Systematic Framework for Integration of Weather Data into Prediction Models for the Electric Grid Outage and Asset Management Applications
dc.contributor.author | Kezunovic, Mladen | |
dc.contributor.author | Obradovic, Zoran | |
dc.contributor.author | Djokic, Tatjana | |
dc.contributor.author | Roychoudhury, Shoumik | |
dc.date.accessioned | 2017-12-28T01:05:57Z | |
dc.date.available | 2017-12-28T01:05:57Z | |
dc.date.issued | 2018-01-03 | |
dc.description.abstract | This paper describes a Weather Impact Model (WIM) capable of serving a variety of predictive applications ranging from real-time operation and day-ahead operation planning, to asset and outage management. The proposed model is capable of combining various weather parameters into different weather impact features of interest to a specific application. This work focuses on the development of a universal weather impacts model based on the logistic regression embedded in a Geographic Information System (GIS). It is capable of merging massive data sets from historical outage and weather data, to real-time weather forecast and network monitoring measurements, into a feature known as weather hazard probability. The examples of the outage and asset management applications are used to illustrate the model capabilities. | |
dc.format.extent | 10 pages | |
dc.identifier.doi | 10.24251/HICSS.2018.346 | |
dc.identifier.isbn | 978-0-9981331-1-9 | |
dc.identifier.uri | http://hdl.handle.net/10125/50234 | |
dc.language.iso | eng | |
dc.relation.ispartof | Proceedings of the 51st Hawaii International Conference on System Sciences | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 International | |
dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/4.0/ | |
dc.subject | Resilient Networks | |
dc.subject | Weather predictions; outage management; asset management; data analytics | |
dc.title | Systematic Framework for Integration of Weather Data into Prediction Models for the Electric Grid Outage and Asset Management Applications | |
dc.type | Conference Paper | |
dc.type.dcmi | Text |