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Evaluation and Ranking of Electrical Transmission Reinforcement Options Using Machine Learning Techniques

使用机器学习技术对电力传输加固方案进行评估和排名

基本信息

批准号：
520329-2017
负责人：
Naik, Kshirasagar
金额：
$ 1.82万
依托单位：
University of Waterloo
依托单位国家：
加拿大
项目类别：
Engage Grants Program
财政年份：
2017
资助国家：
加拿大
起止时间：
2017-01-01 至 2018-12-31
项目状态：
已结题

来源：
https://www.nserc-crsng.gc.ca/ase-oro/Details-Detailles_eng.asp?id=640037
关键词：
Evaluation Ranking Electrical Transmission Reinforcement

项目摘要

An electrical power grid comprises of three basic elements: power generating stations, load centres, andtransmission lines. A transmission line connects a generating station with a load centre, and the topology of apower grid evolves over time. Drawing a new transmission line from a generating station to a load centre is acomplex decision process involving: (D1) satisfaction of feasibility constraints, policies, and environmentalconstraints, among others; (D2) cost-benefit analysis; and (D3) optimization of power flow. Before carrying outsteps D2 and D3, a grid operator may want to evaluate and rank all possible instances of a new transmissionline by considering D1. In this project, we will develop a framework to evaluate and rank the instances of anew transmission line in a given power grid. The inputs to the framework will be: (i) the topology of the powergrid; (ii) a GPS (Global Positioning System) annotated geographic map of the physical space covered by thegrid; (iii) important features of the geographic space, namely, cities, water bodies, mountains, and off-limitareas; and (iv) regulatory and environmental constraints. The output from the framework will be a ranked listof potential routes for a new transmission line. Each instance of a new transmission line will be described bymeans of a tuple:

电网由三个基本要素组成：发电站、负荷中心和输电线路。输电线路将发电站与负荷中心连接起来，电网的拓扑结构随着时间的推移而变化。绘制一条从发电站到负荷中心的新输电线路是一个复杂的决策过程，涉及：（D1）满足可行性限制、政策和环境限制等；（二）成本效益分析；（D3）潮流优化。在超越D2和D3之前，电网运营商可能希望通过考虑D1来评估和排名所有可能的新传输在线实例。在这个项目中，我们将开发一个框架，对给定电网中新建输电线路的实例进行评估和排序。该框架的输入将是：(i)电网的拓扑结构；（ii）网格所覆盖的物理空间的GPS（全球定位系统）注释地理地图；（三）地理空间的重要特征，即城市、水体、山地、禁区；（四）监管和环境约束。该框架的输出将是一条新传输线的潜在路由的排序列表。新传输线的每个实例将通过元组来描述：