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A central challenge in using price signals to coordinate the electricity consumption of a group of users is the operator's lack of knowledge of the users due to privacy concerns. In this paper, we develop a two-time-scale incentive…

计算机科学与博弈论 · 计算机科学 2024-04-01 Jiayi Li , Matthew Motoki , Baosen Zhang

Most electricity systems worldwide are deploying advanced metering infrastructures to collect relevant operational data. In particular, smart meters allow tracking electricity load consumption at a very disaggregated level and at high…

机器学习 · 统计学 2020-03-09 Andrés M. Alonso , F. Javier Nogales , Carlos Ruiz

This paper investigates smart home energy management in consideration of tradeoffs between residential privacy and energy costs. A multiobjective approach that minimizes energy costs and maximizes privacy protection is proposed. The…

系统与控制 · 电气工程与系统科学 2026-01-16 Hsuan-Hao Chang , Wei-Yu Chiu , Hongjian Sun , Chia-Ming Chen

In this paper, a real time implementable load coordination strategy is developed for the optimization of electric demands in a smart home. The strategy minimizes the electricity cost to the home owner, while limiting the disruptions…

系统与控制 · 电气工程与系统科学 2024-01-30 Xiaoling Chen , Cory Miller , Mithun Goutham , Prasad Dev Hanumalagutti , Rachel Blaser , Stephanie Stockar

We consider the problem of operating a battery in a home connected to the grid to minimize electricity cost, which combines an energy charge and a tiered peak power charge based on the average of the $N$ largest daily peak powers in each…

最优化与控制 · 数学 2026-04-27 David Pérez-Piñeiro , Sigurd Skogestad , Stephen Boyd

The smart power grid aims at harnessing information and communication technologies to enhance reliability and enforce sensible use of energy. Its realization is geared by the fundamental goal of effective management of demand load. In this…

网络与互联网体系结构 · 计算机科学 2010-08-24 Iordanis Koutsopoulos , Leandros Tassiulas

Power management is an expensive and important issue for large computational infrastructures such as datacenters, large clusters, and computational grids. However, measuring energy consumption of scalable systems may be impractical due to…

机器学习 · 计算机科学 2017-09-20 Lucas Venezian Povoa , Cesar Marcondes , Hermes Senger

A significant portion of a consumer's annual electrical costs can be made up of coincident peak charges: a transmission surcharge for power consumed when the entire system is at peak demand. This charge occurs only a few times annually, but…

最优化与控制 · 数学 2019-08-05 Chase P. Dowling , Baosen Zhang

The evolution of smart microgrid and its demand-response characteristics not only will change the paradigms of the century-old electric grid but also will shape the electricity market. In this new market scenario, once always energy…

系统与控制 · 计算机科学 2017-04-24 Mosaddek Hossain Kamal Tushar , Chadi Assi

Energy harvesting offers an attractive and promising mechanism to power low-energy devices. However, it alone is insufficient to enable an energy-neutral operation, which can eliminate tedious battery charging and replacement requirements.…

系统与控制 · 电气工程与系统科学 2021-09-13 Yigit Tuncel , Ganapati Bhat , Jaehyun Park , Umit Ogras

New generation electricity network called Smart Grid is a recently conceived vision for a cleaner, more efficient and cheaper electricity system. One of the major challenges of electricity network is that generation and consumption should…

系统与控制 · 计算机科学 2016-08-02 Lorant Kovacs , Rajmund Drenyovszki , Andras Olah , Janos Levendovszky , Kalman Tornai , Istvan Pinter

In many power grids, a large portion of the energy costs for commercial and industrial consumers are set with reference to the coincident peak load, the demand during the maximum system-wide peak, and their own maximum peak load, the…

最优化与控制 · 数学 2024-09-09 Rene Carmona , Xinshuo Yang , Siddharth Bhela , Claire Zeng

We present a unified method, based on convex optimization, for managing the power produced and consumed by a network of devices over time. We start with the simple setting of optimizing power flows in a static network, and then proceed to…

最优化与控制 · 数学 2019-03-18 Nicholas Moehle , Enzo Busseti , Stephen Boyd , Matt Wytock

The prospective participation of smart buildings in the electricity system is strongly related to the increasing active role of demand-side resources in the electrical grid. In addition, the growing penetration of smart meters and recent…

系统与控制 · 电气工程与系统科学 2019-08-02 Ricardo Fernández-Blanco , Juan Miguel Morales , Salvador Pineda

Economic model predictive control has been proposed as a means for solving the unit loading and unit allocation problem in multi-chiller cooling plants. The adjective economic stems from the use of financial cost due to electricity…

系统与控制 · 电气工程与系统科学 2025-12-19 Manuel G. Satué , Manuel R. Arahal , Luis F. Acedo , Manuel G. Ortega

The so-called Internet of Things (IoT) and advanced communication technologies have already demonstrated a great potential to manage residential energy resources via demand-side management. This work presents a home energy management system…

信号处理 · 电气工程与系统科学 2020-04-20 Hafiz Majid Hussain , Pedro H. J. Nardelli

In this paper, the modeling of building end-use energy profile is comprehensively investigated. Top-down and Bottom-up approaches are discussed with a focus on the latter for better integration with occupant information. Compared to the…

应用统计 · 统计学 2016-11-17 Zhaoyi Kang , Ming Jin , Costas J. Spanos

We develop a scalable, computationally efficient method for the task of energy disaggregation for home appliance monitoring. In this problem the goal is to estimate the energy consumption of each appliance over time based on the total…

机器学习 · 计算机科学 2016-11-01 Kiarash Shaloudegi , András György , Csaba Szepesvári , Wilsun Xu

Non-intrusive load monitoring (NILM) has been extensively researched over the last decade. The objective of NILM is to identify the power consumption of individual appliances and to detect when particular devices are on or off from…

机器学习 · 计算机科学 2021-09-16 Jordan Holweger , Marina Dorokhova , Lionel Bloch , Christophe Ballif , Nicolas Wyrsch

We use a power grid model with $M$ generators and $N$ consumption units to optimize the grid and its control. Each consumer demand is drawn from a predefined finite-size-support distribution, thus simulating the instantaneous load…

统计力学 · 物理学 2009-10-21 Lenka Zdeborová , Aurélien Decelle , Michael Chertkov