Privacy-preserving transactive energy systems: Key topics and open research challenges

no code implementations • 17 Dec 2023 • Daniel Gerbi Duguma, Juliana Zhang, Meysam Aboutalebi, Shiliang Zhang, Catherine Banet, Cato Bjørkli, Chinmayi Baramashetru, Frank Eliassen, HUI ZHANG, Jonathan Muringani, Josef Noll, Knut Inge Fostervold, Lars Böcker, Lee Andrew Bygrave, Matin Bagherpour, Maunya Doroudi Moghadam, Olaf Owe, Poushali Sengupta, Roman Vitenberg, Sabita Maharjan, Thiago Garrett, Yushuai Li, Zhengyu Shan

This manuscript aims to formalize and conclude the discussions initiated during the PriTEM workshop 22-23 March 2023.

energy trading Management +1

Combinatorial Auctions and Graph Neural Networks for Local Energy Flexibility Markets

no code implementations • 25 Jul 2023 • Awadelrahman M. A. Ahmed, Frank Eliassen, Yan Zhang

This paper proposes a new combinatorial auction framework for local energy flexibility markets, which addresses the issue of prosumers' inability to bundle multiple flexibility time intervals.

Balancing Explainability-Accuracy of Complex Models

no code implementations • 23 May 2023 • Poushali Sengupta, Yan Zhang, Sabita Maharjan, Frank Eliassen

Furthermore, we provide an upper bound of the computation complexity of our proposed approach for the dependent features.

Autonomous Driving Explainable Artificial Intelligence (XAI)

Distributed Deep Reinforcement Learning for Intelligent Load Scheduling in Residential Smart Grids

no code implementations • 29 Jun 2020 • Hwei-Ming Chung, Sabita Maharjan, Yan Zhang, Frank Eliassen

To cope with this growth, intelligent management of the consumption profile of the households is necessary, such that the households can save the electricity bills, and the stress to the power grid during peak hours can be reduced.

Management reinforcement-learning +2