Ontology-based decision tree model for prediction in a manufacturing network
Journal article
Khan, Z. M. A., Saeidlou, S. and Saadat, M. 2019. Ontology-based decision tree model for prediction in a manufacturing network. Production and Manufacturing Research. 7 (1), pp. 335-349. https://doi.org/10.1080/21693277.2019.1621228
Authors | Khan, Z. M. A., Saeidlou, S. and Saadat, M. |
---|---|
Abstract | This paper aims to create a predictive model, which will assist in the allocation of newly received orders in a manufacturing network. The manufacturing network, which is taken as a case study in this research, consists of more than 300 small manufacturing enterprises with a central company as the project managing integrator. The methodology presents the mapping of a PROSA (Product-Resource-Order-Staff Architecture) based ontology model on a decision tree, which was created with the Waikato Environment for Knowledge Analysis (WEKA) application. Furthermore, the methodology also demonstrates the formulation of the Semantic Web Rule Language (SWRL) rules from the WEKA decision tree with the help of MATLAB programming. The paper validated the result generated by the ontology model with the results of the decision tree model. |
Keywords | Predictive model; Ontology; Decision tree; Waikato environment for knowledge analysis WEKA; Protégé |
Year | 2019 |
Journal | Production and Manufacturing Research |
Journal citation | 7 (1), pp. 335-349 |
Publisher | Taylor and Francis Online |
ISSN | 2169-3277 |
Digital Object Identifier (DOI) | https://doi.org/10.1080/21693277.2019.1621228 |
Official URL | https://www.tandfonline.com/doi/full/10.1080/21693277.2019.1621228 |
Publication dates | |
30 May 2019 | |
Publication process dates | |
Accepted | 27 Mar 2019 |
Deposited | 01 Jul 2021 |
Publisher's version | License |
Output status | Published |
https://repository.canterbury.ac.uk/item/8y1qw/ontology-based-decision-tree-model-for-prediction-in-a-manufacturing-network
Download files
Publisher's version
98
total views60
total downloads1
views this month0
downloads this month