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相关论文: Optimal Charging Method for Effective Li-ion Batte…

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Recent data-driven approaches have shown great potential in early prediction of battery cycle life by utilizing features from the discharge voltage curve. However, these studies caution that data-driven approaches must be combined with…

应用统计 · 统计学 2020-10-16 Valentin Sulzer , Peyman Mohtat , Suhak Lee , Jason B. Siegel , Anna G. Stefanopoulou

This paper presents a general framework to tackle a diverse range of NP-hard charger scheduling problems, optimizing the trajectory of mobile chargers to prolong the life of Wireless Rechargeable Sensor Network (WRSN), a system consisting…

网络与互联网体系结构 · 计算机科学 2020-10-01 Xuan Li , Miao Jin

Based on large-scale molecular dynamics simulations, we propose a new charging method that should be capable of charging a Lithium-ion battery in a fraction of the time needed when using traditional methods. This charging method uses an…

化学物理 · 物理学 2010-03-11 Ibrahim Abou Hamad , M. A. Novotny , D. Wipf , P. A. Rikvold

Tuning parameters in model predictive control (MPC) presents significant challenges, particularly when there is a notable discrepancy between the controller's predictions and the actual behavior of the closed-loop plant. This mismatch may…

系统与控制 · 电气工程与系统科学 2024-10-11 Sebastian Hirt , Andreas Höhl , Joachim Schaeffer , Johannes Pohlodek , Richard D. Braatz , Rolf Findeisen

In response to global warming and energy shortages, there has been a significant shift towards integrating renewable energy sources, energy storage systems, and electric vehicles. Deploying electric vehicles within smart grids offers a…

系统与控制 · 电气工程与系统科学 2025-02-18 Mehrshad Shokati , Parisa Mohammadi , Atoosa Amirinian

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

The rapid growth of electric vehicles (EVs) necessitates the strategic placement of charging stations to optimize resource utilization and minimize user inconvenience. Reinforcement learning (RL) offers an innovative approach to identifying…

机器学习 · 计算机科学 2025-11-04 Minh-Duc Nguyen , Dung D. Le , Phi Long Nguyen

Non-invasive estimation of Li-ion battery state-of-health from operational data is valuable for battery applications, but remains challenging. Pure model-based methods may suffer from inaccuracy and long-term instability of parameter…

系统与控制 · 电气工程与系统科学 2025-07-01 Zihao Zhou , Antti Aitio , David Howey

This work investigates the real-time estimation of the state-of-charge (SoC) of Lithium-ion (Li-ion) cells for reliable, safe and efficient utilization. A novel attractive ellipsoid based sliding-mode observer (AESMO) algorithm is designed…

系统与控制 · 电气工程与系统科学 2020-08-18 Anirudh Nath , Raghvendra Gupta , Rohit Mehta , Supreet Singh Bahga , Amit Gupta , Shubhendu Bhasin

Fast charging of lithium-ion batteries is crucial to increase desirability for consumers and hence accelerate the adoption of electric vehicles. A major barrier to shorter charge times is the accelerated aging of the battery at higher…

系统与控制 · 电气工程与系统科学 2021-08-19 Peyman Mohtat , Sravan Pannala , Valentin Sulzer , Jason B. Siegel , Anna G. Stefanopoulou

It is of extreme importance to monitor and manage the battery health to enhance the performance and decrease the maintenance cost of operating electric vehicles. This paper concerns the machine-learning-enabled state-of-health (SoH)…

机器学习 · 计算机科学 2021-03-31 Matti Huotari , Shashank Arora , Avleen Malhi , Kary Främling

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

The state of charge (SoC) and the rate of charging/discharging current are the vital parameters associated with a battery by which its accurate runtime can be estimated. This paper aims to design a controller which comprises of a…

信号处理 · 电气工程与系统科学 2020-05-26 P. Dinesh , K. Kumar Teja , Shashank Singh , Selvan M. P. , Moorthi S

As the use of Lithium-ion batteries continues to grow, it becomes increasingly important to be able to predict their remaining useful life. This work aims to compare the relative performance of different machine learning algorithms, both…

机器学习 · 计算机科学 2023-12-12 Hudson Hilal , Pramit Saha

Urban Air Mobility (UAM) aims to expand existing transportation networks in metropolitan areas by offering short flights either to transport passengers or cargo. Electric vertical takeoff and landing aircraft powered by lithium-ion battery…

系统与控制 · 电气工程与系统科学 2024-04-15 Mina Montazeri , Chetan Kulkarni , Olga Fink

Currently, the characterization of electric energy storage units used for power system operation and planning models relies on two major assumptions: charge and discharge efficiencies, and power limits are constant and independent of the…

系统与控制 · 电气工程与系统科学 2024-12-20 Alvaro Gonzalez-Castellanos , David Pozo , Aldo Bischi

Electric vehicle (EV) charging stations represent a substantial load with significant flexibility. The exploitation of that flexibility in demand response (DR) algorithms becomes increasingly important to manage and balance demand and…

人工智能 · 计算机科学 2022-03-04 Manu Lahariya , Nasrin Sadeghianpourhamami , Chris Develder

Deriving fast and effectively coordinated control actions remains a grand challenge affecting the secure and economic operation of today's large-scale power grid. This paper presents a novel artificial intelligence (AI) based methodology to…

最优化与控制 · 数学 2020-12-14 Ruisheng Diao , Di Shi , Bei Zhang , Siqi Wang , Haifeng Li , Chunlei Xu , Tu Lan , Desong Bian , Jiajun Duan

Cycle life is critically important in applications of rechargeable batteries, but lifetime prediction is mostly based on empirical trends, rather than mathematical models. In practical lithium-ion batteries, capacity fade occurs over…

化学物理 · 物理学 2012-11-27 Matthew B. Pinson , Martin Z. Bazant

Quantum batteries are energy-storing devices, governed by quantum mechanics, that promise high charging performance thanks to collective effects. Due to its experimental feasibility, the Dicke battery - which comprises $N$ two-level systems…

量子物理 · 物理学 2025-03-04 Paolo Andrea Erdman , Gian Marcello Andolina , Vittorio Giovannetti , Frank Noé