session, we share insights on the performance of today's vehicle batteries and future technological developments.

Further Talks of this session:

Speaker

Dr. Christopher Hecht
Data Scientist
ISEA Institute, RWTH Aachen University
Germany

To Talk

Speaker

Andreas Richter
R&D Manager
DEKRA SE

To Talk

Speaker

Markus Hackmann
Managing Director
P3 Group GmbH
Germany

To Talk

Speaker

Luke Hu
General Manager, Global Business
Electroder
Germany

To Talk

To Talk

Further Content
Thomas Raffeiner and Petrouschka Werther
What EV Acceleration Means for the Grid

The smarter E Podcast Episode 260 | Language: English

July 9, 2026

Cars as batteries on wheels: Thomas Raffeiner and Petrouschka Werther discuss how V2G and smart charging turn EVs into critical grid assets.

Power2Drive Europe Conference 2023
Panel Discussion: PwC eMobility Leadership Dialogue

Wednesday, June 14, 2023, 09:00am–10:30am

The smarter E Europe Conference 2023 | Conference Program

free account

The Transition to technology-enabled mobility and sustainable zero-emission ecosystem offers an immense opportunity and equally operational challenges. The session provides a view on both global and regional market potentials and trends, as well as recommendations on how to identify realized profitable value pools. Recommendations are underpinned by PwC analytic data as well as real life case studies to guide e-mobility stakeholders towards the development of a reliable and sustainable EV-energy-ecosystem, operational excellence and profitable business models.

Thaddäus Kreisig
Stack ’Em Up: Germany’s Big Battery Inflection Point – with Thaddäus Kreisig

The smarter E Podcast Episode 265 | Language: English

September 16, 2026

Discover how Germany's solar surge is driving a gigawatt-scale battery boom, the revenue models making projects viable, and the hurdles ahead.

Intersolar Middle East Conference 2026
Towards Net Zero: Decarbonizing C&I Sector in MENA with Solar Leasing

Tuesday, September 01, 2026, 04:45 pm

Intersolar Middle East Conference 2026 | Conference Program

premium account

Gain firsthand insights from landmark solar developments transforming the Middle East and North Africa. This session showcases large-scale project successes, innovative technologies, and lessons learned, highlighting how strategic partnerships and bold investments are advancing regional energy goals and setting new benchmarks for global renewable deployment.

Rutger Schlatmann and Angelika Harter
Perovskites: The Race for the Future of PV?

The smarter E Podcast Episode 258 | Language: English

June 25, 2026

HZB researchers explore perovskite tandem solar cells, efficiency gains, and the challenges of bringing the technology to market.

You are using an outdated browser

The website cannot be viewed in this browser. Please open the website in an up-to-date browser such as Edge, Chrome, Firefox, or Safari.