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Proß, Sabrina: Hybrid modeling and optimization of biological processes. 2013
Inhalt
ABSTRACT
TABLE OF CONTENTS
1 INTRODUCTION
1.1 MOTIVATION
1.2 OBJECTIVES
1.3 STRUCTURE
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
3.2.1 LOCAL OPTIMIZATION METHOD
3.2.2 GLOBAL OPTIMIZATION METHODS
3.2.3 HYBRID OPTIMIZATION METHODS
3.3 SENSITIVITY ANALYSIS METHODS
3.3.1 LOCAL APPROACH
3.3.2 GLOBAL APPROACH: FOURIER AMPLITUDE SENSITIVITY TEST
3.3.3 EXTENDED FOURIER AMPLITUDE SENSITIVITY TE
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
4.5.1 VARIATION OF TRANSITIONS
4.5.2 ARC WEIGHT AND MAXIMUM SPEED FUNCTIONS DEPENDINGON MARKING/TIME
4.5.3 CAPACITIES AND EXTENSIONS
4.5.4 EXTENDED 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
6.1.1 CONNECTORS
6.1.2 PLACES
6.1.3 TRANSITIONS
6.1.4 ARCS
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
A1 ALGORITHMS
A2 CONNECTOR VARIABLES OF THE PNLIB
A3 SUPPLEMENTS TO THE AMMOD-TOOL
A3-1 PRA
A3-2 PESA
A4 SUPPLEMENTS TO THE APPLICATION
A4-1 PSEUDO EXPERIMENTAL DATA
A4-2 METHOD-SPECIFIC PARAMETERS
A4-3 COMPONENTS AND PARAMETERS OF THE MODELS
LIST OF FIGURES
LIST OF TABLES
LIST OF ABBREVIATIONS
LIST OF REFERENCES