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Virtual
Branch Decision Support Systems based on Evolutionary Algorithms
T.D.Gwiazda
year: 2005
pages: 387
language: Polish
E-BOOK
Contents
Introduction
Part I Conception
1. Basic definitions
1.1 Data
1.2 Information
1.3 Knowledge
1.4 Decision
2. Computer based decision support systems
2.1 CBIS in organization
2.2 Decision support systems
3. Virtual branch decision support system
3.1 Definition
3.2 Architecture
3.3 Subsystems
4. Virtuality of VB-DSS
4.1 Virtual organization
4.2 Diversification of decision risk
4.3 Virtual organization VB-DSS
5. First prototype of VB-DSS
5.1 Architecture of first prototype
5.2 Evolutionary algorithm in first
prototype
Part II Basic methods
1. Methods based on penalty function
1.1 Static penalty
1.2 Dynamic penalty
1.3 Annealing penalty - GENOCOP II
1.4 Adaptive penalty
1.5 Self-adaptive penalty
1.6 Death penalty
1.7 Admissibility based penalty
1.8 Divided penalty
1.9 ASCHEA
2. Decoders
3. Repair algorithms
4. Constraints separation
4.1 Co-evolution
4.1.1 Paredis’ algorithm
4.1.2 Gwiazda’s first method
4.2 Feasible solutions domination
4.3 Multi-criteria optimization
4.3.1 COMOGA
4.3.2 Pareto’s scheme
4.3.3 Min-Max
4.3.4 Coello’s first method
4.3.5 Coello’s second method
4.4 Behavioral memory
4.5 CONGA
5. Dedicated representation and dedicated operators
5.1 GENOCOP I
5.2 Exploring a border between feasible and
unfeasible solutions
5.3 Logarithmic mutation operator
5.4 Stochastic ranking
5.5 Full crossover – Gwiazda’s second method
Part III Test generators
1. Test generator - TCG
2. Michalewicz’s tests
3. Gwiazda’s tests
4. Test generator - TCG2
5. Tests on problems generated by TCG2
Part IV Transportation problem
1. Problem
2. Methods
2.1 DONLP2
2.2 GAMS
2.3 GENETIC-2
2.4 Full crossover
3. Results
3.1 G1-G11 test set
3.2 Balanced nonlinear transportation problem
Part V Effectiveness of proposed method
1. Combinatorial problems
1.1 Symmetric TSP problems
1.2 Asymmetric TSP problems
1.3 Sequential ordering problems
2. Effectiveness for scheduling problems
2.1 Flow-shop problems
2.2 Job-shop problems
3. Conclusions
Final remarks
Figure list
Table list
Listing list
references
Appendix A
Appendix B |