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相关论文: Customer Identification for Electricity Retailers …

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In this paper, we demonstrate that a consumer's marginal system impact is only determined by their demand profile rather than their demand level. Demand profile clustering is identical to cluster consumers according to their marginal…

经济学 · 定量金融 2017-01-11 Yang Yu , Guangyi Liu , Wendong Zhu , Fei Wang , Bin Shu , Kai Zhang , Ram Rajagopal , Nicolas Astier

The conventional practice of retail electric utilities is to aggregate customers geographically. The utility purchases electricity for its customers via bulk transactions on the wholesale market, and it passes these costs along to its…

最优化与控制 · 数学 2017-08-08 Siddharth Patel , Raffi Sevlian , Baosen Zhang , Ram Rajagopal

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

In electricity markets, retailers or brokers want to maximize profits by allocating tariff profiles to end consumers. One of the objectives of such demand response management is to incentivize the consumers to adjust their consumption so…

机器学习 · 计算机科学 2022-02-14 Jyoti Narwariya , Chetan Verma , Pankaj Malhotra , Lovekesh Vig , Easwara Subramanian , Sanjay Bhat

The emergence of distributed generation and the electrification of demand have opened the possibility for prosumers to participate in electricity markets, receiving economic benefits on their bills and contributing to the reduction of…

In low-income settings, the most critical piece of information for electric utilities is the anticipated consumption of a customer. Electricity consumption assessment is difficult to do in settings where a significant fraction of households…

计算机视觉与模式识别 · 计算机科学 2021-12-17 Simone Fobi , Joel Mugyenyi , Nathaniel J. Williams , Vijay Modi , Jay Taneja

Smart grids leverage data from smart meters to improve operations management and to achieve cost reductions. The fine-grained meter data also enable pricing schemes that simultaneously benefit electricity retailers and users. Our goal is to…

密码学与安全 · 计算机科学 2021-08-11 Daniel Reijsbergen , Zheng Yang , Aung Maw , Tien Tuan Anh Dinh , Jianying Zhou

Despite extensive research in the past five years and several successfully completed and on-going pilot projects, regulators are still reluctant to implement peer-to-peer trading at a large-scale in today's electricity market. The reason…

计算机与社会 · 计算机科学 2021-10-19 Wayes Tushar , Chau Yuen , Tapan Saha , Deb Chattopadhyay , Sohrab Nizami , Sarmad Hanif , Jan E Alam , H. Vincent Poor

The knowledge of the number of customers is the pillar of retail business analytics. In our setting, we assume that a portion of customers is monitored and easily counted due to the loyalty program while the rest is not monitored. The…

应用统计 · 统计学 2020-04-07 Ondřej Sokol , Vladimír Holý

Electrification is contributing to substantial growth in U.S. commercial and industrial loads, but the cost and Scope 2 carbon emission implications of this load growth are opaque for both power consumers and utilities. This work describes…

In this paper, we consider a realistic and meaningful scenario in the context of smart grids where an electricity retailer serves three different types of customers, i.e., customers with an optimal home energy management system embedded in…

系统与控制 · 计算机科学 2018-03-22 Fanlin Meng , Xiao-Jun Zeng , Yan Zhang , Chris J. Dent , Dunwei Gong

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

Fashion preference is a fuzzy concept that depends on customer taste, prevailing norms in fashion product/style, henceforth used interchangeably, and a customer's perception of utility or fashionability, yet fashion e-retail relies on…

计算机视觉与模式识别 · 计算机科学 2018-07-10 Vikram Garg , Girish Sathyanarayana , Sumit Borar , Aruna Rajan

Investigation of household electricity usage patterns, and matching the patterns to behaviours, is an important area of research given the centrality of such patterns in addressing the needs of the electricity industry. Additional knowledge…

应用统计 · 统计学 2020-11-24 Ian Dent , Tony Craig , Uwe Aickelin , Tom Rodden

Network-based marketing refers to a collection of marketing techniques that take advantage of links between consumers to increase sales. We concentrate on the consumer networks formed using direct interactions (e.g., communications) between…

统计理论 · 数学 2007-06-13 Shawndra Hill , Foster Provost , Chris Volinsky

As smart grids are getting popular and being widely implemented, preserving the privacy of consumers is becoming more substantial. Power generation and pricing in smart grids depends on the continuously gathered information from the…

密码学与安全 · 计算机科学 2019-05-16 Alireza Ahadipour , Mojtaba Mohammadi , Alireza Keshavarz-Haddad

Recently there have been several historical changes in electricity networks that necessitate the development of Demand Side Management (DSM). The main objective of DSM is to achieve an aggregated consumption pattern that is efficient in…

计算机科学与博弈论 · 计算机科学 2019-02-26 Georgios Tsaousoglou , Konstantinos Steriotis , Nikolaos Efthymiopoulos , Konstantinos Smpoukis , Emmanouel Varvarigos

The popularity of e-commerce platforms continues to grow. Being able to understand, and predict customer behavior is essential for customizing the user experience through personalized result presentations, recommendations, and special…

信息检索 · 计算机科学 2020-12-17 Mariya Hendriksen , Ernst Kuiper , Pim Nauts , Sebastian Schelter , Maarten de Rijke

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

In the present work we tackle the problem of finding the optimal price tariff to be set by a risk-averse electric retailer participating in the pool and whose customers are price-sensitive. We assume that the retailer has access to a…

最优化与控制 · 数学 2022-02-24 Román Pérez-Santalla , Miguel Carrión , Carlos Ruiz
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