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相关论文: How Long Will My Phone Battery Last?

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Battery state-of-health (SOH) reported by on-board battery management systems (BMS) is the primary metric available to electric vehicle (EV) owners and regulators, yet no study has validated its reliability across manufacturers against…

信号处理 · 电气工程与系统科学 2026-03-24 Jeongju Park , Kyungkak Kim , Seungho Geum , Junhyung Lee , Hyeongyu Son , Sekyung Han

Real-time monitoring of the state of health (SoH) of batteries remains a major challenge, particularly in microgrids where operational constraints limit the use of traditional methods. As part of the 4BLife project, we propose an innovative…

人工智能 · 计算机科学 2025-07-09 Bruno Jammes , Edgar Hernando Sepúlveda-Oviedo , Corinne Alonso

Battery management is a critical component of ubiquitous battery-powered energy systems, in which battery state-of-charge (SOC) and state-of-health (SOH) estimations are of crucial importance. Conventional SOC and SOH estimation methods,…

系统与控制 · 电气工程与系统科学 2025-06-09 Shida Jiang , Junzhe Shi , Scott Moura

Batteries are an essential component in a deeply decarbonized future. Understanding battery performance and "useful life" as a function of design and use is of paramount importance to accelerating adoption. Historically, battery state of…

机器学习 · 计算机科学 2023-09-20 Noah H. Paulson , Joseph J. Kubal , Susan J. Babinec

Accurate estimation of state of health (SOH) is critical for battery applications. Current model-based SOH estimation methods typically rely on low C-rate constant current tests to extract health parameters like solid phase volume fraction…

系统与控制 · 电气工程与系统科学 2025-04-21 Rui Huang , Jackson Fogelquist , Xinfan Lin

Battery health monitoring is critical for the efficient and reliable operation of electric vehicles (EVs). This study introduces a transformer-based framework for estimating the State of Health (SoH) and predicting the Remaining Useful Life…

机器学习 · 计算机科学 2025-01-31 Aybars Yunusoglu , Dexter Le , Karn Tiwari , Murat Isik , I. Can Dikmen

Smartphones and smartphone apps have undergone an explosive growth in the past decade. However, smartphone battery technology hasn't been able to keep pace with the rapid growth of the capacity and the functionality of smartphones and apps.…

人机交互 · 计算机科学 2018-01-15 Huoran Li , Xuanzhe Liu , Qiaozhu Mei

State of health (SOH) estimation for lithium-ion battery modules with cells connected in parallel is a challenging problem, especially with cell-to-cell variations. Incremental capacity analysis (ICA) and differential voltage analysis (DVA)…

系统与控制 · 电气工程与系统科学 2024-05-21 Qinan Zhou , Dyche Anderson , Jing Sun

For better reliability and prolonged battery life, it is important that users and vendors understand the quality of charging and the performance of smartphone batteries. Considering the diverse set of devices and user behavior it is a…

其他计算机科学 · 计算机科学 2016-07-22 Mohammad A. Hoque , Sasu Tarkoma

Lithium-ion battery degradation estimation using fast and noninvasive techniques is a crucial issue in the circular economy framework of this technology. Currently, most of the approaches used to establish the battery-state (i.e., State of…

信号处理 · 电气工程与系统科学 2021-10-28 Simon Montoya-Bedoya , Miguel Bernal , Laura A. Sabogal-Moncada , Hader V. Martinez-Tejada , Esteban Garcia-Tamayo

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

The reliability and safety of Lithium-ion batteries (LiBs) are of great concern in the energy storage industry. Nevertheless, the real-time monitoring of their degradation remains challenging due to limited quantitative metrics available…

Real-life batteries tend to experience a range of operating conditions, and undergo degradation due to a combination of both calendar and cycling aging. Onboard health estimation models typically use cycling aging data only, and account for…

机器学习 · 计算机科学 2024-10-22 Muhammad Aadil Khan , Sai Thatipamula , Simona Onori

Mobile devices, like sensor networks and MEMS actuators use mobile power supplies to ensure energy for their operation. These are mostly batteries. The lifetime of the devices depends on the power consumption and on the quality and…

其他计算机科学 · 计算机科学 2008-02-22 D. Szente-Varga , D. Horvath , M. Rencz

Existing approaches for battery health forecasting often rely on extensive cycling histories and continuously monitored cells. In contrast, many real-world scenarios provide only sparse information, e.g. a single diagnostic cycle. In our…

系统与控制 · 电气工程与系统科学 2026-03-30 Moritz Landwehr , Patrick Hoher , Johannes Reuter

Estimating the State of Health (SOH) of batteries is crucial for ensuring the reliable operation of battery systems. Since there is no practical way to instantaneously measure it at run time, a model is required for its estimation.…

Background: Mobile phone sensor technology has great potential in providing behavioral markers of mental health. However, this promise has not yet been brought to fruition. Objective: The objective of our study was to examine challenges…

计算机与社会 · 计算机科学 2018-08-01 Tjeerd W Boonstra , Jennifer Nicholas , Quincy JJ Wong , Frances Shaw , Samuel Townsend , Helen Christensen

Full charge capacity (FCC) refers to the amount of energy a battery can hold. It is the fundamental property of smartphone batteries that diminishes as the battery ages and is charged/discharged. We investigate the behavior of smartphone…

系统与控制 · 计算机科学 2016-06-07 Mohammad A. Hoque , Matti Siekkinen , Jonghoe Koo , Sasu Tarkoma

The state of health (SOH) estimation plays an essential role in battery-powered applications to avoid unexpected breakdowns due to battery capacity fading. However, few studies have paid attention to the problem of uneven length of…

机器学习 · 计算机科学 2021-09-29 Kate Qi Zhou , Yan Qin , Billy Pik Lik Lau , Chau Yuen , Stefan Adams

The utility of smartphones has been limited to a great extent by their short battery life. In this work, we propose a new approach to prolonging smartphone battery life. We introduce the notions of "valueless" and "valued battery", as being…

网络与互联网体系结构 · 计算机科学 2016-11-15 Tuan Ta , John S. Baras , Chenxi Zhu
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