TY - GEN
T1 - Intuitive modeling of dynamic systems with petri nets and fuzzy logic
AU - Windhager, Lukas
AU - Zimmer, Ralf
PY - 2008
Y1 - 2008
N2 - Current approaches in modeling dynamic biological systems often lack comprehensibility, especially for users without mathematical background. We propose a new approach to overcome such limitations by combining the graphical representation provided by the use of Petri nets with the modeling of dynamics by powerful yet intuitive fuzzy logic based systems. The mathematical functions and formulations typically used to describe or quantify dynamic changes of systems are replaced by if-then rules, which are both easy to read and formulate. Precise values of kinetic constants or concentrations are substituted by more natural fuzzy representations of entities. We will show that our new approach allows a semi-quantitative modeling of biological systems like signal transduction pathways or metabolic processes while not being limited to those cases.
AB - Current approaches in modeling dynamic biological systems often lack comprehensibility, especially for users without mathematical background. We propose a new approach to overcome such limitations by combining the graphical representation provided by the use of Petri nets with the modeling of dynamics by powerful yet intuitive fuzzy logic based systems. The mathematical functions and formulations typically used to describe or quantify dynamic changes of systems are replaced by if-then rules, which are both easy to read and formulate. Precise values of kinetic constants or concentrations are substituted by more natural fuzzy representations of entities. We will show that our new approach allows a semi-quantitative modeling of biological systems like signal transduction pathways or metabolic processes while not being limited to those cases.
UR - https://www.scopus.com/pages/publications/77958482102
M3 - Conference contribution
AN - SCOPUS:77958482102
SN - 9783885792260
T3 - Proceedings of the German Conference on Bioinformatics, GCB 2008
SP - 106
EP - 115
BT - Proceedings of the German Conference on Bioinformatics, GCB 2008
T2 - German Conference on Bioinformatics, GCB 2008
Y2 - 9 September 2008 through 12 September 2008
ER -