کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
7195186 1468195 2018 23 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A multi-hazard approach to assess severe weather-induced major power outage risks in the U.S.
ترجمه فارسی عنوان
یک رویکرد چندگانه برای ارزیابی خطرات ناشی از قطع برق عمده ناشی از آب و هوا در ایالات متحده
کلمات کلیدی
قطع برق عمده، تجزیه و تحلیل خطر چند خطر، خطر رویداد شدید تجزیه و تحلیل خطر در سطح کشور، ماشین آلات بردار پشتیبانی، جنگل تصادفی مدل یادگیری آماری ترکیبی
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی مکانیک
چکیده انگلیسی
Severe weather-induced power outages affect millions of people and cost billions of dollars of economic losses each year. The National Association of Regulatory Utility Commissioners have recently highlighted the importance of building electricity sector's resilience, and thereby enhancing service-security and long-term economic benefits. In this paper, we propose a multi-hazard approach to characterize the key predictors of severe weather-induced sustained power outages. We developed a two-stage hybrid risk estimation model, leveraging algorithmic data-mining techniques. We trained our risk models using publicly available information on historical major power outages, socio-economic data, state-level climatological observations, electricity consumption patterns and land-use data. Our results suggest that power outage risk is a function of various factors such as the type of natural hazard, expanse of overhead T&D systems, the extent of state-level rural versus urban areas, and potentially the levels of investments in operations/maintenance activities (e.g., tree-trimming, replacing old equipment, etc.). The proposed framework can help state regulatory commissions make risk-informed resilience investment decisions.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Reliability Engineering & System Safety - Volume 175, July 2018, Pages 283-305
نویسندگان
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