マハラノビス距離を用いた軌道回路の状態基準保全に関する考察
マハラノビス距離を用いた軌道回路の状態基準保全に関する考察
カテゴリ: 論文誌(論文単位)
グループ名: 【D】産業応用部門
発行日: 2019/06/01
タイトル(英語): Study on Condition-Based Maintenance of Track Circuit using the Mahalanobis Distance
著者名: 志田 洋(西日本旅客鉄道(株)鉄道本部 技術企画部),二宮 崇(国立大学法人愛媛大学大学院 理工学研究科),高橋 寛(国立大学法人愛媛大学大学院 理工学研究科)
著者名(英語): Hiroshi Shida (WEST JAPAN RAILWAY COMPANY), Takashi Ninomiya (Ehime Univ Graduate School of Science and Engineering), Hiroshi Takahashi (Ehime Univ Graduate School of Science and Engineering)
キーワード: 鉄道信号,軌道回路,状態基準保全,マハラノビス距離,時系列データ railway signaling,track circuit,condition based maintenance,mahalanobis distance,time series data
要約(英語): The performance ability of a track circuit is important for safety and reliability of railway operation. Therefore, maintenance of the track circuit is based on time-based maintenance (TBM). However, TBM has a problem in keeping excessive maintenance because it is a uniform method that does not consider the environment of individual equipment. In this study, we focus on condition-based maintenance, which monitors the state of individual equipment and maintains the equipment after any abnormal diagnosis of the equipment before a fault occurs. We expect to realize rational maintenance. Therefore, we propose that the Mahalanobis Distance can be used as a threshold value to show the appropriate time for maintenance. Furthermore, we show the possibility of decreasing the maintenance cost by approximately 20%.
本誌: 電気学会論文誌D(産業応用部門誌) Vol.139 No.6 (2019) 特集:自動車の電動化技術
本誌掲載ページ: 588-596 p
原稿種別: 論文/日本語
電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejias/139/6/139_588/_article/-char/ja/
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