Re-thinking diagnosis for future automation systems: An analysis of current diagnostic practices and their applicability in emerging IT based production paradigms

被引:37
作者
Ribeiro, Luis [1 ]
Barata, Jose [1 ]
机构
[1] Univ Nova Lisboa, Fac Sci & Technol, Dept Elect Engn, P-2829516 Monte De Caparica, Portugal
关键词
Diagnosis; Reconfigurable manufacturing systems; Adaptive production systems; PROCESS FAULT-DETECTION; MODEL-BASED DIAGNOSIS; HOLONIC MANUFACTURING SYSTEMS; PREDICTIVE MAINTENANCE; FAILURE-DETECTION; FRAMEWORK; ARCHITECTURE; ALGORITHM; MECHANISM; DESIGN;
D O I
10.1016/j.compind.2011.03.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
With the advent of the Internet and the progressive development and consolidation of a wide range of web standards and technologies as well as the advances in distributed artificial intelligence (DAI), namely the multi agent system concept, new opportunities have emerged for conceiving, modelling and enhancing shop floor's performance and response. Modern IT-supported production paradigms denote a common concept where the shop floor is a lively entity composed by interacting intelligent modules whose individual and collective function adapts and evolves ensuring the fitness and adequacy of the organization, owning the system, in tackling profitable but volatile business opportunities. The self-organizing and peer to peer nature of these systems renders a collective behaviour and dynamics that are fundamentally new. Conventional diagnostic methods and tools have not been designed targeting the envisioned systems therefore lack the required support. In this paper the emerging IT-based production paradigms are surveyed as well as the existing diagnostic methods whose adequacy is analysed. The resulting requirements and characteristics are exposed to stress the need for rethinking current diagnostic practices in future automation systems. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:639 / 659
页数:21
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