An agent-based modeling approach at molecular scale for biochemical networks: Simulating from stochastic molecular events

3rd International Conference on Bioinformatics and Biomedical Engineering, iCBBE 2009(2009)

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摘要
Modeling and simulation of intracellular biochemical networks is essential to further our understanding of biological system behaviors. Most of current modeling approaches used in Computational Systems Biology considers general phenomena of the whole system but ignoring the micro detail and individuality of each molecule. In this study, we present a new computational modeling paradigm, agent-based modeling at molecular scale (ABMMS), which simulates the interactions between internal autonomous agents and external environment. We also verified the accuracy and efficiency of our strategy with several case studies, and the experimental results demonstrated that the strategy matches well with the ODE in the macroscopic behaviors and also allows further analysis of individual agent behaviors at molecule level. ©2009 IEEE.
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关键词
agent-based modeling,agent-based simulation,molecular scale,systems biology,complex networks,molecular biophysics,stochastic processes,mathematical model,computer simulation,system biology,biological systems,discrete event simulation,autonomous agent,computer model,computational modeling,computer science,modeling and simulation,computational systems biology
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