Intelligent Optimization Strategies in Uncertain and Dynamic Environments
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Synthetic Dynamic Problems
Moving Parabola
Adaptive Particle Swarm Optimization: Detection and Response to Dynamic Systems
Dynamism
Dynamism in the Objective Function
Methods
Particle Swarm Optimization (PSO)
Applications
Moving Parabola
Rosenbrock Function
Synthetic Dynamic Problems
Measures
Average Iterations Required to Track Changes
[Hu2002]
Adaptive Particle Swarm Optimization: Detection and Response to Dynamic Systems
,
Hu, Xiaohui
, and
Eberhart Russell C.
, Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on, Volume 2, p.1666-1670, (2002)
Tracking and Optimizing Dynamic Systems with Particle Swarms
Dynamism
Dynamism in the Objective Function
Methods
Particle Swarm Optimization (PSO)
Applications
Moving Parabola
Synthetic Dynamic Problems
Measures
Average Best Function Value (ABFV)
Best Fitness Evolution
[Eberhart2001]
Tracking and Optimizing Dynamic Systems with Particle Swarms
,
Eberhart, R. C.
, and
Shi Yuhui
, Evolutionary Computation, 2001. Proceedings of the 2001 Congress on, Volume 1, p.94-100, (2001)
An Investigation into the Use of Hypermutation as an Adaptive Operator in Genetic Algorithms Having Continuouis, Time-Dependent Nonstationary Environments
Dynamism
Dynamism in the Objective Function
Methods
Genetic Algorithms (GA)
Applications
Moving Parabola
Synthetic Dynamic Problems
Measures
Best-of-Generation Evolution
Mean Best-of-Generation
[Cobb1990]
An Investigation into the Use of Hypermutation as an Adaptive Operator in Genetic Algorithms Having Continuouis, Time-Dependent Nonstationary Environments
,
Cobb, Helen G.
, Number AIC-90-001, Washington, USA, (1990)
Oiling the Wheels of Change: The Role of Adaptive Automatic Problem Decomposition in Non-Stationary Environments (IlliGAL Report No. 2004029)
Dynamism
Dynamism in the Objective Function
Methods
Genetic Algorithms (GA)
Applications
Moving Parabola
Synthetic Dynamic Problems
Trap Function based Synthetic Problems
Measures
Average Best Function Value (ABFV)
[Abbass2004]
Oiling the Wheels of Change: The Role of Adaptive Automatic Problem Decomposition in Non-Stationary Environments (IlliGAL Report No. 2004029)
,
Abbass, Hussein A.
,
Sastry Kumara
, and
Goldberg David E.
, (2004)
Tracking extrema in dynamic environments
Dynamism
Dynamism in the Objective Function
Methods
Evolutionary Algorithms
Applications
Moving Parabola
Synthetic Dynamic Problems
Measures
Best-of-Generation Evolution
[Angeline1997]
Tracking extrema in dynamic environments
,
Angeline, Peter J.
, Evolutionary Programming {VI}, Volume 1213, p.335-345, (1997)
Genetic algorithms for adaptation to dynamic environments - A survey
Dynamism
Dynamism in the Objective Function
Methods
Genetic Algorithms (GA)
Applications
Dynamic Bit-Matching
Dynamic Knapsack Problem
Moving Parabola
Moving Peaks Benchmark (MPB)
Synthetic Dynamic Problems
[Mori2000]
Genetic algorithms for adaptation to dynamic environments - A survey
,
Mori, Naoki
, and
Kita Hajime
, IEEE Industrial Electronics Conference, IECON, 2000, Volume 4, p.2947-2952, (2000)
Evolutionary Optimization in Dynamic Environments
Dynamism
Dynamism in the Objective Function
Methods
Evolutionary Algorithms
Genetic Algorithms (GA)
Self Organizing Scouts (SOS)
Applications
Dynamic Knapsack Problem
Moving Parabola
Moving Peaks Benchmark (MPB)
Synthetic Dynamic Problems
[Branke2001Book]
Evolutionary Optimization in Dynamic Environments
,
Branke, Jürgen
, Genetic Algorithms and Evolutionary Computation, Volume 3, (2001)
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Categories
Dynamism
Dynamism in the Objective Function (131)
Chaotic Fitness Landscapes (1)
Dynamism in the Restrictions (19)
Uncertainty
Uncertainty in the Objective Function (19)
Uncertainty in the Restrictions (10)
Methods
Adaptive Business Intelligence (1)
Ant Colony Optimization (ACO) (5)
Bayesian Optimization Algorithms (1)
Collaborative Evolutionary Swarm Optimization (CESO) (2)
Cooperative Strategies (5)
Centralised Cooperative System (2)
Multiagent Decentralised Strategy (1)
Cultural Algorithms (3)
Dijkstra's Shortest Path Algorithm (1)
Estimation-of-Distribution Algorithm (EDA) (5)
Univariate Marginal Distribution Algorithm (UMDA) (3)
Evolution Strategies (11)
Covariance Matrix Adaptation Evolution Strategy (CMA-ES) (3)
Differential Evolution (DE) (1)
Self-Adaptation Evolution Strategies (SA-ES) (1)
Evolutionary Algorithms (42)
Elastic Net Method (1)
Hierarchical Evolutionary Algorithms (1)
Population Based Incremental Learning (PBIL) algorithms (3)
Evolutionary Programming (2)
Evolutionary Swarm Cooperative Algorithm (ESCA) (1)
Genetic Algorithms (GA) (53)
Compact Genetic Algorithm (CGA) (1)
Evolvable Agent Model (EvAg) (1)
Hybrid Inmigrants Genetic Algorithm (HIGA) (1)
Memory Enhanced Genetic Algorithms (MEGA) (1)
NSGA-II (5)
Random Inmigrants Genetic Algorithms (RIGA) (9)
Standard Crowding Genetic Algorithm (1)
Structured Genetic Algorithm (sGA) (1)
Genetic Programming (1)
Genetics-Based Learning Classifier System (GBLCS) (1)
XCS (1)
Immune-based Algorithms (IBAs) (6)
Interval Arithmetic (1)
Memetic Algorithms (3)
Mixed Integer Linear Programming (MILP) (1)
Multi-Phase Multi-Individual Extremal Optimization (MMEO) Algorithm (1)
Neural Networks (2)
Orthogonal Dynamic Hill Climbing (ODHC) (1)
Parameter Auto-Adjustment (2)
Particle Swarm Optimization (PSO) (28)
Fuzzy PSO (1)
Hybrid PSO (2)
Prim's Minimum Spanning Tree (MST) Algorithm (1)
Reinforcement Learning Agents (1)
Reinforcement Learning Algorithm (2)
Self Organizing Scouts (SOS) (6)
Simulated Annealing (SA) (2)
Simulation Framework (1)
Stochastic Diffusion Search (1)
Tabu Search (2)
Variable Neighborhood Search (VNS) (1)
Widrow-Hoff Learning Technique (1)
Models
Abstract Memory Scheme (1)
Adaptive (1)
Self-Adaptive (1)
Adaptive Business Intelligence (1)
Combinatorial Optimization (2)
Data Mining (1)
Explicit Memory Schemes (7)
Associative Memory Scheme (3)
Direct Memory Scheme (1)
Fuzzy Linear Programming (FLP) (1)
Kalman Filters (1)
Multi-Objective Optimization (13)
Quadratic Modelling (1)
Self Organized Criticality (SOC) (3)
Surrogate Modeling (1)
Time-Linkage (2)
Applications
Aerospace Design (1)
Car Distribution System (1)
Decision Support Systems (DSS) (1)
DF1 Generator (cones) (6)
Dynamic Grid-World Problem (1)
Dynamic Knapsack Problem (15)
Dynamic Problem Generator (11)
Dynamic Scheduling (4)
Dynamic Subset Sum Problem (1)
Dynamic Travelling Salesman Problem (2)
Dynamic Vehicle Routing Problem (DVRP) (4)
Evolutionary Robotics (1)
Financial Optimization Problems (2)
Layout Synthesis of MEMS (1)
Modelling of ship trajectory (1)
Nk Landscape Problem (2)
Path Planning (2)
Pollution Control (1)
Pose Problem (1)
Real-6-Multiplexer Problem (1)
Rober Problem (1)
Robust Design (9)
Salting Route Optimization (1)
Shortest Path Routing Problems (1)
Structural Optimization (1)
Synthetic Dynamic Problems (87)
Dynamic Ackley Function (2)
Dynamic Bit-Matching (3)
Dynamic Deceptive Functions (10)
Dynamic Onemax Function (10)
Dynamic Plateau Function (3)
Dynamic Quadratic Function (1)
Dynamic Rastrigin Function (8)
Dynamic Royal Road Function (10)
Dynamic Scaling Problems (1)
Dynamic Schaffer's Function (1)
Dynamic Sphere (7)
Griewank Function (4)
Moving Parabola (7)
Moving Peaks Benchmark (MPB) (33)
Rosenbrock Function (4)
Shaky Ladder Hyperplane-Defined Functions (SL-HDF) (2)
Simple Test Case Generator (STCG) (1)
Time-Linkage Numerical Problems (2)
Trap Function based Synthetic Problems (2)
XOR-based Synthetic Dynamic Problems (4)
Synthetic Problems (6)
Varied-Line-Spacing Holographic Grating (VLSHG) (1)
Wireless Sensor Networks (1)
Measures
Accuracy (2)
ANOVA Test (2)
Average Best Function Value (ABFV) (5)
Average Error (1)
Average Fitness (2)
Average Fitness Evolution (6)
Average Generation Error (AGEr) (3)
Average Iterations Required to Track Changes (1)
Best Fitness (16)
Best Fitness Evolution (12)
Best-of-Generation Evolution (24)
Collective Mean Fitness (CMF) (5)
Convergence (1)
Cumulative Fitness (3)
Distance to Known Best (7)
Diversity (8)
ES Tracking Performance (1)
Mean Fitness Error (MFE) (5)
Median Fitness Evolution (1)
Offline Error Evolution (3)
Offline Performance (14)
Offline Performance Evolution (5)
Other measures (1)
Overall Offline Performance (1)
Pareto Optimality (6)
Success Counting (SCC) (1)
Problem Specific (10)
Proportion of Runs Succeeded (1)
Reactivity (1)
Recovery (1)
Relative Error (1)
Robustness (7)
Stability (1)
Standard Deviation (2)
Student's t-test (21)
Tahmane Test (2)
Time (1)
Tractability (1)
U Mann-Whitney Non-parametric Test (2)
Wilcoxon's Non-parametric test (1)
Mean Best-of-Generation (12)
Offline Error (17)