Proß, Sabrina: Hybrid modeling and optimization of biological processes. 2013
Inhalt
- ABSTRACT
- TABLE OF CONTENTS
- 1 INTRODUCTION
- 2 RELATED WORKS
- 2.1 PETRI NET APPROACHES FOR MODELINGBIOLOGICAL PROCESSES
- 2.2 PETRI NET TOOLS
- 2.3 PETRI NETS IN MODELICA
- 3 BASICS
- 3.1 THE MODELICA LANGUAGE
- 3.1.1 VARIABLES
- 3.1.2 EQUATIONS
- 3.1.3 ALGORITHMS
- 3.1.4 SPECIALIZED CLASSES
- 3.1.5 BALANCED MODELS
- 3.1.6 DISCRETE EVENT AND HYBRID MODELING
- 3.1.7 MATHEMATICAL REPRESENTATION OF MODELICA MODELS
- 3.2 OPTIMIZATION METHODS
- 3.3 SENSITIVITY ANALYSIS METHODS
- 4 PETRI NETS
- 4.1 BASIC CONCEPTS
- 4.2 ABBREVIATIONS AND EXTENSIONS OF THEBASIC CONCEPTS
- 4.2.1 CAPACITIVE PETRI NETS
- 4.2.2 EXTENDED PETRI NETS
- 4.2.3 EXTENDED CAPACITIVE PETRI NETS
- 4.2.4 SELF-MODIFIED PETRI NETS
- 4.2.5 FUNCTIONAL PETRI NETS
- 4.3 NON-AUTONOMOUS PETRI NETS
- 4.3.1 CONDITIONAL PETRI NETS
- 4.3.2 TIMED PETRI NETS
- 4.3.3 STOCHASTIC PETRI NETS
- 4.3.4 CONDITIONAL TIMED PETRI NETS
- 4.4 CONTINUOUS PETRI NETS
- 4.4.1 CONTINUOUS CAPACITIVE PETRI NETS
- 4.4.2 CONTINUOUS EXTENDED PETRI NETS
- 4.4.3 CONTINUOUS EXTENDED CAPACITIVE PETRI NETS
- 4.4.4 CONTINUOUS FUNCTIONAL PETRI NETS
- 4.4.5 CONDITIONAL CONTINUOUS PETRI NETS
- 4.5 HYBRID PETRI NETS
- 5 MODELING PROCESS OF BIOLOGICAL SYSTEMS
- 5.1 PREPROCESSING AND RELATIONSHIP ANALYSIS
- 5.2 MATHEMATICAL MODELING: XHPN FORBIOLOGICAL APPLICATIONS
- 5.3 PARAMETER ESTIMATION
- 5.4 SENSITIVITY ANALYSIS
- 5.5 DETERMINISTIC AND STOCHASTIC HYBRIDSIMULATION
- 5.6 MODEL PREDICTION
- 5.7 PROCESS OPTIMIZATION
- 6 THE PETRI NET LIBRARY
- 6.1 IMPLEMENTATION OF THE PETRI NET ELEMENTS
- 6.2 MODELING, SIMULATION, AND ANIMATIONWITH DYMOLA
- 6.3 CONNECTION BETWEEN DYMOLA ANDMATLAB/SIMULINK
- 6.4 PETRI NET LIBRARY FOR PROCESS MODELINGOF BIOLOGICAL SYSTEMS
- 6.5 TOOL FOR THE ANALYSIS OF MODELICA MODELS
- 6.6 COMPARISON TO OTHER PETRI NET TOOLS
- 7 APPLICATION
- 7.1 STEP 1: BIOLOGICAL PHENOMENA
- 7.2 STEP 2: EXPERIMENTAL DATA AND PRIORKNOWLEDGE
- 7.2.1 INFLUENCE FACTORS ON GROWTH AND XANTHANPRODUCTION
- 7.2.2 MODELING OF GROWTH AND XANTHAN PRODUCTION
- 7.3 STEP 3: MODEL HYPOTHESES
- 7.4 STEP 4 AND 5: PREPROCESSING ANDRELATIONSHIP ANALYSIS
- 7.5 STEP 6 UND 8: PARAMETER ESTIMATION ANDSENSITIVITY ANALYSIS
- 7.6 STEP 9: PROCESS OPTIMIZATION
- 7.7 STEP 7: DETERMINISTIC AND STOCHASTICHYBRID SIMULATION
- 8 DISCUSSION AND OUTLOOK
- APPENDIX
