Showing 101–104 of 117 results
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Low Data Machine Learning for Predicting Lithium-ion Battery Aging
Meeting the demand for reliable energy storage, this work presents a machine-learning model for precise cycle life prediction in lithium-ion batteries (LIB). It explores battery aging features, utilizes data-driven methods for health assessment, and applies machine learning to predict cycle life. To address data limitations, synthetic data generation is employed, enhancing prediction accuracy. The presentation concludes by demonstrating the practical deployment of the proposed ML model on a battery management system, showcasing its potential impact on power usage efficiency. Discussions cover crucial aspects such as battery aging, data-driven health measurement, and the model’s versatility in handling accidental effects during operation.
This webinar will focus on the following key topics:
• Unveiling Battery Aging: identifying key aging features
• Data-Driven Insights: machine learning for battery state of health assessment
• Cycle Life Precision: machine learning in Lithium-Ion battery predictions
• Addressing Data Gaps: synthetic data for enhanced prediction accuracy
• Real-World Impact: practical deployment of ML on battery management systemsPresenter
Meghana Sudarshan – Ph.D. Candidate at Purdue UniversityMeghana Sudarshan is currently pursuing a Ph.D. from the School of Aeronautics and Astronautics at Purdue University. Her research focuses on developing data-driven models agnostic battery management systems in UAVs and electric vehicles for predicting degradation of COTS (Commercial Off-The-Shelf) Li-ion Batteries as a function of operation parameters.
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IP Landscape, Strategies & Protection for Li-Ion Battery Solid-State Electrolytes and Silicon-Based Anodes
The audience will learn about recent key inventions in the areas of solid electrolytes and silicon anodes for Li-ion batteries that constitute the state of the art. Exemplified by a look at two new-comers (startups) and two incumbents, attendees will further learn about how to approach IP strategy & protection for their R&D programs.
This webinar will focus on the following key topics:
• IP landscape, strategies & protection
• Solid-state electrolytes for Li-ion batteries
• Silicon-based anodesPresenters
Howard Lim – Associate Attorney, Fenwick & West LLP
Pirmin Ulmann – Co-Founder & CEO, B-Science.netHoward represents technology-based clients in patent litigation matters and postgrant proceedings, such as inter partes reviews. He has technical experience in the area of lithium-ion batteries, electric vehicles, semiconductors, semiconductor manufacturing equipment, and LCD and OLED display technologies. Prior to becoming a lawyer, Howard had a substantial career in the lithium-ion battery industry working for Panasonic and Sanyo Electric Company developing new products in the areas of electric vehicle and energy storage technologies.
Pirmin is co-founder and CEO of b-science.net, a battery innovation & patent monitoring service that is based on a novel machine learning approach. He obtained a diploma in chemistry from ETH Zurich (Switzerland) in 2004 and a PhD from Northwestern University (USA) in 2009. Thereafter, he was a JSPS Foreign Fellow at the University of Tokyo (Japan). From 2010 to 2016, while working at a major battery materials manufacturer in Switzerland, he was a coinventor of 7 patent families related to lithium-ion batteries. He holds the credential Stanford Certified Project Manager (SCPM) and has co-authored scientific publications with more than 1,600 citations.
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Solid-State Batteries – The Key Enabling Technology in Advanced Electric Vehicles
The ‘EV Everywhere Grand Challenge’ has led to extensive research and development of battery technologies with high energy density. To date, state-of-the-art Li-ion batteries (SOA LIBs) based on alkali metal ion intercalation cathodes and anodes have been widely adopted in plug-in hybrid and niche high performance electric vehicles. However, concern with the ultimate limits of SOA LIBs related to their energy density, weight and safety suggests the need for alternatives over the long term. Solid-state batteries (SSBs) have been recognized as an ideal solution that can enable energy densities beyond those of SOA LIBs by utilizing Li metal anode and high voltage cathode, while delivering long cycle life and improved safety. As the key component of SSB, solid-state electrolyte (SSE) replaces the porous separator/ liquid electrolyte to act as a physical barrier and mechanically suppress the formation and penetration of Li dendrites. However, successful development and commercialization of SSBs requires fundamental research related to enhancing the SSE ionic conductivity, stabilizing the electrolyte/ electrode interfaces, cell and pack manufacturing methods, development of battery management systems, and efficient battery pack designs. In this webinar, the practices and principles that have been proposed for dealing with core problems related to SSBs as well as future research avenues that will encourage the adoption of SSBs in real application will be discussed.
This webinar will focus on the following key topics:
• The microstructure role and SSE composition on the Li+ conduction behavior
• Design and development of an effective electrode-electrolyte interface in SSBs
• Mechanistic origins of Li dendrite growth in SSEs and approaches to mitigate the dendrite penetration
• Manufacturing challenges related to mass production of SSBsPresenter
Asma Sharafi – Research Engineer at Ford Motor CompanyAsma Sharafi is a Research Engineer working in Electrification Subsystem and Power Supply Department at Ford Motor Company. Prior to joining Ford, she completed her Ph.D. at the University of Michigan in Mechanical Engineering. Her primary focus is development of pioneering strategies to improve the durability and increase the energy density of batteries for their implementation in electric vehicles.
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Solving Dielectric and Thermal Challenges in EV Batteries with Adhesive Tapes
The use of electric vehicles in North America is on the rise, and the need for comprehensive safety measures for their batteries is essential. This talk will explore dielectric and thermal protection with pressure sensitive adhesive tapes as a key component of electric vehicle battery safety. We will discuss the benefits of such tapes, their basic composition, and how they can reduce the risk of failure due to electrical or thermal overloads. In addition, we will investigate how these tapes can be combined with other materials like aerogel, thermal ceramics, mica, foam, and more. Finally, we will consider some of the potential challenges and solutions associated with implementing pressure sensitive adhesive tapes in electric vehicle battery safety.
This webinar will focus on the following key topics:
• Understanding the challenges of dielectric and thermal protection in E-mobility
• Learning how to address those challenges with different materials
• Flame retardant mounting and encapsulation tapes
• Emergency Thermal Propagation Venting tape solution
• Puncture, abrasion, and high voltage resistant tapes for robust electrical insulationPresenters
Dr. Fabian Brockmeyer – Lab Manager Automotive at tesa tape North America
Nico Eddelbuettel – Market Segment Manager ePowertrain at tesa tape North America
Elliot Sedlecky – Business Development Manager at tesa tape North AmericaTesa Tape is a proud sponsor of this event.
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