中文
相关论文

相关论文: A Machine Learning-based Digital Twin for Electric…

200 篇论文

A permanently increasing number of on-board automotive control systems requires new approaches to their digital mapping that improves functionality in terms of adaptability and robustness as well as enables their easier on-line software…

系统与控制 · 电气工程与系统科学 2022-07-20 Moritz Zink , Martin Schiele , Valentin Ivanov

Capacity degradation of lithium-ion batteries under long-term cyclic aging is modelled via a flexible sigmoidal-type regression set-up, where the regression parameters can be interpreted. Different approaches known from the literature are…

应用统计 · 统计学 2019-07-31 Marcus Johnen , Simon Pitzen , Udo Kamps , Maria Kateri , Dirk Uwe Sauer

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

Battery state of health (SOH), which informs the maximal available capacity of the battery, is a key indicator of battery aging failure. Accurately estimating battery SOH is a vital function of the battery management system that remains to…

系统与控制 · 电气工程与系统科学 2023-08-29 Xinhong Feng , Yongzhi Zhang , Rui Xiong , Chun Wang

Rechargeable lithium-ion (Li-ion) batteries are a ubiquitous element of modern technology. In the last decades, the production and design of such batteries and their adjacent embedded charging and safety protocols, denoted by Battery…

系统与控制 · 电气工程与系统科学 2025-09-09 Rudi Coppola , Hovsep Touloujian , Pierfrancesco Ombrini , Manuel Mazo

An electric vehicle model is developed to characterize the behavior of the Smart e.d. (2013) while driving, charging and providing vehicle-to-grid services. The battery model is an electro-thermal model with a dual polarization equivalent…

With the maritime industry poised on the cusp of a hybrid revolution, the design and analysis of advanced vessel systems have become paramount for engineers. This paper presents AC and DC electrical hybrid power system models in ETAP, the…

系统与控制 · 电气工程与系统科学 2024-10-01 Matthijs Mosselaar , Zoran Malbašić , Aihui Fu , Aleksandra Lekić

Estimating the state of charge (SOC) of compound energy storage devices in the hybrid energy storage system (HESS) of electric vehicles (EVs) is vital in improving the performance of the EV. The complex and variable charging and discharging…

计算工程、金融与科学 · 计算机科学 2022-12-27 Chigozie Uzochukwu Udeogu

Accurately predicting the state of health for sodium-ion batteries is crucial for managing battery modules, playing a vital role in ensuring operational safety. However, highly accurate models available thus far are rare due to a lack of…

机器学习 · 计算机科学 2025-09-11 Jiapeng Liu , Lunte Li , Jing Xiang , Laiyong Xie , Yuhao Wang , Francesco Ciucci

In the era of sustainable transportation, the significance of electric vehicles (EVs) and their battery technology is becoming increasingly paramount. This study addresses the critical aspect of EV battery reliability, an essential factor…

系统与控制 · 电气工程与系统科学 2024-01-11 Jing , Lin , Christofer Silfvenius

Battery degradation significantly impacts the reliability and efficiency of energy storage systems, particularly in electric vehicles and industrial applications. Predicting the remaining useful life (RUL) of lithium-ion batteries is…

信号处理 · 电气工程与系统科学 2026-05-12 Jingyuan Xue , Xiaozhen Zhao , Dongjing Jiang , Qingchong Jiao , Redouane EL Bouchtaoui , Jianfei Zhang

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

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

As electric vehicles (EV) become more prevalent and advances in electric vehicle electronics continue, vehicle-to-grid (V2G) techniques and large-scale scheduling strategies are increasingly important to promote renewable energy utilization…

系统与控制 · 电气工程与系统科学 2024-07-22 Xin Chen

The reuse of retired electric vehicle batteries in grid energy storage offers environmental and economic benefits. This study concentrates on health monitoring algorithms for retired batteries deployed in grid storage. Over 15 months of…

机器学习 · 计算机科学 2024-06-11 Xiaofan Cui , Muhammad Aadil Khan , Gabriele Pozzato , Surinder Singh , Ratnesh Sharma , Simona Onori

While digital twins (DT) hold promise for providing real-time insights into complex energy assets, much of the current literature either does not offer a clear framework for information exchange between the model and the asset, lacks key…

机器学习 · 计算机科学 2025-07-03 Logan A. Burnett , Umme Mahbuba Nabila , Majdi I. Radaideh

This paper presents a novel battery modeling framework based on the enhanced single particle model (ESPM) to account for degradation mechanisms of second-life batteries. While accounting for the transport and electrochemical phenomena in…

系统与控制 · 电气工程与系统科学 2021-08-19 Gabriele Pozzato , Seong Beom Lee , Simona Onori

The increasing demand for direct electric energy in the grid is also tied to the increase of Electric Vehicle (EV) usage in the cities, which eventually will totally substitute combustion engine Vehicles. Nevertheless, this high amount of…

系统与控制 · 电气工程与系统科学 2024-05-06 Francesco Maldonato , Izgh Hadachi

Battery health management is heavily dependent on reliable State-of-Health (SoH) estimation to ensure battery safety with maximized energy utilization. Although SoH estimation can effectively track battery degradation, it requires…

系统与控制 · 电气工程与系统科学 2026-04-02 Sanchita Ghosh , Tanushree Roy

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