From Data to Decisions: Predictive Maintenance and Analytics for Large-Scale BESS Fleets

premium account

Recording of Tuesday, June 23, 2026 | The smarter E Europe Conferences 2026 | Language: English | Duration: 12:37 .

Insights into Energy Storage Systems and Operational Challenges

TWAICE is an independent analytics company that specializes in energy storage systems, monitoring over 20 gigawatt hours across more than 130 projects. The firm aims to transition utility companies and Independent Power Producers (IPPs) from reactive to proactive energy management. A significant portion of energy storage system operators comes from a solar energy background, influencing data utilization in both solar and Battery Energy Storage Systems (BESS). The BESS enhances data acquisition of critical parameters like temperature and voltage, vital for optimizing energy resources. However, challenges such as inadequate measurement data and the complexity of estimating the State of Charge (SOC) can hinder effective performance assessment. SOC errors, often due to cell imbalances, can limit overall battery capacity, emphasizing the need for accurate SOC calculations for energy trading. Maintenance challenges, such as disconnected components in energy systems and clogged HVAC filters, further complicate operations. These issues can lead to energy loss and safety concerns, necessitating early identification and maintenance to ensure system efficiency.

Automated summarization by AI Conver

Speaker

Dr. Stephan Rohr
CEO
TWAICE
Germany

While predictive maintenance has become a well-known concept in battery energy storage, the next step is predictive operation. This approach aims not only to prevent failures, but also to continuously optimize system operation in real time. The goal is to maximize the performance, efficiency and lifetime of the existing hardware in each specific use case. Predictive operation extends beyond the battery cells themselves: Adaptive thermal management, intelligent inverter control and optimal coordination of power electronics all play a crucial role. By anticipating system behavior under different operating scenarios, predictive operation enables asset owners and operators to extract greater value from their storage systems while improving reliability and integration with renewable generation. This session will highlight the latest methods, control strategies and demonstration results that bring predictive operation from research into practice.

Further Talks of this session:

Speaker

Prof. Dr. Holger Hesse
Head of Smart Energy Systems Research Group
University of Applied Sciences Kempten

To Talk

Speaker

Aleksej Krükov
General Manager Overseas Service EMEA
Contemporary Amperex Technology Limited

To Talk

Speaker

Gaëlle Ryckebusch
Head of Digital Products Strategy - Energy Storage Systems Division
SAFT
France

To Talk

Speaker

Dr. Raphael Hollinger
Managing Director
The Mobility House Energy GmbH
Germany

To Talk

Speaker

Vivek Tanjavooru
Research Associate
Kempten University of Applied Sciences
Germany

To Talk

To Talk

Further Content
Publications
European Market Outlook for Battery Storage 2025–2029

Comprehensive analysis of Europe’s battery storage market – now available for download

Battery Business & Development Forum
Deep Dive Europe 2: Made in Europe – How to Build a Competitive European Manufacturing Base

Wednesday, April 1, 2026 10:45am–12:00pm

premium account

This session unpacks EU policies such as NZIA, CISAF and EU-made bonuses, addressing competitiveness, skills, and raw material challenges.

Battery Business & Development Forum
Deep Dive Germany 1 | Grid Access in Germany: FCA, Grid Fees and Market Perspectives

Tuesday, March 31, 2026 3:45pm–5:00pm

premium account

This session brings together regulators, grid operators and developers to discuss how the system currently works and where it is heading.

Battery Business & Development Forum
Future-Proof BESS: Procurement, Design and Lessons from Operating Projects

Wednesday, April 1, 2026 2:45pm–4:00pm

premium account

This session examines how procurement, system design and construction choices affect project outcomes — and what developers should do differently.

Battery Business & Development Forum
Global Supply Chains – Ensuring Access to Critical Raw Materials for BESS for Europe

Wednesday, April 1, 2026 9:00am–10:15am

premium account

This session looks at measures taken to make the EU more independent in sourcing critical raw materials for BESS components and how the framework conditions to facilitate recycling and circular economy in BESS need to evolve.

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.