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Dynamic line rating (DLR) is an effective approach to enhancing the utilization of existing transmission line infrastructure by adapting line ratings according to real-time weather conditions. Accurate DLR forecasts are essential for grid…

系统与控制 · 电气工程与系统科学 2025-12-30 Minsoo Kim , Vladimir Dvorkin , Jip Kim

In South Korea, power grid is currently operated based on the static line rating (SLR) method, where the transmission line capacity is determined based on extreme weather conditions. However, with global warming, there is a concern that the…

系统与控制 · 电气工程与系统科学 2026-03-19 Junseon Park , Junhyun Lee , Hyeongon Park

Dynamic line rating (DLR) models the transmission capacity of overhead lines as a function of ambient conditions. It takes advantage of the physical thermal property of overhead line conductors, thus making DLR less conservative compared to…

最优化与控制 · 数学 2016-12-06 Bolun Xu , Andreas Ulbig , Goran Andersson

Dynamic line rating (DLR) is a promising solution to increase the utilization of transmission lines by adjusting ratings based on real-time weather conditions. Accurate DLR forecast at the scheduling stage is thus necessary for system…

系统与控制 · 电气工程与系统科学 2025-03-11 Minsoo Kim , Vladimir Dvorkin , Jip Kim

Static transmission line ratings may lead to underutilization of line capacity due to overly conservative assumptions. Grid-enhancing technologies (GETs) such as dynamic line ratings (DLRs), which adjust line capacity based on real-time…

系统与控制 · 电气工程与系统科学 2025-11-27 Zhiyi Zhou , Christoph Graf , Yury Dvorkin

Grid regulators and participants are paying increasing attention to Dynamic Line Ratings (DLR) as a new approach to address transmission system bottlenecks. In this paper, a thorough comparison of DLR, Ambient Adjusted Ratings (AAR), and…

系统与控制 · 电气工程与系统科学 2025-05-13 Thomas Lee , Vineet Jagadeesan Nair , Andy Sun

Dynamic Line Rating (DLR) systems are crucial for renewable energy integration in transmission networks. However, traditional methods relying on sensor data face challenges due to the impracticality of installing sensors on every pole or…

机器学习 · 计算机科学 2024-05-22 Henri Manninen , Markus Lippus , Georg Rute

As power grids experience increasing renewable penetration and rapid load growth from AI data centers and electrification, alleviating line congestion becomes critical to unlocking additional grid capacity. This work investigates Dynamic…

最优化与控制 · 数学 2025-10-14 Baptiste Rabecq , Thomas Lee , Andy Sun

This paper examines the integrated generation and transmission expansion planning problem to address the growing challenges associated with increasing power network loads. The proposed approach optimizes the operation and investment costs…

系统与控制 · 电气工程与系统科学 2024-10-22 Arash Baharvandi , Duong Tung Nguyen

The German government recently announced that 80\% of the power supply should come from renewable energy by 2030. One key task lies in reorganizing the transmission system such that power can be transported from sites with good renewable…

物理与社会 · 物理学 2022-08-10 Philipp Glaum , Fabian Hofmann

Accurate short-term prediction of overhead line (OHL) transmission ampacity can directly affect the efficiency of power system operation and planning. Any overestimation of the dynamic thermal line rating (DTLR) can lead to lifetime…

密码学与安全 · 计算机科学 2020-11-26 N. Safari , S. M. Mazhari , C. Y. Chung , S. B. Ko

As global fossil fuel reserves diminish, there's a growing impetus for nations to transition towards renewable energy sources. Sri Lanka, for instance, aims to generate 70% of its electricity from renewable sources by 2030. Achieving this…

信号处理 · 电气工程与系统科学 2026-05-04 Anushka Bandara , Sahan Siriwardena , Akila Wijethunge , Janaka Ekanayake

In the current context of high integration of renewable energies, maximizing infrastructures capabilities for electricity transmission is a general need for Transmission System Operators (TSO). The French TSO, RTE, is developing levers to…

最优化与控制 · 数学 2018-12-10 Clémentine Straub , Sorin Olaru , Jean Maeght , Patrick Panciatici

Low voltage (LV) distribution transformers face accelerating demand growth while replacement lead times and costs continue to rise, making improved utilisation of existing assets essential. Static and conservative protection devices (PDs)…

系统与控制 · 电气工程与系统科学 2026-03-13 Scott Angus , Jethro Browell , David Greenwood , Matthew Deakin

End-to-end engineering design pipelines, in which designs are evaluated using concurrently defined optimal controllers, are becoming increasingly common in practice. To discover designs that perform well even under the misspecification of…

系统与控制 · 电气工程与系统科学 2025-10-10 Yash Patel , Sahana Rayan , Ambuj Tewari

The integration of large shares of wind and solar power into the power system benefits from transmission network expansion. However, the construction of new power lines requires long planning phases and is often delayed by citizen protests.…

物理与社会 · 物理学 2026-03-18 Philipp Glaum , Fabian Hofmann

Deep Reinforcement Learning (DRL) has become a popular method for solving control problems in power systems. Conventional DRL encourages the agent to explore various policies encoded in a neural network (NN) with the goal of maximizing the…

系统与控制 · 电气工程与系统科学 2024-10-28 Tong Wu , Anna Scaglione , Daniel Arnold

Imagine a patient in critical condition. What and when should be measured to forecast detrimental events, especially under the budget constraints? We answer this question by deep reinforcement learning (RL) that jointly minimizes the…

机器学习 · 计算机科学 2019-06-11 Chun-Hao Chang , Mingjie Mai , Anna Goldenberg

Deep reinforcement learning (DRL) has emerged as a powerful paradigm for solving complex decision-making problems. However, DRL-based systems still face significant dependability challenges particularly in real-time environments due to the…

软件工程 · 计算机科学 2026-03-25 Guoxin Su , Thomas Robinson , Hoa Khanh Dam , Li Liu , David S. Rosenblum

Deep reinforcement learning (DRL) is a machine learning-based method suited for complex and high-dimensional control problems. In this study, a real-time control system based on DRL is developed for long-term voltage stability events. The…

系统与控制 · 电气工程与系统科学 2022-07-12 Hannes Hagmar , Le Anh Tuan , Robert Eriksson
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