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The concept of integrating physics-based and data-driven approaches has become popular for modeling sustainable energy systems. However, the existing literature mainly focuses on the data-driven surrogates generated to replace physics-based…

Machine Learning · Computer Science 2025-01-31 Yicun Huang , Changfu Zou , Yang Li , Torsten Wik

Lithium-ion battery (Li-ion) is becoming the dominant energy storage solution in many applications such as hybrid electric and electric vehicles, due to its higher energy density and longer life cycle. For these applications, the battery…

Systems and Control · Electrical Eng. & Systems 2024-12-20 Jeongeun Son , Yuncheng Du

The optimization of the electrode manufacturing process is important for upscaling the application of Lithium Ion Batteries (LIBs) to cater for growing energy demand. In particular, LIB manufacturing is very important to be optimized…

Machine Learning · Computer Science 2023-07-13 Marc Duquesnoy , Chaoyue Liu , Vishank Kumar , Elixabete Ayerbe , Alejandro A. Franco

Generation portfolio can be significantly altered due to the deployment of distributed energy resources (DER) in distribution networks and the concept of microgrid. Generally, distribution networks can operate in a more resilient and…

Systems and Control · Computer Science 2018-02-19 Yichen Zhang , Alexander Melin , Mohammed Olama , Seddik Djouadi , Jin Dong , Kevin Tomsovic

This paper presents a stochastic optimization model for planning the participation of battery energy storage systems (BESSs) in energy and regulation markets. The proposed model quantifies and compares the business value of single and…

Optimization and Control · Mathematics 2025-06-11 Zeenat Hameed , Chresten Traeholt

Over the past decades, power systems have experienced drastic transformations in order to address the growth in energy demand, reduce carbon emissions, and enhance power quality and energy efficiency. This shift to the smart grid concept…

Cryptography and Security · Computer Science 2020-07-15 Ioannis Zografopoulos , Charalambos Konstantinou

We consider a microgrid with random load realization, stochastic renewable energy production, and an energy storage unit. The grid controller provides the total net load trajectory that the microgrid should present to the main grid and the…

Optimization and Control · Mathematics 2016-11-29 Ashkan Zeinalzadeh , Vijay Gupta

The trending integrations of Battery Energy Storage System (BESS, stationary battery) and Electric Vehicles (EV, mobile battery) to distribution grids call for advanced Demand Side Management (DSM) technique that addresses the scalability…

Systems and Control · Computer Science 2016-12-30 Yubo Wang , Wenbo Shi , Bin Wang , Chi-Cheng Chu , Rajit Gadh

Lithium-ion battery systems have been used in practical power systems for peak-shaving, demand response, and frequency regulation. However, a lithium-ion battery is degrading while cycling and would be scrapped when the capacity reduces to…

Signal Processing · Electrical Eng. & Systems 2020-06-16 Qingchun Hou , Yanghao Yu , Ershun Du , Hongjie He , Ning Zhang , Chongqing Kang , Guojing Liu , Huan Zhu

This paper presents a novel method to describe battery degradation. We use the concept of degradation maps to model the incremental charge capacity loss as a function of discrete battery control actions and state of charge. The maps can be…

Systems and Control · Computer Science 2019-03-19 Philipp Fortenbacher , Göran Andersson

Battery life estimation is critical for optimizing battery performance and guaranteeing minimal degradation for better efficiency and reliability of battery-powered systems. The existing methods to predict the Remaining Useful Life(RUL) of…

Machine Learning · Computer Science 2024-08-15 Sakhinana Sagar Srinivas , Rajat Kumar Sarkar , Venkataramana Runkana

Degradation prognosis for lithium-ion cells requires forecasting the state-of-health (SOH) trajectory over future cycles. Existing data-driven approaches can produce trajectory outputs through direct regression, but lack a mechanism to…

Machine Learning · Computer Science 2026-03-12 Kai Chin Lim , Khay Wai See

This paper addresses the mid-term electricity load forecasting problem. Solving this problem is necessary for power system operation and planning as well as for negotiating forward contracts in deregulated energy markets. We show that our…

Machine Learning · Computer Science 2021-04-06 Boris N. Oreshkin , Grzegorz Dudek , Paweł Pełka , Ekaterina Turkina

The grid-connected electric vehicles (EVs) serve as a promising regulating resource in the distribution grid with Vehicle-to-Grid (V2G) facilities. In the day-ahead stage, electric vehicle batteries (EVBs) need to be precisely dispatched…

Systems and Control · Electrical Eng. & Systems 2024-11-25 Yuanbo Chen , Kedi Zheng , Yuxuan Gu , Jianxiao Wang , Qixin Chen

Grid-scale battery energy storage systems (BESSs) can provide flexibility to the power system and capture shortterm price volatility by shifting energy in time through controlled charging and discharging. The highly volatile European…

Computational Engineering, Finance, and Science · Computer Science 2025-06-10 Timothée Hornek , Youngsub Lee , Sergio Potenciano Menci , Ivan Pavić

In this paper we present a novel methodology for leveraging Receding Horizon Control (RHC), also known as Model Predictive Control (MPC) strategies for distributed battery storage in a planning problem using a Benders decomposition…

Systems and Control · Computer Science 2017-08-28 Philipp Fortenbacher , Andreas Ulbig , Göran Andersson

Electric Vehicles (EVs) are emerging as battery energy storage systems (BESSs) of increasing importance for different power grid services. However, the unique characteristics of EVs makes them more difficult to operate than dedicated BESSs.…

Accurate monitoring of lithium-ion battery (LIB) degradation is essential, yet it remains challenging due to the complex, nonlinear, and time-varying nature of electrochemical aging processes. Conventional equivalent circuit models (ECMs)…

Systems and Control · Electrical Eng. & Systems 2026-05-05 Khalid Mahmud Labib , Saad Waheed , Bakhtiar Nafis , Shabbir Ahmed

The integration of renewable energy sources (RES) into power distribution grids poses challenges to system reliability due to the inherent uncertainty in their power production. To address this issue, battery energy sources (BESs) are being…

Systems and Control · Electrical Eng. & Systems 2024-11-12 Arnab Dey , Vivek Khatana , Ankur Mani , Murti V. Salapaka

A real-coded genetic algorithm is used to schedule the charging of an energy storage system (ESS), operated in tandem with renewable power by an electricity consumer who is subject to time-of-use pricing and a demand charge. Simulations…

Neural and Evolutionary Computing · Computer Science 2014-07-14 Yourim Yoon , Yong-Hyuk Kim
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