Manna, Carlo (2010) Automatic Monitoring, Fault Diagnostics, and Maintenance based on Meta-heuristic Optimization. [Tesi di dottorato] (Unpublished)

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Item Type: Tesi di dottorato
Resource language: English
Title: Automatic Monitoring, Fault Diagnostics, and Maintenance based on Meta-heuristic Optimization
Date: 30 November 2010
Number of Pages: 132
Institution: Università degli Studi di Napoli Federico II
Department: Ingegneria elettrica
Scuola di dottorato: Ingegneria industriale
Dottorato: Ingegneria elettrica
Ciclo di dottorato: 23
Coordinatore del Corso di dottorato:
Date: 30 November 2010
Number of Pages: 132
Keywords: fault detection, soft computing
Settori scientifico-disciplinari del MIUR: Area 09 - Ingegneria industriale e dell'informazione > ING-INF/07 - Misure elettriche e elettroniche
Date Deposited: 02 Dec 2010 10:59
Last Modified: 30 Apr 2014 19:45

Collection description

This thesis deals with a meta-heuristic approach to enhance automatic fault monitoring in man-made systems. Fault monitoring indicates the set of logical steps appropriate to the detection, identification, and prevention of anomalies in an entire system or structure. In particular, in literature, such steps are defined as: fault detection, fault isolation, in-time prognosis and predictive maintenance. On the other hand, the attribute meta-heuristic focuses on computational methods to solve optimization problems by trying to improve a candidate solution iteratively with regard to a given index of quality. Therefore, in the present thesis, for each of the above phase of fault monitoring (i.e. fault detection, isolation, and so on), a meta-heuristic approach is proposed and tested experimentally in an actual industrial environment. The methods proposed in the thesis were validated on specific problems, but their applicability is wide and general intrinsically.


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