Stochastic Dynamics in Computational Biology
Produktnummer:
186cae27973fb54f939718a1b1448bb560
Autor: | Schütte, Christof Winkelmann, Stefanie |
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Themengebiete: | Chemical master equation Chemical reaction network Gene expression Hybrid models Reaction rate equation Stochastic simulation enzyme kinetics hybrid models multi-scale systems reaction-diffusion process |
Veröffentlichungsdatum: | 04.01.2021 |
EAN: | 9783030623876 |
Sprache: | Englisch |
Seitenzahl: | 272 |
Produktart: | Unbekannt |
Verlag: | Springer International Publishing |
Produktinformationen "Stochastic Dynamics in Computational Biology"
The aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, investigating relations between both the conventional models and several types of deterministic-stochastic hybrid model recombinations. Another main objective is to illustrate and compare diverse numerical simulation schemes and their computational effort. Unlike related works, this book presents a broad scope in its applications, from offering a detailed introduction to hybrid approaches for the case of multiple population scales to discussing the setting of time-scale separation resulting from widely varying firing rates of reaction channels. Additionally, it also addresses modeling approaches for non well-mixed reaction-diffusion dynamics, including deterministic and stochastic PDEs and spatiotemporal master equations. Finally, by translating and incorporating complex theory to a level accessible to non-mathematicians, this book effectively bridges the gap between mathematical research in computational biology and its practical use in biological, biochemical, and biomedical systems.

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