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Improving distribution grid reliability is a major challenge for planning and operation of distribution systems having a high share of distributed generators (DGs). The rise of DGs share can lead to unplanned contingencies while on the…

系统与控制 · 电气工程与系统科学 2020-04-23 Sohail Khan , Sawsan Henein , Helfried Brunner

As global attention on renewable and clean energy grows, the research and implementation of microgrids become paramount. This paper delves into the methodology of exploring the relationship between the operational and environmental costs of…

人工智能 · 计算机科学 2023-10-04 Hongyi Duan , Qingyang Li , Yuchen Li , Jianan Zhang , Yuming Xie

We propose and solve a stochastic dynamic programming (DP) problem addressing the optimal provision of regulation service reserves (RSR) by controlling dynamic demand preferences in smart buildings. A major contribution over past dynamic…

系统与控制 · 计算机科学 2017-07-26 Bowen Zhang , Michael C. Caramanis , John Baillieul

The massive integration of renewable-based distributed energy resources (DERs) inherently increases the energy system's complexity, especially when it comes to defining its operational schedule. Deep reinforcement learning (DRL) algorithms…

系统与控制 · 电气工程与系统科学 2023-05-10 Hou Shengren , Pedro P. Vergara , Edgar Mauricio Salazar Duque , Peter Palensky

Quadratic programming (QP) forms a crucial foundation in optimization, encompassing a broad spectrum of domains and serving as the basis for more advanced algorithms. Consequently, as the scale and complexity of modern applications continue…

A robust power scheduling algorithm is proposed to schedule power flow between the main electricity grid and a microgird with solar energy generation and battery energy storage subject to uncertainty in solar energy production. To avoid…

系统与控制 · 计算机科学 2019-02-22 Amir Valibeygi , Abdulelah H. Habib , Raymond A. de Callafon

This paper considers a collection of networked nonlinear dynamical systems, and addresses the synthesis of feedback controllers that seek optimal operating points corresponding to the solution of network-wide constrained optimization…

最优化与控制 · 数学 2015-04-03 Emiliano Dall'Anese , Sairaj Dhople , Georgios B. Giannakis

In this article, a globally convergent sequential quadratic programming (SQP) method is developed for multi-objective optimization problems with inequality type constraints. A feasible descent direction is obtained using a linear…

最优化与控制 · 数学 2020-05-20 Md Abu Talhamainuddin Ansary , Geetanjali Panda

Forming a microgrid on a distribution system with large scale outage after a severe weather event is emerging as a viable solution to improve resiliency at the distribution level. This option becomes more attractive when the distribution…

系统与控制 · 电气工程与系统科学 2022-08-24 Valliappan Muthukaruppan , Ashwin Shirsat , Rongxing Hu , Victor Paduani , Bei Xu , Yiyan Li , Mesut Baran , Ning Lu , David Lubkeman , Wenyuan Tang

Microgrids are integrated systems that gather and operate energy production units to satisfy consumers demands. This paper details different mathematical methods to design the Energy Management System (EMS) of domestic microgrids. We…

最优化与控制 · 数学 2018-01-22 François Pacaud , Pierre Carpentier , Jean-Philippe Chancelier , Michel De Lara

Minimizing the peak power consumption and matching demand to supply, under fixed threshold polices, are two key requirements for the success of the future electricity market. In this work, we consider dynamic pricing methods to minimize the…

Microgrid (MG) is a promising component for future smart grid (SG) deployment. The balance of supply and demand of electric energy is one of the most important requirements of MG management. In this paper, we present a novel framework for…

系统与控制 · 计算机科学 2013-01-04 Yingsong Huang , Shiwen Mao , R. M. Nelms

Predictive control approaches based on deep reinforcement learning (DRL) have gained significant attention in microgrid energy optimization. However, existing research often overlooks the issue of uncertainty stemming from imperfect…

机器学习 · 计算机科学 2025-11-25 Fulong Yao , Wanqing Zhao , Matthew Forshaw

Electricity usage is a major portion of utility bills and the best place to start lowering them. An effective home energy management approach is introduced to decrease customers' electricity bills by determining the optimal appliance…

系统与控制 · 电气工程与系统科学 2019-11-28 Mohammad Rasoul Narimani

In this paper, we address a key issue of designing architectures and algorithms which generate optimal demand response in a decentralized manner for a smart-grid consisting of several stochastic renewables and dynamic loads. By optimal…

系统与控制 · 计算机科学 2021-04-27 Rahul Singh , Ke Ma , Anupam Thatte , P. R. Kumar , Le Xie

Modeled after the hierarchical control architecture of power transmission systems, a layering of primary, secondary, and tertiary control has become the standard operation paradigm for islanded microgrids. Despite this superficial…

最优化与控制 · 数学 2017-09-21 Florian Dörfler , John Simpson-Porco , Francesco Bullo

In low-carbon grids, system flexibility can be enhanced through mechanisms such as Demand Response (DR), enabling the efficient utilization of renewable energy. However, as Synchronous Generators (SGs) are being replaced by renewable energy…

系统与控制 · 电气工程与系统科学 2026-01-23 Peng Wang , Zhengmao Li , Luis Badesa

Power grid load scheduling is a critical task that ensures the balance between electricity generation and consumption while minimizing operational costs and maintaining grid stability. Traditional optimization methods often struggle with…

机器学习 · 计算机科学 2024-10-24 Dongwen Luo

Community microgrids offer many advantages for power distribution systems. When there is an extreme event happening, distribution systems can be seamlessly partitioned into several community microgrids for uninterrupted supply to the…

最优化与控制 · 数学 2017-08-08 Chen Yuan , Mahesh S. Illindala

Off-grid microgrids powered entirely by renewable energy sources face substantial challenges in achieving utility-grade reliability standards. Existing microgrid planning frameworks often prioritize cost minimization while treating…

系统与控制 · 电气工程与系统科学 2026-05-19 Mohammed Zeehan Saleheen , Markus Wagner , Hao Wang