Intelligent Optimization Strategies in Uncertain and Dynamic Environments
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Synthetic Dynamic Problems
Dynamic Sphere
An Artificial Immune Network for Multimodal Function Optimization on Dynamic Environments
Dynamism
Dynamism in the Objective Function
Methods
Immune-based Algorithms (IBAs)
Applications
Dynamic Rastrigin Function
Dynamic Sphere
Griewank Function
Rosenbrock Function
Synthetic Dynamic Problems
Measures
Best Fitness
Standard Deviation
Offline Error
[Olivetti2005]
An Artificial Immune Network for Multimodal Function Optimization on Dynamic Environments
,
Olivetti de França, Fabricio
,
Von Zuben Fernando J.
, and
Nunes de Castro Leandro
, GECCO '05: Proceedings of the 2005 conference on Genetic and evolutionary computation, New York, NY, USA, p.289-296, (2005)
Adaptation on the Evolutionary Time Scale: A Working Hypothesis and Basic Experiments
Dynamism
Dynamism in the Objective Function
Methods
Evolution Strategies
Genetic Algorithms (GA)
Applications
Dynamic Quadratic Function
Dynamic Rastrigin Function
Dynamic Sphere
Synthetic Dynamic Problems
Measures
Distance to Known Best
[Salomon1998]
Adaptation on the Evolutionary Time Scale: A Working Hypothesis and Basic Experiments
,
Salomon, Ralf
, and
Eggenberger Peter
, Artificial Evolution, Volume 1363, p.251-262, (1998)
Random Dynamics Optimum Tracking with Evolution Strategies
Dynamism
Dynamism in the Objective Function
Methods
Evolution Strategies
Applications
Dynamic Sphere
Synthetic Dynamic Problems
Measures
ES Tracking Performance
[Arnold2002]
Random Dynamics Optimum Tracking with Evolution Strategies
,
Arnold, Dirk V.
, and
Beyer Hans-Georg
, Parallel Problem Solving from Nature - PPSN VII, Granada, p.3-12, (2002)
Optimum Tracking with Evolution Strategies
Dynamism
Dynamism in the Objective Function
Methods
Evolution Strategies
Applications
Dynamic Sphere
Synthetic Dynamic Problems
Measures
Distance to Known Best
[Arnold2006]
Optimum Tracking with Evolution Strategies
,
Arnold, Dirk V.
, and
Beyer Hans-Georg
, Evolutionary Computation, Volume 14, Number 3, p.291-308, (2006)
Learning environment dynamics from self-adaptation: a preliminary investigation
Dynamism
Dynamism in the Objective Function
Methods
Covariance Matrix Adaptation Evolution Strategy (CMA-ES)
Evolution Strategies
Parameter Auto-Adjustment
Self-Adaptation Evolution Strategies (SA-ES)
Applications
Dynamic Sphere
Synthetic Dynamic Problems
Measures
Offline Error Evolution
[Boumaza2005]
Learning environment dynamics from self-adaptation: a preliminary investigation
,
Boumaza, Amine
, GECCO '05: Proceedings of the 2005 workshops on Genetic and evolutionary computation, New York, NY, USA, p.48-54, (2005)
The impact of population sizes and diversity on the adaptability of evolution strategies in dynamic environments
Dynamism
Dynamism in the Objective Function
Methods
Evolution Strategies
Applications
Dynamic Ackley Function
Dynamic Rastrigin Function
Dynamic Sphere
Synthetic Dynamic Problems
Measures
Average Best Function Value (ABFV)
[Schonemann2004]
The impact of population sizes and diversity on the adaptability of evolution strategies in dynamic environments
,
Schönemann, Lutz
, Congress on Evolutionary Computation, CEC2004, 2004, Volume 2, p.1270-1277, (2004)
Evolution Strategies in Dynamic Environments
Dynamism
Dynamism in the Objective Function
Methods
Evolution Strategies
Applications
Dynamic Ackley Function
Dynamic Rastrigin Function
Dynamic Sphere
Synthetic Dynamic Problems
Measures
Average Best Function Value (ABFV)
Best-of-Generation Evolution
[Schonemann2007]
Evolution Strategies in Dynamic Environments
,
Schönemann, Lutz
, Evolutionary Computation in Dynamic and Uncertain Environments, Volume 51/2007, p.51-77, (2007)
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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)