Bayesian Networks for Reliability Engineering
暫譯: 可靠性工程中的貝葉斯網絡
Cai, Baoping, Liu, Yonghong, Liu, Zengkai
- 出版商: Springer
- 出版日期: 2019-03-08
- 售價: $6,780
- 貴賓價: 9.5 折 $6,441
- 語言: 英文
- 頁數: 257
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811365156
- ISBN-13: 9789811365157
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book presents a bibliographical review of the use of Bayesian networks in reliability over the last decade. Bayesian network (BN) is considered to be one of the most powerful models in probabilistic knowledge representation and inference, and it is increasingly used in the field of reliability. After focusing on the engineering systems, the book subsequently discusses twelve important issues in the BN-based reliability methodologies, such as BN structure modeling, BN parameter modeling, BN inference, validation, and verification. As such, it is a valuable resource for researchers and practitioners in the field of reliability engineering.
商品描述(中文翻譯)
本書對過去十年中貝葉斯網路(Bayesian network, BN)在可靠性領域的應用進行了文獻回顧。貝葉斯網路被認為是概率知識表示和推理中最強大的模型之一,並且在可靠性領域的應用日益增多。本書首先聚焦於工程系統,隨後討論了基於貝葉斯網路的可靠性方法論中的十二個重要議題,例如貝葉斯網路結構建模、貝葉斯網路參數建模、貝葉斯網路推理、驗證和確認。因此,本書對於可靠性工程領域的研究人員和實務工作者來說,是一個寶貴的資源。
作者簡介
Baoping Cai is an associate professor at the China University of Petroleum (East China), a visiting researcher of the "Hong Kong Scholar" program at the City University of Hong Kong, and a visiting researcher at the Norwegian University of Science and Technology. He is an associate editor of IEEE Access (SCI journal) and Human-Centric Computing and Information Sciences (SCI journal), an editorial board member of 3 international journals, and a leading guest editor of 1 international journal. His research interests include reliability engineering, fault diagnosis, risk analysis, and Bayesian networks methodology and application. Up to now, he has published 65 SCI-index journal papers, 4 monographs, and holds 37 patents.
作者簡介(中文翻譯)
蔡保平是中國石油大學(華東)的副教授,香港城市大學「香港學者」計畫的訪問研究員,以及挪威科技大學的訪問研究員。他是《IEEE Access》(SCI期刊)和《Human-Centric Computing and Information Sciences》(SCI期刊)的副編輯,並且是3本國際期刊的編輯委員會成員,以及1本國際期刊的主編客座編輯。他的研究興趣包括可靠性工程、故障診斷、風險分析,以及貝葉斯網絡的方法論與應用。至今,他已發表65篇SCI索引的期刊論文,4部專著,並擁有37項專利。