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In this paper, we study the price responsiveness of electricity consumption from empirical commercial and industrial load data obtained from Texas. Employing a dynamical system perspective, we show that price responsive demand can be…

应用统计 · 统计学 2016-12-16 Jaeyong An , P. R. Kumar , Le Xie

The large scale deployment of Advanced Metering Infrastructure among residential energy customers has served as a boon for energy systems research relying on granular consumption data. Residential Demand Response aims to utilize the…

系统与控制 · 计算机科学 2016-07-05 Datong Zhou , Maximilian Balandat , Claire Tomlin

One of the major barriers for the retailers is to understand the consumption elasticity they can expect from their contracted demand response (DR) clients. The current trend of DR products provided by retailers are not consumer-specific,…

系统与控制 · 电气工程与系统科学 2021-11-26 Kamalanathan Ganesan , João Tomé Saraiva , Ricardo J. Bessa

Demand Response is an emerging technology which will transform the power grid of tomorrow. It is revolutionary, not only because it will enable peak load shaving and will add resources to manage large distribution systems, but mainly…

信息论 · 计算机科学 2012-09-26 Vicenç Gómez , Michael Chertkov , Scott Backhaus , Hilbert J. Kappen

There is an opportunity in modern power systems to explore the demand flexibility by incentivizing consumers with dynamic prices. In this paper, we quantify demand flexibility using an efficient tool called time-varying elasticity, whose…

机器学习 · 计算机科学 2022-02-03 Guangchun Ruan , Daniel S. Kirschen , Haiwang Zhong , Qing Xia , Chongqing Kang

Time-varying pricing tariffs incentivize consumers to shift their electricity demand and reduce costs, but may increase the energy burden for consumers with limited response capability. The utility must thus balance affordability and…

机器学习 · 计算机科学 2023-07-31 Liudong Chen , Bolun Xu

This paper focuses on price-based residential demand response implemented through dynamic adjustments of electricity prices during DR events. It extends existing DR models to a stochastic framework in which customer response is represented…

系统与控制 · 电气工程与系统科学 2026-03-18 Guido Cavraro , Andrey Bernstein , Emiliano Dall'Anese

Demand response is widely employed by today's data centers to reduce energy consumption in response to the increasing of electricity cost. To incentivize users of data centers participate in the demand response programs, i.e., breaking the…

分布式、并行与集群计算 · 计算机科学 2016-04-08 Yong Zhan , Du Xu , Hongfang Yu , Shui Yu

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

The performance of an energy system under a real-time pricing mechanism depends on the consumption behavior of its customers, which involves uncertainties. In this paper, we consider a system operator that charges its customers with a…

系统与控制 · 计算机科学 2016-11-17 Ceyhun Eksin , Hakan Delic , Alejandro Ribeiro

In this paper, we adopt constrastive explanations within an end-user application for temporal planning of smart homes. In this application, users have requirements on the execution of appliance tasks, pay for energy according to dynamic…

人工智能 · 计算机科学 2024-09-23 Xiaowei Liu , Kevin McAreavey , Weiru Liu

Utilities have introduced demand charges to encourage customers to reduce their demand peaks, since a high peak may cause very high costs for both the utility and the consumer. We herein study the bill minimization problem for customers…

最优化与控制 · 数学 2024-02-13 Lucas Weber , Ana Bušić , Jiamin Zhu

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

Price responsiveness is a major feature of end use customers (EUCs) that participate in demand response (DR) programs, and has been conventionally modeled with static demand functions, which take the electricity price as the input and the…

机器学习 · 计算机科学 2020-06-09 Hanchen Xu , Hongbo Sun , Daniel Nikovski , Kitamura Shoichi , Kazuyuki Mori

While volume-based grid tariffs have been the norm for residential consumers, capacity-based tariffs will become more relevant with the increasing electrification of society. A further development is capacity subscription, where consumers…

综合经济学 · 经济学 2021-11-12 Sigurd Bjarghov , Hossein Farahmand , Gerard Doorman

This paper exploits the Duration-of-Use of the demand patterns as a key concept for dealing with demand side flexibility. Starting from the consideration that fine-grained energy metering is not used at the point of supply of the…

系统与控制 · 电气工程与系统科学 2020-04-21 Gianfranco Chicco , Andrea Mazza

In the evolving landscape of digital commerce, adaptive dynamic pricing strategies are essential for gaining a competitive edge. This paper introduces novel {\em doubly nonparametric random utility models} that eschew traditional parametric…

统计方法学 · 统计学 2024-06-11 Elynn Chen , Xi Chen , Lan Gao , Jiayu Li

In this paper we apply active learning algorithms for dynamic pricing in a prominent e-commerce website. Dynamic pricing involves changing the price of items on a regular basis, and uses the feedback from the pricing decisions to update…

机器学习 · 统计学 2018-02-12 Ravi Ganti , Matyas Sustik , Quoc Tran , Brian Seaman

This paper develops and implements a nonparametric test of Random Utility Models. The motivating application is to test the null hypothesis that a sample of cross-sectional demand distributions was generated by a population of rational…

统计理论 · 数学 2018-12-06 Yuichi Kitamura , Jörg Stoye

Residential Demand Response has emerged as a viable tool to alleviate supply and demand imbalances of electricity, particularly during times when the electric grid is strained due a shortage of supply. Demand Response providers bid…

计算机科学与博弈论 · 计算机科学 2017-09-05 Datong P. Zhou , Maximilian Balandat , Munther A. Dahleh , Claire J. Tomlin
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