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The pursuit of sustainability motivates microgrids that depend on distributed resources to produce more renewable energies. An efficient operation and planning relies on a holistic framework that takes into account the interdependent…

系统与控制 · 计算机科学 2017-07-25 Juntao Chen , Quanyan Zhu

We propose a new, unified approach to solving jump-diffusion partial integro-differential equations (PIDEs) that often appear in mathematical finance. Our method consists of the following steps. First, a second-order operator splitting on…

计算金融 · 定量金融 2014-04-15 Andrey Itkin

Grid edge resources refer to distributed energy resources (DERs) located on the consumer side of the electrical grid, controlled by consumers rather than utility companies. Integrating DERs with real-time electricity pricing can better…

系统与控制 · 电气工程与系统科学 2025-03-12 Chen Feng , Andrew L. Liu

Smart Grid (SG) research and development has drawn much attention from academia, industry and government due to the great impact it will have on society, economics and the environment. Securing the SG is a considerably significant challenge…

机器学习 · 计算机科学 2021-11-11 Allen Starke , Keerthiraj Nagaraj , Cody Ruben , Nader Aljohani , Sheng Zou , Arturo Bretas , Janise McNair , Alina Zare

A smart grid based Advanced Metering Infrastructure (AMI), is a technology that enables the utilities to monitor and control the electricity consumption through a set of various smart meters (SMs) connected via a two way communication…

网络与互联网体系结构 · 计算机科学 2016-01-12 Mahmoud M. Elmesalawy , A. S. Ali

We develop a backward-in-time machine learning algorithm that uses a sequence of neural networks to solve optimal switching problems in energy production, where electricity and fossil fuel prices are subject to stochastic jumps. We then…

最优化与控制 · 数学 2023-09-19 Erhan Bayraktar , Asaf Cohen , April Nellis

The aim of this paper is to study an optimal stopping problem for dynamic risk measures induced by backward stochastic differential equations with jumps and delayed generator. Firstly, we connect the value function of this problem to…

概率论 · 数学 2021-10-06 Tuo Navegue , Auguste Aman

The rapid uptake of renewable energy sources in the electricity grid leads to a demand in load shaping and flexibility. Energy storage devices such as batteries are a key element to provide solutions to these tasks. However, typically a…

最优化与控制 · 数学 2019-07-16 Philipp Sauerteig , Karl Worthmann

The Smart grid (SG), generally known as the next-generation power grid emerged as a replacement for ill-suited power systems in the 21st century. It is in-tegrated with advanced communication and computing capabilities, thus it is ex-pected…

人工智能 · 计算机科学 2024-09-05 Navod Neranjan Thilakarathne , Mohan Krishna Kagita , Surekha Lanka , Hussain Ahmad

Power systems are subject to fundamental changes due to the increasing infeed of decentralised renewable energy sources and storage. The decentralised nature of the new actors in the system requires new concepts for structuring the power…

适应与自组织系统 · 物理学 2020-04-22 Lia Strenge , Paul Schultz , Jürgen Kurths , Jörg Raisch , Frank Hellmann

Anticipated rapid growth of large digital load, driven by artificial intelligence (AI) data centers, is poised to increase uncertainty and large fluctuations in consumption, threatening the stability, reliability, and security of the energy…

系统与控制 · 电气工程与系统科学 2025-08-18 Soumya Kundu , Kaustav Chatterjee , Ramij R. Hossain , Sai Pushpak Nandanoori , Veronica Adetola

To mitigate the vulnerability of distribution grids to severe weather events, some electric utilities use preemptive de-energization as the primary line of defense, causing significant power outages. In such instances, networked microgrids…

最优化与控制 · 数学 2024-04-05 Hannah Moring , Harsha Nagarajan , Kshitij Girigoudar , David M. Fobes , Johanna L. Mathieu

Demand-side management (DSM) is becoming an increasingly important component of the envisioned smart grid. The ability to improve the efficiency of energy use in the power system by altering demand is widely viewed as being not merely…

计算机科学与博弈论 · 计算机科学 2013-06-05 Waleed K. A. Najy , Jacob W. Crandall , H. H. Zeineldin

In the first part of this paper we give a solution for the one-dimensional reflected backward stochastic differential equation (BSDE for short) when the noise is driven by a Brownian motion and an independent Poisson point process. The…

概率论 · 数学 2011-09-12 S. Hamadene , Y. Ouknine

In this paper we obtain a comparison theorem for backward stochastic partial differential equation (SPDEs) with jumps. We apply it to introduce space-dependent convex risk measures as a model for risk in large systems of interacting…

概率论 · 数学 2014-02-19 Bernt Øksendal , Agnès Sulem , Tusheng Zhang

We propose a disruptive paradigm to actively place and schedule TWhrs of parallel AI jobs strategically on the grid, at distributed, grid-aware high performance compute data centers (HPC) capable of using their massive power and energy load…

分布式、并行与集群计算 · 计算机科学 2025-04-08 Scott C Evans , Nathan Dahlin , Ibrahima Ndiaye , Sachini Piyoni Ekanayake , Alexander Duncan , Blake Rose , Hao Huang

The purpose of this paper is to explore the necessary conditions for optimality of mean-field forward-backward delay control systems. A new estimate is proved, which is a powerfultool to deal with the optimal control problems of mean-field…

最优化与控制 · 数学 2018-11-06 Tao Hao , Qingxin Meng

The increasing amount of controllable generation and consumption in distribution grids poses a severe challenge in keeping voltage values within admissible ranges. Existing approaches have considered different optimal power flow…

系统与控制 · 电气工程与系统科学 2019-07-25 Miguel Picallo , Adolfo Anta , Bart De Schutter

The understanding of adaptive algorithms for SDEs is an open area where many issues related to both convergence and stability (long time behaviour) of algorithms are unresolved. This paper considers a very simple adaptive algorithm, based…

数值分析 · 数学 2007-05-23 H. Lamba , J. C. Mattingly , A. M. Stuart

Smart grids are critical cyber-physical systems that are vital to our energy future. Smart grids' fault resilience is dependent on the use of advanced protection systems that can reliably adapt to changing conditions within the grid. The…

系统与控制 · 电气工程与系统科学 2023-03-01 Amr S. Mohamed , Deepa Kundur , Mohsen Khalaf