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   系統號碼942807
   書刊名Decision trees for fault diagnosis in circuits and switching networks [electronic resource] /
   主要著者by Monther Busbait ... [et al.].
   其他著者Busbait, Monther.
   出版項Cham : Imprint: Springer, 2023.
   索書號TK3226
   ISBN9783031390319
   標題Electric fault location.
Decision trees.
Automation.
Mathematical and Computational Engineering Applications.
Biological and Physical Engineering.
   電子資源https://doi.org/10.1007/978-3-031-39031-9
   叢書名Studies in systems, decision and control,v. 4932198-4190 ;;Studies in systems, decision and control ;v. 493.2198-4190 ;
   
    
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內容簡介In this book, we study decision trees for fault diagnosis in circuits and switching networks, which are among the most fundamental models for computing Boolean functions. We consider two main cases: when the scheme (circuit or switching network) has the same mode of operation for both calculation and diagnostics, and when the scheme has two modes of operation-normal for calculation and special for diagnostics. In the former case, we get mostly negative results, including superpolynomial lower bounds on the minimum depth of diagnostic decision trees depending on scheme complexity and the NP-hardness of construction diagnostic decision trees. In the latter case, we describe classes of schemes and types of faults for which decision trees can be effectively used to diagnose schemes, when they are transformed into so-called iteration-free schemes. The tools and results discussed in this book help to understand both the possibilities and challenges of using decision trees to diagnose faults in various schemes. The book is useful to specialists both in the field of theoretical and technical diagnostics. It can also be used for the creation of courses for graduate students.

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