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Efficient use of multiple batteries is a practical problem with wide and growing application. The problem can be cast as a planning problem under uncertainty. We describe the approach we have adopted to modelling and solving this problem,…

人工智能 · 计算机科学 2014-01-24 Maria Fox , Derek Long , Daniele Magazzeni

With the rapid growth in renewable energy and battery storage technologies, there exists significant opportunity to improve energy efficiency and reduce costs through optimization. However, optimization algorithms must take into account the…

最优化与控制 · 数学 2019-02-19 Chaitanya Poolla , Abraham K. Ishihara , Rodolfo Milito

Vehicle-to-building (V2B) systems integrate physical infrastructures, such as smart buildings and electric vehicles (EVs) connected to chargers at the building, with digital control mechanisms to manage energy use. By utilizing EVs as…

系统与控制 · 电气工程与系统科学 2026-01-08 Rishav Sen , Yunuo Zhang , Fangqi Liu , Jose Paolo Talusan , Ava Pettet , Yoshinori Suzue , Ayan Mukhopadhyay , Abhishek Dubey

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

Power grid load scheduling is a critical task that ensures the balance between electricity generation and consumption while minimizing operational costs and maintaining grid stability. Traditional optimization methods often struggle with…

机器学习 · 计算机科学 2024-10-24 Dongwen Luo

Data centers are becoming a major consumer of electricity on the grid, with cooling accounting for about 40\% of that energy. As electricity prices vary throughout the day and year, there is a need for cooling strategies that adapt to these…

最优化与控制 · 数学 2025-09-15 Arash Khojaste , Jonathan Pearce , Golbon Zakeri , Yuanrui Sang

In the paper, we consider delay-optimal charging scheduling of the electric vehicles (EVs) at a charging station with multiple charge points. The charging station is equipped with renewable energy generation devices and can also buy energy…

最优化与控制 · 数学 2013-01-14 Tian Zhang , Wei Chen , Zhu Han , Zhigang Cao

The uncertainty in distribution grid planning is driven by the unpredictable spatial and temporal patterns in adopting electric vehicles (EVs) and solar photovoltaic (PV) systems. This complexity, stemming from interactions among EVs, PV…

系统与控制 · 电气工程与系统科学 2025-03-20 Shiva Poudel , Poorva Sharma , Abhineet Parchure , Daniel Olsen , Sayantan Bhowmik , Tonya Martin , Dylan Locsin , Andrew P. Reiman

Battery-less Internet of Things (IoT) devices rely on ambient energy harvesting and therefore require scheduling policies that jointly account for energy intermittency and hard timing constraints. This challenge is especially acute in…

系统与控制 · 电气工程与系统科学 2026-05-20 Shahab Jahanbazi , Mateen Ashraf , Onel L. A. López

We consider an energy storage problem involving a wind farm with a forecasted power output, a stochastic load, an energy storage device, and a connection to the larger power grid with stochastic prices. Electricity prices and wind power…

最优化与控制 · 数学 2020-02-04 Joseph L. Durante , Juliana Nascimento , Warren B. Powell

The increasing penetration of renewable energy sources introduces significant challenges to power grid stability, primarily due to their inherent variability. A new opportunity for grid operation is the smart integration of electricity…

最优化与控制 · 数学 2025-10-30 Janik Pinter , Frederik Zahn , Maximilian Beichter , Ralf Mikut , Veit Hagenmeyer

We study a smart grid with wind power and battery storage. Traditionally, day-ahead planning aims to balance demand and wind power, yet actual wind conditions often deviate from forecasts. Short-term flexibility in storage and generation…

系统与控制 · 电气工程与系统科学 2022-12-08 Thom S. Badings , Arnd Hartmanns , Nils Jansen , Marnix Suilen

This paper presents an analytical method for calculating the operational value of an energy storage device under multi-stage price uncertainties. Our solution calculates the storage value function from price distribution functions directly…

最优化与控制 · 数学 2024-03-29 Bolun Xu , Audun Botterud , Magnus Korpas

Electrified heating systems with thermal storage, such as electric boilers and heat pumps, represent a major source of demand-side flexibility. Under current electricity market designs, balance responsible parties (BRPs) operating such…

系统与控制 · 电气工程与系统科学 2026-02-20 Alessandro Quattrociocchi , Manisha Talukdar , Pere Izquierdo Gómez , Tomislav Dragicevic

The integration of photovoltaic (PV) systems, stationary energy storage systems (ESSs), and electric vehicles (EVs) alongside demand response (DR) programmes in industrial parks presents opportunities to reduce costs and improve renewable…

系统与控制 · 电气工程与系统科学 2026-04-07 Meng Yuan , Tinghui Yan , Zhezhuang Xu

We introduce and analyze Markov Decision Process (MDP) machines to model individual devices which are expected to participate in future demand-response markets on distribution grids. We differentiate devices into the following four types:…

系统与控制 · 计算机科学 2016-11-17 Konstantin Turitsyn , Scott Backhaus , Maxim Ananyev , Michael Chertkov

This paper proposes a slot-based energy storage approach for decision-making in the context of an Off-Grid telecommunication operator. We consider network systems powered by solar panels, where harvest energy is stored in a battery that can…

最优化与控制 · 数学 2025-12-09 Youssef Ait El Mahjoub , Jean-Michel Fourneau

We present an online stochastic model predictive control framework for demand charge management for a grid-connected consumer with attached electrical energy storage. The consumer we consider must satisfy an inflexible but stochastic…

系统与控制 · 电气工程与系统科学 2020-07-07 Benjamin Flamm , Guillermo Ramos , Annika Eichler , John Lygeros

This paper proposes a new formulation for the dynamic resource allocation problem, which converts the traditional MDP model with known parameters and no capacity constraints to a new model with uncertain parameters and a resource capacity…

最优化与控制 · 数学 2020-11-10 Onur Demiray , Evrim Didem Güneş , Lerzan Örmeci

Battery energy storage systems can be used for peak demand reduction in power systems, leading to significant economic benefits. Two practical challenges are 1) accurately determining the peak load days and hours and 2) quantifying and…

机器学习 · 计算机科学 2022-03-29 Tao Fu , Huifen Zhou , Xu Ma , Z. Jason Hou , Di Wu
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