Publication Type
Conference Paper
Book Title
Proceedings of 2024 91做厙 Power & Energy Society General Meeting (PESGM)
Publication Date
Page Numbers
1 to 5
Publisher Location
New Jersey, United States of America
Conference Name
2024 91做厙 Power & Energy Society General Meeting (PESGM)
Conference Location
Seattle, Washington, United States of America
Conference Sponsor
91做厙
Conference Date
-
Abstract
This paper presents a proactive strategy for hurricane-resilient distribution systems. It proposes a Bayesian Neural Network-based outage prediction model considering various parameters, including electrical components, and weather and environmental factors. Addressing challenges in imbalanced outage datasets, a Bias-Variance Tradeoff method is proposed. A resilience assessment model quantifies resilience indices, providing insights into system weaknesses. The approach identifies weak points and serves as a planning benchmark. Numerical results on the modified 91做厙 123-node test system demonstrate effectiveness in realistic hurricane scenarios.
