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We consider a dynamic pricing problem where customer response to the current price is impacted by the customer price expectation, aka reference price. We study a simple and novel reference price mechanism where reference price is the…

机器学习 · 计算机科学 2024-07-23 Shipra Agrawal , Wei Tang

Periodic Double Auctions (PDAs) are commonly used in the real world for trading, e.g. in stock markets to determine stock opening prices, and energy markets to trade energy in order to balance net demand in smart grids, involving trillions…

计算机科学与博弈论 · 计算机科学 2019-11-26 Susobhan Ghosh , Sujit Gujar , Praveen Paruchuri , Easwar Subramanian , Sanjay P. Bhat

In electrical distribution grids, the constantly increasing number of power generation devices based on renewables demands a transition from a centralized to a distributed generation paradigm. In fact, power injection from Distributed…

系统与控制 · 计算机科学 2017-06-30 Riccardo Bonetto , Michele Rossi , Stefano Tomasin , Carlo Fischione

We consider the setting in which an electric power utility seeks to curtail its peak electricity demand by offering a fixed group of customers a uniform price for reductions in consumption relative to their predetermined baselines. The…

机器学习 · 计算机科学 2018-06-20 Kia Khezeli , Eilyan Bitar

In the context of smart grids and load balancing, daily peak load forecasting has become a critical activity for stakeholders of the energy industry. An understanding of peak magnitude and timing is paramount for the implementation of smart…

机器学习 · 计算机科学 2021-12-10 Yvenn Amara-Ouali , Matteo Fasiolo , Yannig Goude , Hui Yan

The $\textit{data market design}$ problem is a problem in economic theory to find a set of signaling schemes (statistical experiments) to maximize expected revenue to the information seller, where each experiment reveals some of the…

计算机科学与博弈论 · 计算机科学 2023-11-01 Sai Srivatsa Ravindranath , Yanchen Jiang , David C. Parkes

Smart energy networks provide for an effective means to accommodate high penetrations of variable renewable energy sources like solar and wind, which are key for deep decarbonisation of energy production. However, given the variability of…

系统与控制 · 电气工程与系统科学 2022-08-29 Cephas Samende , Zhong Fan , Jun Cao

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

As an efficient way to integrate multiple distributed energy resources and the user side, a microgrid is mainly faced with the problems of small-scale volatility, uncertainty, intermittency and demand-side uncertainty of DERs. The…

机器学习 · 计算机科学 2022-11-14 Jinsong Sang , Hongbin Sun , Lei Kou

In this paper, we propose a novel incentive based Demand Response (DR) program with a self reported baseline mechanism. The System Operator (SO) managing the DR program recruits consumers or aggregators of DR resources. The recruited…

系统与控制 · 电气工程与系统科学 2024-12-20 Deepan Muthirayan , Enrique Baeyens , Pratyush Chakraborty , Kameshwar Poolla , Pramod P. Khargonekar

With improvement in smart grids through two-way communication, demand response (DR) has gained significant attention due to the inherent flexibility provided by shifting non-critical loads from peak periods to off-peak periods, which can…

系统与控制 · 电气工程与系统科学 2020-05-28 Mingjian Tuo , Arun Venkatesh Ramesh , Xingpeng Li

We study the impact of end-user behavior on service provider (SP) bidding and user/network association in a HetNet with multiple SPs while considering the uncertainty in the service guarantees offered by the SPs. Using Prospect Theory (PT)…

系统与控制 · 电气工程与系统科学 2019-09-13 Mohammad Yousefvand , Narayan Mandayam

Demand side management (DSM) is a key solution for reducing the peak-time power consumption in smart grids. To provide incentives for consumers to shift their consumption to off-peak times, the utility company charges consumers differential…

系统与控制 · 计算机科学 2013-11-11 Linqi Song , Yuanzhang Xiao , Mihaela van der Schaar

We consider a novel pricing and advertising framework, where a seller not only sets product price but also designs flexible 'advertising schemes' to influence customers' valuation of the product. We impose no structural restriction on the…

计算机科学与博弈论 · 计算机科学 2024-12-12 Shipra Agrawal , Yiding Feng , Wei Tang

The large integration of variable energy resources is expected to shift a large part of the energy exchanges closer to real-time, where more accurate forecasts are available. In this context, the short-term electricity markets and in…

Understanding and predicting the electricity demand responses to prices are critical activities for system operators, retailers, and regulators. While conventional machine learning and time series analyses have been adequate for the routine…

信号处理 · 电气工程与系统科学 2024-10-07 Adrian Esteban-Perez , Derek Bunn , Yashar Ghiassi-Farrokhfal

This paper is concerned with the determination of pricing strategies for a firm that in each period of a finite horizon receives replenishment quantities of a single product which it sells in two markets, e.g., a long-distance market and an…

最优化与控制 · 数学 2015-09-25 Wen , Chen , Adam Fleischhacker , Michael N. Katehakis

An increasing share of energy is produced from renewable sources by many small producers. The efficiency of those sources is volatile and, to some extent, random, exacerbating the problem of energy market balancing. In many countries, this…

机器学习 · 计算机科学 2024-02-15 Łukasz Lepak , Paweł Wawrzyński

This paper considers two important problems -- on the supply-side and demand-side respectively and studies both in a unified framework. On the supply side, we study the problem of energy sharing among microgrids with the goal of maximizing…

系统与控制 · 电气工程与系统科学 2019-07-09 Diddigi Raghuram Bharadwaj , Sai Koti Reddy Danda , Krishnasuri Narayanam , Shalabh Bhatnagar

Distribution networks are transitioning from passive to active systems due to the growing integration of distributed energy resources (DERs). Peer to Peer (P2P) energy trading has emerged as a viable framework that enables local energy…

系统与控制 · 电气工程与系统科学 2026-05-21 Devangi , Ankit Singhal , Yashasvi Bansal