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The shift towards an energy Grid dominated by prosumers (consumers and producers of energy) will inevitably have repercussions on the distribution infrastructure. Today it is a hierarchical one designed to deliver energy from large scale…

Physics and Society · Physics 2015-03-19 Giuliano Andrea Pagani , Marco Aiello

With increasing penetration of Distributed Energy Resources (DERs) in grid edge including renewable generation, flexible loads, and storage, accurate prediction of distributed generation and consumption at the consumer level becomes…

Systems and Control · Electrical Eng. & Systems 2021-07-08 Venkatesh Venkataramanan , Sridevi Kaza , Anuradha M. Annaswamy

Increased penetration of Distributed Energy Resources (DER) and Renewable Energy Systems (RES) transforming the conventional distribution grid into a transactive framework supervised by a distribution system operator (DSO). Although the…

Systems and Control · Electrical Eng. & Systems 2023-09-06 Arnab Dey , Vivek Khatana , Ankur Mani , Murti V. Salapaka

In this paper, we aim to leverage peer to peer (P2P) transactive energy framework for optimal control of rooftop or neighborhood solar power with battery electric storage systems (BESS). Here we propose that the multiple neighboring…

Systems and Control · Electrical Eng. & Systems 2023-02-24 Steven Knudsen , Subir Majumder , Anurag K. Srivastava

Finding optimal bidding strategies for generation units in electricity markets would result in higher profit. However, it is a challenging problem due to the system uncertainty which is due to the unknown other generation units' strategies.…

Artificial Intelligence · Computer Science 2022-08-15 Pegah Rokhforoz , Olga Fink

The ongoing shift towards decentralization of the electric energy sector, driven by the growing electrification across end-use sectors, and widespread adoption of distributed energy resources (DERs), necessitates their active participation…

Machine Learning · Computer Science 2026-04-23 Patrick Wilk , Ethan Cantor , Yikui Liu , Jie Li

Distributed energy resources (DERs) are playing an increasing role in ancillary services for the bulk grid, particularly in frequency regulation. In this paper, we propose a framework for collections of DERs, combined to form microgrids and…

Systems and Control · Electrical Eng. & Systems 2021-02-01 Priyank Srivastava , Chin-Yao Chang , Jorge Cortes

Deep learning for distribution grid optimization can be advocated as a promising solution for near-optimal yet timely inverter dispatch. The principle is to train a deep neural network (DNN) to predict the solutions of an optimal power flow…

Optimization and Control · Mathematics 2020-07-09 Manish K. Singh , Sarthak Gupta , Vassilis Kekatos , Guido Cavraro , Andrey Bernstein

Nowadays, energy transition is ongoing in many countries, aiming to reduce dependence on fossil fuels and CO2 emissions. Besides the positive impacts on the environment, this transition brings technical challenges to the system operators,…

Systems and Control · Electrical Eng. & Systems 2026-03-10 Hang Nguyen , Koen Kok , Trung Thai Tran , Phuong H. Nguyen

Adding renewable energy sources and storage units to an electric grid has led to a change in the way energy is generated and billed. This shift cannot be managed without a unified view of energy systems and their components. This unified…

Networking and Internet Architecture · Computer Science 2022-01-24 Nandor Verba , Pablo Baldivieso-Monasterios , Siyuan Dong , Andrei Braitor , George Konstantopoulos , Elena Gaura , Euan Morris , Alison Halford , Colin Stephen

Integrating distributed energy resources (DERs) is a critical step toward addressing the global climate crisis. This transformation has driven the transition from traditional consumers to prosumers and given rise to new energy sharing…

Information Theory · Computer Science 2026-04-07 Yingshuo Gu , Xi Weng , Yue Chen

Smart grids are being increasingly deployed worldwide, as they constitute the electricity grid of the future, providing bidirectional communication between households. One of their main potential applications is the peer-to-peer (P2P)…

Cryptography and Security · Computer Science 2023-07-20 Andrei Hutu , Mustafa A. Mustafa

In this work, we propose a multi-layer market for vehicle-to-grid energy trading. In the macro layer, we consider a double auction mechanism, under which the utility company act as an auctioneer and energy buyers and sellers interact. This…

Computer Science and Game Theory · Computer Science 2016-09-07 Albert Y. S. Lam , Longbo Huang , Alonso Silva , Walid Saad

The rapid proliferation of distributed energy resources (DERs) and the electrification of residential loads offer significant potential for grid flexibility but pose stability challenges under static pricing regimes. Specifically, high…

Optimization and Control · Mathematics 2026-05-11 Xinyang Zhou , Jing Shang , Andrey Bernstein , Stefan Wager , Moody Saleh , Lara Pierpoint

With the decreasing cost of solar photovoltaics (PV) and battery storage systems, more and more prosumers appear in the distribution systems. Accompanying with it is the trend of using home energy management systems (HEMS). HEMS…

Systems and Control · Electrical Eng. & Systems 2019-12-17 Peng Hou , Guangya Yang , Junjie Hu , Philip J. Douglass , Yusheng Xue

Demand Response (DR) has a widely recognized potential for improving grid stability and reliability while reducing customers energy bills. However, the conventional DR techniques come with several shortcomings, such as inability to handle…

Systems and Control · Electrical Eng. & Systems 2020-09-24 Amin Shojaeighadikolaei , Arman Ghasemi , Kailani R. Jones , Alexandru G. Bardas , Morteza Hashemi , Reza Ahmadi

Modern renewables-based power systems need to tap on the flexibility of Distributed Energy Resources (DERs) connected to distribution networks. It is important, however, that DER owners/users remain in control of their assets, decisions,…

Systems and Control · Electrical Eng. & Systems 2025-04-30 Costas Mylonas , Emmanouel Varvarigos , Georgios Tsaousoglou

Due to the emergence of new technologies, the whole electricity system is undergoing transformations on a scale and pace never observed before. The decentralization of energy resources and the smart grid have forced utility services to…

Physics and Society · Physics 2020-02-04 Iacopo Iacopini , Benjamin Schäfer , Elsa Arcaute , Christian Beck , Vito Latora

In this paper, multi-agent reinforcement learning is used to control a hybrid energy storage system working collaboratively to reduce the energy costs of a microgrid through maximising the value of renewable energy and trading. The agents…

Multiagent Systems · Computer Science 2021-12-07 Daniel J. B. Harrold , Jun Cao , Zhong Fan

With the sustained attention on carbon neutrality, the personal carbon trading (PCT) scheme has been embraced as an auspicious paradigm for scaling down carbon emissions. To facilitate the simultaneous clearance of energy and carbon…

Systems and Control · Electrical Eng. & Systems 2023-01-31 Yuanxi Wu , Zhi Wu , Wei Gu , Zheng Xu , Shu Zheng , Qirun Sun