A simple visualization technique to understand the system dynamics in bioreactors |
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Authors: | Patil Kaustubh R Kulkarni Abhijit J |
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Affiliation: | LIAAD/INESC Porto LA, University of Porto, Portugal. |
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Abstract: | In this article, we present a graph theoretic method to visualize and analyze the system behavior under different operating conditions. The system attributes (or variables) are the nodes in the graphs, and partial correlation between a pair of attributes defines the distance between corresponding nodes, resulting in a fully connected graph. Then, the redundant links are reduced using Pathfinder Network Scaling technique to uncover the latent network structure. We use a simulated biological reactor dataset in normal and faulty operation to validate our method. The method is general and can be used to analyze several different systems. |
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