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Issue title: Advances in Biological processes and Petri nets (BioPPN)
Guest editors: Anna Gambin and Monika Heiner
Article type: Research Article
Authors: Liu, Fei; *; † | Chen, Siyuan
Affiliations: Control and Simulation Center, Harbin Institute of Technology, Harbin 150080, China. liufei@hit.edu.cn
Correspondence: [†] Address for correspondence: Control and Simulation Center, Harbin Institute of Technology, Harbin 150080, China. The present address is: School of Software Engineering, South China University of Technology, Guangzhou 510006, China.
Note: [*] This work has been supported by National Natural Science Foundation of China (61273226). We would like to thank Prof. Monika Heiner for the discussions and suggestions on colored fuzzy Petri nets.
Abstract: Fuzzy approaches play an important role in the modeling of genetic regulatory networks (GRNs) with incomplete quantitative data. However, current fuzzy approaches such as fuzzy logic and fuzzy Petri nets (FPNs) can neither clearly describe causal relationships between genes as each interaction between genes is represented by a couple of fuzzy rules, nor easily deal with large GRNs. To address these issues, this paper presents a new class of colored fuzzy Petri nets (CFPNs) by combining colored Petri nets with FPNs, which makes it possible to clearly represent interactions among genes or to construct a compact model for a large GRN requiring many fuzzy rules. We give the definition of CFPNs and a simulation approach which incorporates a reasoning algorithm, as well as a detailed procedure for modeling and analyzing GRNs with CFPNs. We illustrate our approach using a simple example comprising six genes.
Keywords: genetic regulatory networks, colored fuzzy Petri nets, fuzzy logic, simulation algorithm
DOI: 10.3233/FI-2018-1676
Journal: Fundamenta Informaticae, vol. 160, no. 1-2, pp. 101-118, 2018
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