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Related papers: Towards a Consumer-Centric Grid: A Behavioral Pers…

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Active inference has emerged as an alternative approach to control problems given its intuitive (probabilistic) formalism. However, despite its theoretical utility, computational implementations have largely been restricted to…

Machine Learning · Computer Science 2022-03-01 Aswin Paul , Noor Sajid , Manoj Gopalkrishnan , Adeel Razi

In modern buildings renewable energy generators and storage devices are spreading, and consequently the role of the users in the power grid is shifting from passive to active. We design a demand response scheme that exploits the prosumers'…

Systems and Control · Electrical Eng. & Systems 2022-11-10 Marta Fochesato , Carlo Cenedese , John Lygeros

Much research has been conducted on how consumption is related to human relations, for example, consumer communities organized around specific brands, or the way people use products to define their own identity and transmit a desired image.…

Social and Information Networks · Computer Science 2024-01-10 Lizardo Vargas-Bianchi

Sharing economy is a transformative socio-economic phenomenon built around the idea of sharing underused resources and services, e.g. transportation and housing, thereby reducing costs and extracting value. Anticipating continued reduction…

Systems and Control · Computer Science 2018-07-24 Pratyush Chakraborty , Enrique Baeyens , Kameshwar Poolla , Pramod P. Khargonekar , Pravin Varaiya

This work considers a Bayesian signal processing problem where increasing the power of the probing signal may cause risks or undesired consequences. We employ a market based approach to solve energy management problems for signal detection…

Signal Processing · Electrical Eng. & Systems 2023-01-20 Baocheng Geng , Chen Quan , Tianyun Zhang , Makan Fardad , Pramod K. Varshney

The performance of prediction models is often based on "abstract metrics" that estimate the model's ability to limit residual errors between the observed and predicted values. However, meaningful evaluation and selection of prediction…

Machine Learning · Computer Science 2019-05-13 Saima Aman , Yogesh Simmhan , Viktor K. Prasanna

The idea of changing our energy system from a hierarchical design into a set of nearly independent microgrids becomes feasible with the availability of small renewable energy generators. The smart microgrid concept comes with several…

Emerging Technologies · Computer Science 2018-07-03 Anita Sobe , Wilfried Elmenreich

The Smart Grid is not just about the digitalization of the Power Grid. In its more visionary acceptation, it is a model of energy management in which the users are engaged in producing energy as well as consuming it, while having…

Physics and Society · Physics 2013-12-04 Giuliano Andrea Pagani , Marco Aiello

The integration of machine learning into smart grid systems represents a transformative step in enhancing the efficiency, reliability, and sustainability of modern energy networks. By adding advanced data analytics, these systems can better…

Artificial Intelligence · Computer Science 2024-10-22 Abdur Rashid , Parag Biswas , abdullah al masum , MD Abdullah Al Nasim , Kishor Datta Gupta

Electric Vehicles (EVs), as their penetration increases, are not only challenging the sustainability of the power grid, but also stimulating and promoting its upgrading. Indeed, EVs can actively reinforce the development of the Smart Grid…

Computer Science and Game Theory · Computer Science 2016-04-18 Wenjing Shuai , Patrick Maillé , Alexander Pelov

This paper presents a capacity-constrained incentive-based demand response approach for residential smart grids. It aims to maintain electricity grid capacity limits and prevent congestion by financially incentivising end users to reduce or…

Machine Learning · Computer Science 2026-02-19 Shafagh Abband Pashaki , Sepehr Maleki , Amir Badiee

We introduce a resource allocation framework for goal-oriented semantic networks, where participating agents assess system quality through subjective (e.g., context-dependent) perceptions. To accommodate this, our model accounts for agents…

Information Theory · Computer Science 2025-06-06 Symeon Vaidanis , Photios A. Stavrou , Marios Kountouris

We investigate a utility-based approach for driver car-following behavioral modeling while analyzing different aspects of the model characteristics especially in terms of capturing different fundamental diagram regions and safety proxy…

Physics and Society · Physics 2014-03-21 Samer H. Hamdar , Hani S. Mahmassani , Martin Treiber

In the smart grid, the prosumers can sell unused electricity back to the power grid, assuming the prosumers own renewable energy sources and storage units. The maximizing of their profits under a dynamic electricity market is a problem that…

Machine Learning · Computer Science 2024-05-10 Kode Creer , Imitiaz Parvez

Increased data gathering capacity, together with the spread of data analytics techniques, has prompted an unprecedented concentration of information related to the individuals' preferences in the hands of a few gatekeepers. In the present…

Social and Information Networks · Computer Science 2019-12-03 Jacopo Arpetti , Antonio Iovanella

In order to achieve greenhouse gas neutrality by 2045, the Climate Protection Act sets emission reduction targets for the years 2030 and 2040, as well as decreasing annual emission volumes for some sectors, including the building sector.…

Systems and Control · Electrical Eng. & Systems 2024-04-23 Paul Maximilian Röhrig , Nancy Radermacher , Luis Böttcher , Andreas Ulbig

The electric power system is one of the cornerstones of modern society. One of its most serious malfunctions is the blackout, a catastrophic event that may disrupt a substantial portion of the system, playing havoc to human life and causing…

Data Analysis, Statistics and Probability · Physics 2016-03-07 Chengwei Wang , Celso Grebogi , Murilo S. Baptista

The smart grid is envisioned to significantly enhance the efficiency of energy consumption, by utilizing two-way communication channels between consumers and operators. For example, operators can opportunistically leverage the delay…

Optimization and Control · Mathematics 2016-11-18 Yara Abdallah , Zizhan Zheng , Ness B. Shroff , Hesham El Gamal , Tarek M. El-Fouly

There are clear benefits associated with a particular consumer choice for many current markets. For example, as we consider here, some products might carry environmental or `green' benefits. Some consumers might value these benefits while…

General Finance · Quantitative Finance 2008-12-02 Gérard Weisbuch , Vincent Buskens , Luat Vuong

Cumulative Prospect Theory (CPT) is a modeling tool widely used in behavioral economics and cognitive psychology that captures subjective decision making of individuals under risk or uncertainty. In this paper, we propose a dynamic pricing…

Computers and Society · Computer Science 2019-12-02 Yue Guan , Anuradha M. Annaswamy , H. Eric Tseng
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