Web-centric diagnosis and prediction system for global manufacturing

A FIPA-enabled diagnosis and prediction system is proposed for dealing with disturbances in the flow of information and production at al levels of the holonic collaborative enterprise. Built on the power of integrated soft computing technologies the system acts as a proactive agent to continuously update its fuzzy diagnostic model by accessing remote databases found on the sites of the collaborative partners. The web-centric implementation enables advertisement of the system's services for interested parties inside and outside its area of collaboration. The system provides continuous feed-back to the production planning and operation scheduling at the intra-enterprise level by updating the maintenance schedule according to the fault predictions it perform while evaluating the evolution in time of the machine status. System's capabilities are illustrated in a simple scenario.

[1]  Detlef Nauck,et al.  Foundations Of Neuro-Fuzzy Systems , 1997 .

[2]  Weiming Shen,et al.  A multi-resolution collaborative architecture for web-centric global manufacturing , 2000, Inf. Sci..

[3]  Fumio Harashima,et al.  IEEE International Conference on Systems, Man, and Cybernetics , 2000 .

[4]  Christian Bierwirth,et al.  On Permutation Representations for Scheduling Problems , 1996, PPSN.

[5]  Rolf Isermann,et al.  Design of a fuzzy-logic based diagnostic model for technical processes , 1993 .

[6]  Shigeo Abe,et al.  A fuzzy classifier with ellipsoidal regions , 1997, IEEE Trans. Fuzzy Syst..

[7]  Stuart Harvey Rubin,et al.  Application of soft computing methods to the diagnosis and prediction of glaucoma , 2000, Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0.

[8]  D. Fogel Evolutionary algorithms in theory and practice , 1997, Complex..

[9]  Douglas H. Norrie,et al.  Fault recovery in distributed manufacturing systems by emergent holonic re-configuration: A fuzzy multi-agent modeling , 2000, Inf. Sci..

[10]  Xin Yao,et al.  Fast Evolution Strategies , 1997, Evolutionary Programming.

[11]  Rolf Isermann,et al.  Integrated fault detection and diagnosis , 1993, Proceedings of IEEE Systems Man and Cybernetics Conference - SMC.