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Energy theft poses a significant threat to the stability and efficiency of smart grids, leading to substantial economic losses and operational challenges. Traditional centralized machine learning approaches for theft detection require…

机器学习 · 计算机科学 2026-02-19 Diego Labate , Dipanwita Thakur , Giancarlo Fortino

In this paper, we present an optimization-based formulation for privacy-utility tradeoff in the Ensemble and Unscented Kalman filtering framework, with a focus on space situational awareness. Privacy and utility are defined in terms of a…

最优化与控制 · 数学 2019-12-10 Niladri Das , Raktim Bhattacharya

One of the most far-reaching use cases of the internet of things is in smart grid and smart home operation. The smart home concept allows residents to control, monitor, and manage their energy consumption with minimum loss and…

系统与控制 · 电气工程与系统科学 2025-02-11 S. Saba Rafiei , Mahdi S. Naderi , Mehrdad Abedi

This paper proposes a decentralized energy management (DEM) strategy for a network of local microgrids, providing economically balanced energy schedules for all participating microgrids. The proposed DEM strategy can preserve the privacy of…

系统与控制 · 电气工程与系统科学 2023-04-10 Jesus Silva-Rodriguez , Xingpeng Li

The rapidly growing penetration of renewable energy resources brings unprecedented challenges to power distribution networks - management of a large population of grid-tied controllable devices encounters control scalability crises and…

最优化与控制 · 数学 2023-01-06 Xiang Huo , Mingxi Liu

The emergence of smart grids and advanced metering infrastructure (AMI) has revolutionized energy management. Unlike traditional power grids, smart grids benefit from two-way communication through AMI, which surpasses earlier automated…

密码学与安全 · 计算机科学 2025-08-21 Farid Zaredar , Morteza Amini

This paper investigates the privacy funnel, a privacy-utility tradeoff problem in which mutual information quantifies both privacy and utility. The objective is to maximize utility while adhering to a specified privacy budget. However, the…

信息论 · 计算机科学 2024-08-20 Mohammad Amin Zarrabian , Parastoo Sadeghi

Internet of things (IoT) devices, such as smart meters, smart speakers and activity monitors, have become highly popular thanks to the services they offer. However, in addition to their many benefits, they raise privacy concerns since they…

信息论 · 计算机科学 2022-02-14 Ecenaz Erdemir , Pier Luigi Dragotti , Deniz Gunduz

This article addresses the residential energy cost optimization problem in smart grid. To date, most of the previous research only consider a partial aspect of the cost optimization problem. As a result, they fail to analyze scenarios when…

系统与控制 · 计算机科学 2015-05-06 Muhammad Raisul Alam , Marc St-Hilaire , Thomas Kunz

Demand-side management presents significant benefits in reducing the energy load in smart grids by balancing consumption demands or including energy generation and/or storage devices in the user's side. These techniques coordinate the…

最优化与控制 · 数学 2016-05-06 Javier Zazo , Santiago Zazo , Sergio Valcarcel Macua

A number of governments and organizations around the world agree that the first step to address national and international problems such as energy independence, global warming or emergency resilience, is the redesign of electricity…

分布式、并行与集群计算 · 计算机科学 2020-06-05 Marıa Arenas-Martınez , Sergio Herrero-Lopez , Abel Sanchez , John R. Williams , Paul Roth , Paul Hofmann , Alexander Zeier

The control and managing of power demand and supply become very crucial because of penetration of renewables in the electricity networks and energy demand increase in residential and commercial sectors. In this paper, a new approach is…

系统与控制 · 电气工程与系统科学 2020-01-28 Seyyed Danial Nazemi , Khashayar Mahani , Ali Ghofrani , Burcu Ece Kose , Mahraz Amini , Mohsen A. Jafari

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

With the employment of smart meters, massive data on consumer behaviour can be collected by retailers. From the collected data, the retailers may obtain the household profile information and implement demand response. While retailers prefer…

机器学习 · 计算机科学 2022-10-19 Yi Dong , Yang Chen , Xingyu Zhao , Xiaowei Huang

Energy storage systems (ESSs) are essential components of the future smart grids with high penetration of renewable energy sources. However, deploying individual ESSs for all energy consumers, especially in large systems, may not be…

系统与控制 · 计算机科学 2017-06-05 Katayoun Rahbar , Mohammad R. Vedady Moghadam , Sanjib Kumar Panda

This study examines a resource-sharing problem involving multiple parties that agree to use a set of capacities together. We start with modeling the whole problem as a mathematical program, where all parties are required to exchange…

最优化与控制 · 数学 2024-01-08 Utku Karaca , Nursen Aydin , Sinan Yildirim , S. Ilker Birbil

In this study, we investigate the operation of an optimal home energy management system (HEMS) with integrated renewable energy system (RES) and energy storage system (ESS) supporting electricity selling functions. A multi-objective mixed…

系统与控制 · 电气工程与系统科学 2021-01-19 Huy Truong Dinh , Daehee Kim

This paper presents an Energy Management System (EMS) that considers power exchanges between a set of interconnected microgrids (MGs) and the main grid, in the context of Multi-MG (MMG) systems. The model is first formulated as a…

系统与控制 · 电气工程与系统科学 2022-07-12 Carlos Ceja-Espinosa , Mehrdad Pirnia , Claudio A. Cañizares

The total variation distance is proposed as a privacy measure in an information disclosure scenario when the goal is to reveal some information about available data in return of utility, while retaining the privacy of certain sensitive…

信息论 · 计算机科学 2019-03-05 Borzoo Rassouli , Deniz Gündüz

The amalgamation of Internet of Things and the smart grid enables the energy optimal scheduling of appliances based on user needs and dynamic energy prices. Additionally, progress in local storage technology calls for exploiting additional…

系统与控制 · 电气工程与系统科学 2022-11-17 Brian Setz , Kawsar Haghshenas , Marco Aiello