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Electric vehicles (EVs) and renewable energy sources (RES) are vital components of sustainable energy systems, yet their uncoordinated integration can pose substantial challenges to grid stability, such as unmanaged peak loads and energy…

Systems and Control · Electrical Eng. & Systems 2024-11-12 Bernardo Cabral , Tiago Fonseca , Clarisse Sousa , Luis Lino Ferreira

Efficient and reliable energy systems are key to progress of society. High performance batteries are essential for widely used technologies like Electric Vehicles (EVs) and portable electronics. Additionally, an effective Battery Management…

Systems and Control · Electrical Eng. & Systems 2024-04-23 Anupama R Itagi , Rakhee Kallimani , Krishna Pai , Sridhar Iyer , Onel L. A. Lopez

The growing integration of electric vehicle (EV) fleets into transportation services and energy systems requires accurate modeling of battery discharge and state-of-charge (SoC) evolution to ensure reliable vehicle operation and grid…

Systems and Control · Electrical Eng. & Systems 2026-03-03 Praharshitha Aryasomayajula , Ting Bai , Andreas A. Malikopoulos

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…

Systems and Control · Electrical Eng. & Systems 2023-05-09 Gabriele Pozzato , Simona Onori

The transition to Electric Vehicles (EV) in place of traditional internal combustion engines is increasing societal demand for electricity. The ability to integrate the additional demand from EV charging into forecasting electricity demand…

Machine Learning · Computer Science 2023-06-12 Raiden Skala , Mohamed Ahmed T. A. Elgalhud , Katarina Grolinger , Syed Mir

Understanding battery degradation in electric vehicles (EVs) under real-world conditions remains a critical yet under-explored area of research. Central to this investigation is the challenge of estimating the specific degradation modes in…

Optimization and Control · Mathematics 2024-05-20 Raja Abhishek Appana , Faissal El Idrissi , Prashanth Ramesh , Marcello Canova , Chun Yong Kang , Kimoon Um

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…

Systems and Control · Electrical Eng. & Systems 2024-01-11 Jing , Lin , Christofer Silfvenius

The mass adoption of plug-in electric vehicles (PEVs) requires the deployment of public charging stations. Such facilities are expected to employ distributed generation and storage units to reduce the stress on the grid and boost…

Optimization and Control · Mathematics 2016-11-15 Islam Safak Bayram , Vahraz Zamani , Ryan Hanna , Jan Kleissl

Energy systems, climate change, and public health are among the primary reasons for moving toward electrification in transportation. Transportation electrification is being promoted worldwide to reduce emissions. As a result, many…

Machine Learning · Computer Science 2023-07-21 Hanif Tayarani , Trisha V. Ramadoss , Vaishnavi Karanam , Gil Tal , Christopher Nitta

In optimizing performance and extending the lifespan of lithium batteries, accurate state prediction is pivotal. Traditional regression and classification methods have achieved some success in battery state prediction. However, the efficacy…

Machine Learning · Computer Science 2024-10-07 Lidang Jiang , Changyan Hu , Sibei Ji , Hang Zhao , Junxiong Chen , Ge He

The reliability of data-driven applications in electric vehicle (EV) infrastructure, such as charging demand forecasting, hinges on the availability of complete, high-quality charging data. However, real-world EV datasets are often plagued…

Machine Learning · Computer Science 2026-01-21 Jinhao Li , Hao Wang

The transition to the zero-carbon power system is underway accelerating recently. Hydrogen energy and electric vehicles (EVs) are promising solutions on the supply and demand sides. This paper presents a novel architecture that includes…

Systems and Control · Electrical Eng. & Systems 2021-03-24 Teng Long , Qing-Shan Jia

The electric vehicle (EV) industry is rapidly evolving owing to advancements in smart grid technologies and charging control strategies. While EVs are promising in decarbonizing the transportation system and providing grid services, their…

Optimization and Control · Mathematics 2023-09-04 Xiang Huo , Mingxi Liu

Lithium-ion batteries are increasingly being deployed in liberalised electricity systems, where their use is driven by economic optimisation in a specific market context. However, battery degradation depends strongly on operational profile,…

Systems and Control · Electrical Eng. & Systems 2021-03-15 Jorn M. Reniers , Grietus Mulder , David A. Howey

With the widespread adoption of electric vehicles (EVs), navigating for EV drivers to select a cost-effective charging station has become an important yet challenging issue due to dynamic traffic conditions, fluctuating electricity prices,…

Machine Learning · Computer Science 2025-02-28 Tianyang Qi , Shibo Chen , Jun Zhang

Due to the increasing volume of Electric Vehicles in automotive markets and the limited lifetime of onboard lithium-ion batteries (LIBs), the large-scale retirement of LIBs is imminent. The battery packs retired from Electric Vehicles still…

Systems and Control · Electrical Eng. & Systems 2023-08-15 Xubo Gu , Hanyu Bai , Xiaofan Cui , Juner Zhu , Weichao Zhuang , Zhaojian Li , Xiaosong Hu , Ziyou Song

The surging demand for batteries requires advanced battery management systems, where battery capacity modelling is a key functionality. In this paper, we aim to achieve accurate battery capacity prediction by learning from historical…

Machine Learning · Computer Science 2025-01-10 Sara Sameer , Wei Zhang , Xin Lou , Qingyu Yan , Terence Goh , Yulin Gao

This paper addresses the problem of optimizing charging/discharging schedules of electric vehicles (EVs) when participate in demand response (DR). As there exist uncertainties in EVs' remaining energy, arrival and departure time, and future…

Artificial Intelligence · Computer Science 2022-09-21 Guibin. Chen , Xiaoying. Shi

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…

Machine Learning · Computer Science 2025-09-11 Jiapeng Liu , Lunte Li , Jing Xiang , Laiyong Xie , Yuhao Wang , Francesco Ciucci

Controlled charging of electric vehicles, EVs, is a major potential source of flexibility to facilitate the integration of variable renewable energy and reduce the need for stationary energy storage. To offer system services from EVs, fleet…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Jacob Thrän , Jakub Mareček , Robert N. Shorten , Timothy C. Green