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 [Tesi di dottorato] (Unpublished)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 |
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Resource language: | English |
Title: | Automatic Monitoring, Fault Diagnostics, and Maintenance based on Meta-heuristic Optimization |
Creators: | Creators Email Manna, Carlo manna.cnr@gmail.com |
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: | nome email Carpinelli, Guido guido.carpinelli@unina.it |
Tutor: | nome email Arpaia, Pasquale arpaia@unisannio.it Polese, Nello UNSPECIFIED |
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 |
URI: | http://www.fedoa.unina.it/id/eprint/8327 |
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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