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相关论文: "Knees" in lithium-ion battery aging trajectories

200 篇论文

Batteries are ubiquitous today, with applications ranging from smartphones, watches, and laptops to electric cars, drones, and electric aircraft. Lithium-ion batteries are widely used in these applications due to their high energy density,…

计算工程、金融与科学 · 计算机科学 2026-03-03 Vikram C Patil

Monitoring the health of lithium-ion batteries' internal components as they age is crucial for optimizing cell design and usage control strategies. However, quantifying component-level degradation typically involves aging many cells and…

计算工程、金融与科学 · 计算机科学 2024-04-09 Sina Navidi , Adam Thelen , Tingkai Li , Chao Hu

Lithium-ion batteries are widely used in various applications, including portable electronic devices, electric vehicles, and renewable energy storage systems. Accurately estimating the remaining useful life of these batteries is crucial for…

机器学习 · 计算机科学 2023-05-18 Ganesh Kumar

In this paper we study a system of partial differential equations which models lithium-ion batteries. The system describes the conservation of Lithium and conservation of charges in the solid and electrolyte phases, together with the…

偏微分方程分析 · 数学 2022-02-08 Xiangsheng Xu

Battery degradation modes influence the aging behavior of Li-ion batteries, leading to accelerated capacity loss and potential safety issues. Quantifying these aging mechanisms poses challenges for both online and offline diagnostics in…

信号处理 · 电气工程与系统科学 2024-12-16 Yuanhao Cheng , Hanyu Bai , Yichen Liang , Xiaofan Cui , Weiren Jiang , Ziyou Song

Electrode particle cracking is one of the main phenomena driving battery capacity degradation. Recent phase field fracture studies have investigated particle cracking behaviour. However, only the beginning of life has been considered and…

化学物理 · 物理学 2022-06-28 W. Ai , B. Wu , E. Martínez-Pañeda

Degradation prognosis for lithium-ion cells requires forecasting the state-of-health (SOH) trajectory over future cycles. Existing data-driven approaches can produce trajectory outputs through direct regression, but lack a mechanism to…

机器学习 · 计算机科学 2026-03-12 Kai Chin Lim , Khay Wai See

Challenges associated with in-service mechanical degradation of Li-ion battery cathodes has prompted a transition from polycrystalline to single crystal cathode materials. Whilst for single crystal materials, dislocation-assisted crack…

Disorder-driven degradation phenomena, such as structural phase transformations and surface reconstructions, can significantly reduce the lifetime of Li-ion batteries, especially those with nickel-rich layered-oxide cathodes. We develop a…

化学物理 · 物理学 2023-04-25 Debbie Zhuang , Martin Z. Bazant

Lithium-ion batteries are playing a key role in the sustainable energy transition. To fully exploit the potential of this technology, a variety of modeling, estimation, and prediction problems need to be addressed to enhance its design and…

系统与控制 · 电气工程与系统科学 2023-05-09 Gabriele Pozzato , Simona Onori

Health evaluation for lithium-ion batteries (LIBs) typically relies on constant charging/discharging protocols, often neglecting scenarios involving dynamic current profiles prevalent in electric vehicles. Conventional health indicators for…

机器学习 · 计算机科学 2025-03-12 J. C. Chen

In this article, a pioneering study is presented where the intermittent current interruption method is used to characterize the aging behavior of commercial lithium ion batteries. With a very resource-efficient implementation, this method…

化学物理 · 物理学 2021-11-09 Zeyang Geng , Torbjörn Thiringer , Matthew J. Lacey

Lithium-ion technologies are increasingly employed to electrify transportation and provide stationary energy storage for electrical grids, and as such their development has garnered much attention. However, their deployment is still…

物理与社会 · 物理学 2021-04-26 Micah S. Ziegler , Jessika E. Trancik

Renewable energy is critical for combating climate change, whose first step is the storage of electricity generated from renewable energy sources. Li-ion batteries are a popular kind of storage units. Their continuous usage through…

统计方法学 · 统计学 2024-11-05 Youngjin Cho , Quyen Do , Pang Du , Yili Hong

The degradation process of lithium-ion batteries is intricately linked to their entire lifecycle as power sources and energy storage devices, encompassing aspects such as performance delivery and cycling utilization. Consequently, the…

机器学习 · 计算机科学 2023-08-16 Yue Xiang , Bo Jiang , Haifeng Dai

Parameterisation of coupled degradation mechanisms in lithium-ion batteries is a major challenge. Interactions between the mechanisms depend on usage conditions: C-rate, rest state-of-charge (SoC), depth-of-discharge (DoD) and temperature.…

材料科学 · 物理学 2026-04-13 Ganesh Madabattula

Battery interfaces help govern rate capability, safety/stability, cycle life, and self-discharge, but significant gaps remain in our understanding at atomic length scales that can be exploited to improve interfacial properties. In…

材料科学 · 物理学 2022-05-25 Kevin Leung , Laura C. Merrill , Katharine L. Harrison

Ubiquitous use of lithium-ion batteries across multiple industries presents an opportunity to explore cost saving initiatives as the price to performance ratio continually decreases in a competitive environment. Manufacturers using…

信号处理 · 电气工程与系统科学 2021-10-20 Anmol Singh , Caitlin Feltner , Jamie Peck , Kurt I. Kuhn

Battery safety is important, yet safety limits are normally static and do not evolve as batteries degrade. Consequently, many battery systems are overengineered to meet increasingly stringent safety demands. In this work we show that…

化学物理 · 物理学 2024-08-30 Xinlei Gao , Ruihe Li , Gregory J. Offer , Huizhi Wang

Reliable early detection of lithium-ion battery degradation requires health indicators that are physically interpretable and computable from routine cycler telemetry without access to the degradation region. We introduce…

材料科学 · 物理学 2026-05-19 Dieter W. Heermann , Hagen Heermann