Advanced Statistical Methods for Reliability Analysis
Meeker, William Q.
- 出版商: Wiley
- 出版日期: 2026-10-13
- 售價: $5,020
- 貴賓價: 9.5 折 $4,769
- 語言: 英文
- 頁數: 512
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1118115511
- ISBN-13: 9781118115510
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商品描述
This book improves Meeker and Escobar (1998, Wiley) not only in terms of organization and presentation, but also in extensions, modifications to the technical material, and advanced topic coverage (such as accelerated degradation and sensor, storage, and communications technology). It presents state-of-the-art, computer-based statistical methods for reliability data analysis, for test planning of industrial products, and for dynamic covariate information found on the Internet. It also improves long time established techniques as it demonstrates how to apply the new graphical, numerical, or simulation-based methods to a broad range of models encountered in reliability data analysis. Bayesian methods in solving practical problems (e.g. models involving random effects or censoring that arises in reliability studies) are now incorporated where appropriate; the computations are done with WinBUGS. Ample exercises that extend and strengthen the concepts in the book are included. The criterion for integrating material in the book is that the authors have in-hand or have seen real applications for the methodology. The book is specifically geared for either a one-semester course on advanced topics in reliability theory in either a statistics or engineering department at the second-year graduate level or for researchers who need access to new and modern methodologies. R functions and subroutines, along with an extensive list of data sets, are included on a massive web site that is meticulously maintained by the authors.
商品描述(中文翻譯)
這本書在組織和呈現方面不僅優於Meeker和Escobar(1998年,Wiley),還在技術材料的擴展、修改和高級主題覆蓋(如加速退化和傳感器、存儲和通信技術)方面有所改進。它提供了最先進的基於計算機的可靠性數據分析統計方法,用於工業產品的測試計劃以及在互聯網上找到的動態協變信息。它還改進了長期以來的技術,因為它演示了如何將新的圖形、數值或基於模擬的方法應用於可靠性數據分析中遇到的各種模型。在適當的情況下,已將貝葉斯方法納入解決實際問題(例如在可靠性研究中出現的隨機效應或截斷),計算使用WinBUGS完成。書中包含了豐富的練習,以擴展和加強書中的概念。整合書中材料的標準是作者手中有或見過該方法的實際應用。這本書專門針對統計學或工程學系的二年級研究生級別的可靠性理論高級課程,或需要接觸新的現代方法的研究人員。書中包含了R函數和子程序,以及作者精心維護的大量數據集的網站。