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Title of Journal: J Intell Manuf

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Abbravation: Journal of Intelligent Manufacturing

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Publisher

Springer US

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DOI

10.1002/chin.200233029

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ISSN

1572-8145

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Data mining in manufacturing a review based on th

Authors: A K Choudhary J A Harding M K Tiwari
Publish Date: 2008/07/15
Volume: 20, Issue: 5, Pages: 501-
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Abstract

In modern manufacturing environments vast amounts of data are collected in database management systems and data warehouses from all involved areas including product and process design assembly materials planning quality control scheduling maintenance fault detection etc Data mining has emerged as an important tool for knowledge acquisition from the manufacturing databases This paper reviews the literature dealing with knowledge discovery and data mining applications in the broad domain of manufacturing with a special emphasis on the type of functions to be performed on the data The major data mining functions to be performed include characterization and description association classification prediction clustering and evolution analysis The papers reviewed have therefore been categorized in these five categories It has been shown that there is a rapid growth in the application of data mining in the context of manufacturing processes and enterprises in the last 3 years This review reveals the progressive applications and existing gaps identified in the context of data mining in manufacturing A novel text mining approach has also been used on the abstracts and keywords of 150 papers to identify the research gaps and find the linkages between knowledge area knowledge type and the applied data mining tools and techniques


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Other Papers In This Journal:

  1. Path recovery in frontier search for multiobjective shortest path problems
  2. Honey bees mating optimization algorithm for process planning problem
  3. Modeling, analysis and multi-objective optimization of twist extrusion process using predictive models and meta-heuristic approaches, based on finite element results
  4. On-line fault diagnosis of FMS based on flows analysis
  5. Predictive control architecture for real-time image moments based servoing of robot manipulators
  6. An intelligent simulation model of online consumer behavior
  7. A hybrid approach using genetic and fruit fly optimization algorithms for QoS-aware cloud service composition
  8. Condition based maintenance optimization considering multiple objectives
  9. On the robustness of joint production and maintenance scheduling in presence of uncertainties
  10. Extending the notion of quality from physical metrology to information and sustainability
  11. A weighted interval rough number based method to determine relative importance ratings of customer requirements in QFD product planning
  12. Modelling and simulation of operation and maintenance strategy for offshore wind farms based on multi-agent system
  13. Mapping knowledge sharing traits to business strategy in knowledge based organisation
  14. Intelligent assembly system for mechanical products and key technology based on internet of things
  15. Finite element modeling of low speed reaming vibrations with reamer geometry modifications
  16. A digital equipment identifier system
  17. On line prediction of surface defects in hot bar rolling based on Bayesian hierarchical modeling
  18. Manufacturing intelligence and innovation for digital manufacturing and operational excellence
  19. Integrating lean and other strategies for mass customization manufacturing: a case study
  20. A comparison of machine learning methods for cutting parameters prediction in high speed turning process
  21. Mining manufacturing databases to discover the effect of operation sequence on the product quality
  22. Analysis of effectiveness and benefits of collaboration modes with information- and knowledge-sharing
  23. A federated approach to develop enterprise interoperability
  24. A multi-objective scheduling algorithm with self-evolutionary feature for job-shop-like knowledgeable manufacturing cell
  25. Steepest ant sense algorithm for parameter optimisation of multi-response processes based on taguchi design
  26. RFID-enabled real-time wireless manufacturing for adaptive assembly planning and control
  27. Cloud computing as a facilitator for web service composition in factory automation
  28. Service-oriented architecture for ontologies supporting multi-agent system negotiations in virtual enterprise
  29. Machinery condition prediction based on wavelet and support vector machine
  30. A roadmap for implementing new manufacturing technology based on STEP-NC
  31. Performance evaluation of proposed Differential Evolution and Particle Swarm Optimization algorithms for scheduling m -machine flow shops with lot streaming

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