BAYESIAN NETWORKS IN FAULT DIAGNOSIS: Practice and Application - Hardcover

BAOPING CAI, YONGHONG LIU JINQIU HU ZE

Hardcover

ISBN 10: 9813271485 ISBN 13: 9789813271487

Verlag: World Scientific, 2018

Inhaltsangabe

Fault diagnosis is useful for technicians to detect, isolate, identify faults, and troubleshoot. Bayesian network (BN) is a probabilistic graphical model that effectively deals with various uncertainty problems. This model is increasingly utilized in fault diagnosis.

This unique compendium presents bibliographical review on the use of BNs in fault diagnosis in the last decades with focus on engineering systems. Subsequently, eleven important issues in BN-based fault diagnosis methodology, such as BN structure modeling, BN parameter modeling, BN inference, fault identification, validation, and verification are discussed in various cases.

Researchers, professionals, academics and graduate students will better understand the theory and application, and benefit those who are keen to develop real BN-based fault diagnosis system.

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Reseña del editor

Fault diagnosis is useful for technicians to detect, isolate, identify faults, and troubleshoot. Bayesian network (BN) is a probabilistic graphical model that effectively deals with various uncertainty problems. This model is increasingly utilized in fault diagnosis.This unique compendium presents bibliographical review on the use of BNs in fault diagnosis in the last decades with focus on engineering systems. Subsequently, eleven important issues in BN-based fault diagnosis methodology, such as BN structure modeling, BN parameter modeling, BN inference, fault identification, validation, and verification are discussed in various cases.Researchers, professionals, academics and graduate students will better understand the theory and application, and benefit those who are keen to develop real BN-based fault diagnosis system.

Details zur Ausgabe

• Verlag: World Scientific
• Erscheinungsdatum: 2018
• Sprache: Englisch
• ISBN 10: 9813271485
• ISBN 13: 9789813271487
• Einband: Tapa dura
• Anzahl der Seiten: 418
• Herausgeber: Cai Baoping, Jinqiu Hu, Liu Yonghong
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar