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Alkali metal ion batteries, and in particular Li-ion batteries, have become a key technology for current and future energy storage, already nowadays powering many devices of our daily lives. Due to the inherent complexity of batteries and…

材料科学 · 物理学 2021-12-14 Holger Euchner , Axel Groß

Lithium-ion batteries are pivotal to technological advancements in transportation, electronics, and clean energy storage. The optimal operation and safety of these batteries require proper and reliable estimation of battery capacities to…

机器学习 · 计算机科学 2024-07-24 Gift Modekwe , Saif Al-Wahaibi , Qiugang Lu

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

Battery Life Prediction (BLP), which relies on time series data produced by battery degradation tests, is crucial for battery utilization, optimization, and production. Despite impressive advancements, this research area faces three key…

机器学习 · 计算机科学 2025-11-13 Ruifeng Tan , Weixiang Hong , Jiayue Tang , Xibin Lu , Ruijun Ma , Xiang Zheng , Jia Li , Jiaqiang Huang , Tong-Yi Zhang

This study provides a comprehensive overview of recent advances in electrochemical energy storage, including Na+ -ion, metal-ion, and metal-air batteries, alongside innovations in electrode engineering, electrolytes, and solid-electrolyte…

系统与控制 · 电气工程与系统科学 2025-12-30 Abderaouf Bahi , Amel Ourici , Chaima Lagraa , Siham Lameche , Soundess Halimi , Inoussa Mouiche , Ylias Sabri , Waseem Haider , Mohamed Trari

Hundreds of millions of people lack access to electricity. Decentralised solar-battery systems are key for addressing this whilst avoiding carbon emissions and air pollution, but are hindered by relatively high costs and rural locations…

机器学习 · 计算机科学 2022-02-16 Antti Aitio , David A. Howey

Higher loading of active electrode materials is desired in batteries, especially those based on conversion reactions, for enhanced energy density and cost efficiency. However, increasing active material loading in electrodes can cause…

机器学习 · 计算机科学 2024-12-30 Vidushi Sharma , Andy Tek , Khanh Nguyen , Max Giammona , Murtaza Zohair , Linda Sundberg , Young-Hye La

Batteries are a key enabling technology for the decarbonization of transport and energy sectors. The safe and reliable operation of batteries is crucial for battery-powered systems. In this direction, the development of accurate and robust…

机器学习 · 计算机科学 2024-07-16 Jokin Alcibar , Jose I. Aizpurua , Ekhi Zugasti

Data-driven methods have shown potential in electric-vehicle battery management tasks such as capacity estimation, but their deployment is bottlenecked by poor performance in data-limited scenarios. Sharing battery data among algorithm…

系统与控制 · 电气工程与系统科学 2025-04-18 Jiawei Zhang , Yu Zhang , Wei Xu , Yifei Zhang , Weiran Jiang , Qi Jiao , Yao Ren , Ziyou Song

Accurately predicting the lifespan of lithium-ion batteries is crucial for optimizing operational strategies and mitigating risks. While numerous studies have aimed at predicting battery lifespan, few have examined the interpretability of…

机器学习 · 计算机科学 2024-04-12 Jaewook Lee , Seongmin Heo , Jay H. Lee

The Linked Open Data practice has led to a significant growth of structured data on the Web in the last decade. Such structured data describe real-world entities in a machine-readable way, and have created an unprecedented opportunity for…

计算与语言 · 计算机科学 2022-06-27 Ziqi Zhang , Xingyi Song

In the field of machine learning, data understanding is the practice of getting initial insights in unknown datasets. Such knowledge-intensive tasks require a lot of documentation, which is necessary for data scientists to grasp the meaning…

数据库 · 计算机科学 2018-06-14 Markus Schröder , Christian Jilek , Jörn Hees , Andreas Dengel

Battery technology is increasingly important for global electrification efforts. However, batteries are highly sensitive to small manufacturing variations that can induce reliability or safety issues. An important technology for battery…

计算机视觉与模式识别 · 计算机科学 2024-06-25 Amariah Condon , Bailey Buscarino , Eric Moch , William J. Sehnert , Owen Miles , Patrick K. Herring , Peter M. Attia

The increasing amount of available Linked Data resources is laying the foundations for more advanced Semantic Web applications. One of their main limitations, however, remains the general low level of data quality. In this paper we focus on…

人工智能 · 计算机科学 2016-03-08 Paolo Pareti , Ewan Klein , Adam Barker

Intelligently extracting and linking complex scientific information from unstructured text is a challenging endeavor particularly for those inexperienced with natural language processing. Here, we present a simple sequence-to-sequence…

Nature has inspired various ground-breaking technological developments in applications ranging from robotics to aerospace engineering and the manufacturing of medical devices. However, accessing the information captured in scientific…

计算与语言 · 计算机科学 2020-05-27 Ruben Kruiper , Julian F. V. Vincent , Jessica Chen-Burger , Marc P. Y. Desmulliez , Ioannis Konstas

This work explores controllability and the control effort required for lithium-ion batteries. Battery packs have become a critical technology in both personal and professional applications as a means to store large amounts of energy.…

系统与控制 · 电气工程与系统科学 2026-04-14 Preston T. Abadie , Donald J. Docimo

Because of the data deluge in scientific publication, finding relevant information is getting harder and harder for researchers and readers. Building an enhanced scientific search engine by taking semantic relations into account poses a…

信息检索 · 计算机科学 2017-09-29 Bastien Latard , Jonathan Weber , Germain Forestier , Michel Hassenforder

Traditionally, theory and practice of Cognitive Control are linked via literature reviews by human domain experts. This approach, however, is inadequate to track the ever-growing literature. It may also be biased, and yield redundancies and…

人工智能 · 计算机科学 2022-05-12 Morteza Ansarinia , Paul Schrater , Pedro Cardoso-Leite