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Machine Theory

Artificial Intelligence Tools: Decision Support Systems in by Diego Galar Pascual

By Diego Galar Pascual

Artificial Intelligence instruments: choice aid platforms in situation tracking and Diagnosis discusses quite a few white- and black-box techniques to fault analysis in situation tracking (CM). This essential resource:

  • Addresses nearest-neighbor-based, clustering-based, statistical, and data theory-based techniques
  • Considers the advantages of every approach in addition to the problems linked to real-life application
  • Covers category equipment, from neural networks to Bayesian and aid vector machines
  • Proposes fuzzy common sense to give an explanation for the uncertainties linked to diagnostic techniques
  • Provides information units, pattern indications, and MATLAB® code for set of rules testing

Artificial Intelligence instruments: choice help structures in tracking and prognosis delivers an intensive overview of the newest AI instruments for CM, describing the most typical fault prognosis thoughts used and the knowledge obtained whilst those ideas are applied.

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Additional resources for Artificial Intelligence Tools: Decision Support Systems in Condition Monitoring and DIagnosis

Example text

The identification of faults and failures is an important task of technical diagnostics. Numerous failure characteristics are defined in international standards in various areas of technology and industry. To be detected by technical diagnostics, a failure can include the following (Czichos, 2013): • Termination of the ability of a structure to perform its required function when one or more of its components is in a defective condition, either at a service or ultimate limit state, for example, mechanical vibration and shock (ISO 16587).

Falsification (see Magee, 1985) to falsify or disprove a model, while methods of validation include conceptual model validation, structural validation, and behavioral validation. • Conceptual validation: The evaluation of the realism of the conceptual model with respect to the goals of the study; alternatively, the evaluation of a conceptual model with respect to the system. • Structural validation: The evaluation of the structure of a simulation model with respect to the perceived structure of the system.

These constitute only partial descriptions. The asymptotic evolution of science has removed any illusions of achieving exact descriptions of reality (Guidorzi, 2003). Even the so-called laws of nature can, at most, be considered models that have not yet been falsified. On the one hand, Newton’s law of motion is a good example of the ability of simple model to describe a wide range of situations; on the other hand, it is an equally good example of the widespread acceptance of a mathematical relation as an absolute description of a phenomenon before its falsification.

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