How deals with discrete data for the reduction of simulation models using neural network

Details How deals with discrete data for the reduction of simulation models using neural network How deals with discrete data for the reduction of simulation models using neural network

2009-06-10

arxiv.org/abs/0906.1900v1

13th IFAC Symp. On Information Control Problems in Manufacturing INCOM'09, Moscou : Russie (2009)

Computer Science

Neural and Evolutionary Computing

Scientific paper

Simulation is useful for the evaluation of a Master Production/distribution Schedule (MPS). Also, the goal of this paper is the study of the design of a simulation model by reducing its complexity. According to theory of constraints, we want to build reduced models composed exclusively by bottlenecks and a neural network. Particularly a multilayer perceptron, is used. The structure of the network is determined by using a pruning procedure. This work focuses on the impact of discrete data on the results and compares different approaches to deal with these data. This approach is applied to sawmill internal supply chain

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