Title :
Modelling large-scale manpower dynamics: An expert systems approach
Author :
Ng, Tsan Sheng Adam
Author_Institution :
Dept. of Ind. & Syst. Eng., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
Large-scale manpower planning systems are socio-technical systems that are complex in structure and dynamic in behaviour. The method of system dynamics simulation has traditionally been applied to study such problems. However, lack of data and detailed information about the system structure can become obstacles in the modelling process. We propose the infusion of fuzzy expert systems with the system dynamics simulation method to overcome such challenges. In particular, the decision-making behvior and expectation formation structures are imitated with simple fuzzy expert systems. Computational experiments and results based on an actual case study of engineering manpower training shows very encouraging results of our proposed approach.
Keywords :
decision making; expert systems; fuzzy systems; human resource management; industrial training; modelling; planning; decision making behvior; engineering manpower training; expectation formation structures; fuzzy expert systems; large scale manpower dynamics modelling; large scale manpower planning systems; socio technical systems; system dynamics simulation; Biological system modeling; Computational modeling; Forecasting; Humans; Predictive models; Production;
Conference_Titel :
Cybernetics and Intelligent Systems (CIS), 2011 IEEE 5th International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-61284-199-1
DOI :
10.1109/ICCIS.2011.6070320