Hasan Ali Gamal Al-kaf and Kyo-Beum Lee, "Explainable Machine Learning Method for Open Fault Detection of NPC Inverter Using SHAP and LIME," in Proc. CENCON Conf., Oct. 2023. > Paper

본문 바로가기

Paper

International Conference Hasan Ali Gamal Al-kaf and Kyo-Beum Lee, "Explainable Machine Learning Method for Open Fault Detection of NPC Inverter Using SHAP and LIME," in Proc. CENCON Conf., Oct. 2023.

2023

본문

Machine learning methods (ML) have been widely used for fault detection of NPC inverters. However,ML methods such as deep neural networks or ensemble 

models often act as black boxes, making it challenging to identify critical factors that significantly affect the performance of these models. The lack of 

interpretability in these models can be a drawback, especially when there is a need to understand the underlying factors driving their predictions for fault 

detection of NPC inverter. To address this challenge, there is a need for more reliable and trustworthy ML model. Therefore, this study focuses on analyzing 

the importance of features for open fault detection using Local Interpret able Model-Agnostic Explanations(LIME) and Shapley Additive explanations (SHAP). 

SHAP and LIME are popular techniques used to provideinterpretability and explain ability in machine learning models. The simulation results show that SHAP and 

LIME methods can identify and analyze the most important features of the open fault of the NPC inverter.

첨부파일

  • 211.pdf (497.5K) 2회 다운로드 | DATE : 2023-11-06 09:28:49
Total 976건 6 페이지
Paper 목록
번호 년도 논문명
901 2023 Domestic Journals
900 2023 Domestic Conference
899 2024 International Journals
898 2023 International Journals
897 2023 International Journals
896 2023 International Journals
895 2023 International Conference
열람중 2023 International Conference
893 2023 International Conference
892 2023 International Conference
891 2023 International Conference
890 2023 International Conference
889 2023 International Conference
888 2023 International Conference
887 2023 International Conference
게시물 검색

회원로그인

접속자집계

오늘
327
어제
1,097
최대
3,510
전체
959,644

그누보드5