no code implementations • 2 May 2024 • Kingsley Nweye, Kathryn Kaspar, Giacomo Buscemi, Tiago Fonseca, Giuseppe Pinto, Dipanjan Ghose, Satvik Duddukuru, Pavani Pratapa, Han Li, Javad Mohammadi, Luis Lino Ferreira, Tianzhen Hong, Mohamed Ouf, Alfonso Capozzoli, Zoltan Nagy
As more distributed energy resources become part of the demand-side infrastructure, it is important to quantify the energy flexibility they provide on a community scale, particularly to understand the impact of geographic, climatic, and occupant behavioral differences on their effectiveness, as well as identify the best control strategies to accelerate their real-world adoption.
no code implementations • 23 Nov 2023 • Yuhan Du, Nuno Mendes, Simin Rasouli, Javad Mohammadi, Pedro Moura
The increased penetration of distributed energy resources and the adoption of sensing and control technologies are driving the transition from our current centralized electric grid to a distributed system controlled by multiple entities (agents).
no code implementations • 20 Nov 2023 • Yuhan Du, Javad Mohammadi
The growing integration of distributed energy resources drives the centralized power system towards a decentralized multi-agent network.
no code implementations • 8 Nov 2023 • Meiyi Li, Javad Mohammadi
The evolution towards a more distributed and interconnected grid necessitates large-scale decision-making within strict temporal constraints.
no code implementations • 27 Oct 2023 • Meiyi Li, Javad Mohammadi
Amid the increasing interest in the deployment of Distributed Energy Resources (DERs), the Virtual Power Plant (VPP) has emerged as a pivotal tool for aggregating diverse DERs and facilitating their participation in wholesale energy markets.
no code implementations • 26 Oct 2023 • Kelsey Nelson, Javad Mohammadi, Yu Chen, Erik Blasch, Alex Aved, David Ferris, Erika Ardiles Cruz, Philip Morrone
Electric vehicles (EVs) are becoming more popular within the United States, making up an increasingly large portion of the US's electricity consumption.
no code implementations • 8 Nov 2022 • Kelsey Nelson, Pedro Moura, Javad Mohammadi
The results showcase the fact that the achievement of ambitious EV market share goals will be manageable on a statewide level regarding electricity supply into 2030, but will eventually necessitate ambitious charging management strategies in order to limit the EV fleet's potentially heavy impact on peak demand looking forward into 2050 and beyond.
no code implementations • 22 Aug 2022 • Meiyi Li, Soheil Kolouri, Javad Mohammadi
We demonstrate the performance of our proposed method in quadratic programming in the context of the optimal power dispatch (critical to the resiliency of our electric grid) and a constrained non-convex optimization in the context of image registration problems.
no code implementations • 17 Jul 2022 • Maureen S. Golan, Javad Mohammadi
Developing models and metrics that can address resilience against disruptions is vital to ensure power grid reliability and that adequate recovery and adaptation mechanisms are in place.
no code implementations • 11 Jul 2022 • Meiyi Li, Yuhan Du, Javad Mohammadi, Constance Crozier, Kyri Baker, Soummya Kar
Linear approximations of the AC power flow equations are of great significance for the computational efficiency of large-scale optimal power flow (OPF) problems.
no code implementations • 12 Feb 2022 • Meiyi Li, Javad Mohammadi, Soummya Kar
Agent-based solutions lend themselves well to address privacy concerns and the computational scalability needs of future distributed electric grids and end-use energy exchanges.
no code implementations • 8 Feb 2022 • Xinran Liu, Yuzhe Lu, Ali Abbasi, Meiyi Li, Javad Mohammadi, Soheil Kolouri
In addition, we propose two alternative approaches for learning such parametric functions, with and without a solver in the LOOP.
no code implementations • 21 Sep 2020 • Javad Mohammadi, Jesse Thornburg
Federated computation is an approach well suited to addressing these issues that are increasingly important for multi-agent energy systems.
Distributed, Parallel, and Cluster Computing
no code implementations • 2 Jun 2020 • Fouad Hasan, Amin Kargarian, Javad Mohammadi
Numerical results on several test systems show the effectiveness of the proposed algorithm for predicting active and inactive constraints and constructing a truncated AC OPF.
no code implementations • 18 Nov 2019 • Ahmed Imteaj, M. Hadi Amini, Javad Mohammadi
This paper reintroduces the notion of resilience in the context of recent issues originated from climate change triggered events including severe hurricanes and wildfires.