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Recent advances in cloud computing have simplified the way that both software development and testing are performed. Unfortunately, this is not true for battery testing for which state of the art test-beds simply consist of one phone…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-22 Matteo Varvello , Kleomenis Katevas , Mihai Plesa , Hamed Haddadi , Benjamin Livshits

We report a user-friendly software environment for battery data science. It is designed to streamline data management, data cleaning, and data analysis to help bridge the gap between the domain expertise of most battery scientists and the…

Systems and Control · Electrical Eng. & Systems 2022-02-04 Robert Masse , Dan Ulery , Hardik Kamdar

Advances in cloud computing have simplified the way that both software development and testing are performed. This is not true for battery testing for which state of the art test-beds simply consist of one phone attached to a power meter.…

Networking and Internet Architecture · Computer Science 2022-02-01 Matteo Varvello , Kleomenis Katevas , Mihai Plesa , Hamed Haddadi , Fabian Bustamante , Ben Livshits

Battery degradation remains a pivotal concern in the energy storage domain, with machine learning emerging as a potent tool to drive forward insights and solutions. However, this intersection of electrochemical science and machine learning…

Machine Learning · Computer Science 2024-05-17 Han Zhang , Xiaofan Gui , Shun Zheng , Ziheng Lu , Yuqi Li , Jiang Bian

Battery diagnosis, prognosis and health management models play a critical role in the integration of battery systems in energy and mobility fields. However, large-scale deployment of these models is hindered by a myriad of challenges…

Machine Learning · Computer Science 2023-10-17 Nur Banu Altinpulluk , Deniz Altinpulluk , Paritosh Ramanan , Noah Paulson , Feng Qiu , Susan Babinec , Murat Yildirim

Interdisciplinary collaboration in battery science is required for rapid evaluation of better compositions and materials. However, diverging domain vocabulary and non-compatible experimental results slow down cooperation. We critically…

A Battery Cloud or cloud battery management system leverages the cloud computational power and data storage to improve battery safety, performance, and economy. This work will present the Battery Cloud that collects measured battery data…

Systems and Control · Electrical Eng. & Systems 2022-05-13 Xiaojun Li , David Jauernig , Mengzhu Gao , Trevor Jones

This paper presents a combination of machine learning techniques to enable prompt evaluation of retired electric vehicle batteries as to either retain those batteries for a second-life application and extend their operation beyond the…

Systems and Control · Electrical Eng. & Systems 2023-04-10 Aki Takahashi , Anirudh Allam , Simona Onori

Recent surge in the number of Electric Vehicles have created a need to develop inexpensive energy-dense Battery Storage Systems. Many countries across the planet have put in place concrete measures to reduce and subsequently limit the…

Machine Learning · Computer Science 2023-04-14 Janamejaya Channegowda , Vageesh Maiya , Chaitanya Lingaraj

Electric vehicles (EVs) play an important role in reducing carbon emissions. As EV adoption accelerates, safety issues caused by EV batteries have become an important research topic. In order to benchmark and develop data-driven methods for…

Today, technology development has led humans to employ wearable and implantable devices for biomedical applications. An important research issue in this field is the wireless body area networks (WBANs), which focus on such devices. In WBAN,…

Networking and Internet Architecture · Computer Science 2024-02-05 Hossein Yektamoghadam , Amirhossein Nikoofard , Fatemeh Pourhanifeh Doust , Mehdi Delrobaei

As battery technologies advance toward higher stability and energy density, the need for extensive cell-level testing across various component configurations becomes critical. To evaluate performance and understand the operating principles…

Robotics · Computer Science 2025-12-16 Hyun-Gi Lee , Jaekyeong Han , Minjun Kwon , Hyeonuk Kwon , Jooha Park , Hoe Jin Ha , Dong-Hwa Seo

As electric vehicles (EVs) approach the end of their operational life, their batteries retain significant economic value and present promising opportunities for second-life use and material recycling. This is particularly compelling for…

Artificial Intelligence · Computer Science 2025-02-25 Shengyu Tao , Guangyuan Ma , Huixiong Yang , Minyan Lu , Guodan Wei , Guangmin Zhou , Xuan Zhang

Physico-chemical continuum battery models are typically parameterized by manual fits, relying on the individual expertise of researchers. In this article, we introduce a computer algorithm that directly utilizes the experience of battery…

Data Analysis, Statistics and Probability · Physics 2023-02-08 Yannick Kuhn , Hannes Wolf , Arnulf Latz , Birger Horstmann

As the complexity of enterprise systems increases, the need for monitoring and analyzing such systems also grows. A number of companies have built sophisticated monitoring tools that go far beyond simple resource utilization reports. For…

Relational database applications are notoriously difficult to test and debug. Concurrent execution of database transactions may violate complex structural invariants that constraint how changes to the contents of one (shared) table affect…

Programming Languages · Computer Science 2019-08-16 Kia Rahmani , Kartik Nagar , Benjamin Delaware , Suresh Jagannathan

This report presents some of the key laboratory electrochemical battery testing methods that are used in fuel cell research. Methods such as voltammetry, chronoamperometry, chronopotentiometry, and electrochemical impedance spectroscopy are…

Materials Science · Physics 2022-09-30 Shahbaz Ahmad , Mehmet Egilmez

Due to the increasing volume, volatility, and diversity of data in virtually all areas of our lives, the ability to detect duplicates in potentially linked data sources is more important than ever before. However, while research is already…

Databases · Computer Science 2024-01-01 Fabian Panse , Wolfram Wingerath , Benjamin Wollmer

Gaussian process (GP) models have been used in a wide range of battery applications, in which different kernels were manually selected with considerable expertise. However, to capture complex relationships in the ever-growing amount of…

Systems and Control · Electrical Eng. & Systems 2025-05-06 Huang Zhang , Xixi Liu , Faisal Altaf , Torsten Wik

The ever-increasing demand for high-capacity rechargeable batteries highlights the need for sensitive and accurate diagnostic technology for determining the state of a cell, for identifying and localizing defects, or for sensing capacity…

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