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We present an approximate dynamic programming framework for designing degradation-aware market participation policies for battery energy storage systems. The approach employs a tailored value function approximation that reduces the state…

系统与控制 · 电气工程与系统科学 2026-03-24 Flemming Holtorf , Sungho Shin

Battery degradation is governed by complex and randomized cyclic conditions, yet existing modeling and prediction frameworks usually rely on rigid, unchanging protocols that fail to capture real-world dynamics. The stochastic electrical…

信号处理 · 电气工程与系统科学 2025-04-08 Yuqi Li , Han Zhang , Xiaofan Gui , Zhao Chen , Yu Li , Xiwen Chi , Quan Zhou , Shun Zheng , Ziheng Lu , Wei Xu , Jiang Bian , Liquan Chen , Hong Li

This article explores the optimization of plant characteristics and controller parameters for electrified mobility. Electrification of mobile transportation systems, such as automobiles and aircraft, presents the ability to improve key…

系统与控制 · 电气工程与系统科学 2021-04-29 Donald J. Docimo , Ziliang Kang , Kai A. James , Andrew G. Alleyne

High energy efficiency is critical for enabling massive machine-type communications (MTC) over cellular networks. This work is devoted to energy consumption modeling, battery lifetime analysis, lifetime-aware scheduling and transmit power…

信息论 · 计算机科学 2018-02-20 Amin Azari , Guowang Miao

We study operations of a battery energy storage system under a baseline-based demand response (DR) program with an uncertain schedule of DR events. Baseline-based DR programs may provide undesired incentives to inflate baseline consumption…

系统与控制 · 电气工程与系统科学 2019-09-30 Douglas Ellman , Yuanzhang Xiao

An autonomous adaptive MPC architecture is presented for control of heating, ventilation and air condition (HVAC) systems to maintain indoor temperature while reducing energy use. Although equipment use and occupant changes with time,…

系统与控制 · 电气工程与系统科学 2021-02-09 Tingting Zeng , Prabir Barooah

Large scale electricity storage is set to play an increasingly important role in the management of future energy networks. A major aspect of the economics of such projects is captured in arbitrage, i.e. buying electricity when it is cheap…

最优化与控制 · 数学 2015-05-25 James Cruise , Lisa Flatley , Richard Gibbens , Stan Zachary

This paper presents a convex optimization framework for eco-driving and vehicle energy management problems. We will first show that several types of eco-driving and vehicle energy management problems can be modelled using the same notions…

最优化与控制 · 数学 2024-05-02 Y. J. J. Heuts , M. C. F. Donkers

We look into minimizing the hydrogen fuel consumption of hydrogen hybrid trains by optimizing their operation. The powertrain considered is a fuel cell charge-sustaining hybrid. Convex optimization is utilized to compute optimal speed and…

系统与控制 · 电气工程与系统科学 2021-09-29 Rabee Jibrin , Stuart Hillmansen , Clive Roberts , Ning Zhao , Zhongbei Tian

This article introduces a numerical algorithm that serves as a preliminary step toward solving continuous-time model predictive control (MPC) problems directly without explicit time-discretization. The chief ingredients of the underlying…

最优化与控制 · 数学 2024-01-24 Souvik Das , Siddhartha Ganguly , Muthyala Anjali , Debasish Chatterjee

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

Integrating electric vehicles (EVs) into the power grid can revolutionize energy management strategies, offering both challenges and opportunities for creating a more sustainable and resilient grid. In this context, model predictive control…

系统与控制 · 电气工程与系统科学 2024-05-21 Cesar Diaz-Londono , Stavros Orfanoudakis , Pedro P. Vergara , Peter Palensky , Fredy Ruiz , Giambattista Gruosso

Scheduling the maintenance based on the condition, respectively the degradation level of the system leads to improved system's reliability while minimizing the maintenance cost. Since the degradation level changes dynamically during the…

分布式、并行与集群计算 · 计算机科学 2020-11-30 Pegah Rokhforoz , Olga Fink

Model-Predictive Control (MPC) is a powerful tool for controlling complex, real-world systems that uses a model to make predictions about future behavior. For each state encountered, MPC solves an online optimization problem to choose a…

机器学习 · 计算机科学 2021-04-15 Mohak Bhardwaj , Sanjiban Choudhury , Byron Boots

We propose a Model Predictive Control (MPC) with a single-step prediction horizon to approximate the solution of infinite horizon optimal control problems with the expected sum of convex stage costs for constrained linear uncertain systems.…

最优化与控制 · 数学 2025-04-24 Eunhyek Joa , Francesco Borrelli

Model Predictive Control (MPC) is an optimal control algorithm with strong stability and robustness guarantees. Despite its popularity in robotics and industrial applications, the main challenge in deploying MPC is its high computation…

系统与控制 · 电气工程与系统科学 2024-12-31 Camilo Gonzalez , Houshyar Asadi , Lars Kooijman , Chee Peng Lim

The current trend in the evolution of wind turbines is to increase their rotor size in order to capture more power. This leads to taller, slender and more flexible towers, which thus experience higher dynamical loads due to the turbine…

系统与控制 · 电气工程与系统科学 2022-09-30 Zhixin Feng , Alexander J. Gallo , Yichao Liu , Atindriyo K. Pamososuryo , Riccardo M. G. Ferrari , Jan-Willem van Wingerden

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…

系统与控制 · 电气工程与系统科学 2024-04-23 Anupama R Itagi , Rakhee Kallimani , Krishna Pai , Sridhar Iyer , Onel L. A. Lopez

The battery management system plays a vital role in ensuring the safety and dependability of electric and hybrid vehicles. It is responsible for various functions, including state evaluation, monitoring, charge control, and cell balancing,…

计算机视觉与模式识别 · 计算机科学 2024-04-10 Narayana Darapaneni , Ashish K , Ullas M S , Anwesh Reddy Paduri

In this paper, we focus on a method based on optimal control to address the optimization problem. The objective is to find the optimal solution that minimizes the objective function. We transform the optimization problem into optimal…

最优化与控制 · 数学 2023-09-12 Yeming Xu , Ziyuan Guo , Hongxia Wang , Huanshui Zhang