Intelligent Optimization Strategies in Uncertain and Dynamic Environments
Applications
Navigation
Home
Paper search
All publications
Our publications
Bibliography summary
Resources and Links
Submit a contribution
About us
User login
Login
Home
Distance to Known Best
Adapting Particle Swarm Optimization to Dynamic Environments
Dynamism
Dynamism in the Objective Function
Methods
Particle Swarm Optimization (PSO)
Applications
Synthetic Dynamic Problems
Measures
Distance to Known Best
[Carlisle2000]
Adapting Particle Swarm Optimization to Dynamic Environments
,
Carlisle, A.
, and
Dozier G.
, Proceedings of the International Conference on Artificial Intelligence (ICAI) 2000, p.429-434, (2000)
On evolution strategy optimization in dynamic environments
Dynamism
Dynamism in the Objective Function
Methods
Covariance Matrix Adaptation Evolution Strategy (CMA-ES)
Evolution Strategies
Applications
Synthetic Dynamic Problems
Measures
Distance to Known Best
[Weicker1999]
On evolution strategy optimization in dynamic environments
,
Weicker, Karsten
, and
Weicker Nicole
, Proceedings of the 1999 Congress on Evolutionary Computation, p.2039-2046, (1999)
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)
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)
Tracking Moving Optima Using Kalman-Based Predictions
Dynamism
Dynamism in the Objective Function
Methods
Evolutionary Algorithms
Models
Kalman Filters
Applications
Pose Problem
Measures
Accuracy
Distance to Known Best
Mean Fitness Error (MFE)
[Rossi2008]
Tracking Moving Optima Using Kalman-Based Predictions
,
Rossi, Claudio
,
Abderrahim Mohamed
, and
César Díaz Julio
, Evolutionary Computation, Volume 16, Number 1, p.1-30, (2008)
Multinational GAs: Multimodal Optimization Techniques in Dynamic Environments
Dynamism
Dynamism in the Objective Function
Methods
Genetic Algorithms (GA)
Applications
Moving Peaks Benchmark (MPB)
Synthetic Dynamic Problems
Measures
Distance to Known Best
Other measures
[Ursem2000]
Multinational GAs: Multimodal Optimization Techniques in Dynamic Environments
,
Ursem, R. K.
, Genetic and Evolutionary Computation Conference, p.19-26, (2000)
A Memetic Algorithm Using a Trust-Region Derivative-Free Optimization with Quadratic Modelling for Optimization of Expensive and Noisy Black-box Functions
Uncertainty
Uncertainty in the Objective Function
Methods
Evolutionary Algorithms
Memetic Algorithms
Models
Quadratic Modelling
Applications
Synthetic Problems
Measures
Best Fitness
Distance to Known Best
[Tenne2007]
A Memetic Algorithm Using a Trust-Region Derivative-Free Optimization with Quadratic Modelling for Optimization of Expensive and Noisy Black-box Functions
,
Tenne, Yoel
, and
Armfield Steven
, Evolutionary Computation in Dynamic and Uncertain Environments, Volume 51/2007, p.389-415, (2007)
This site is still under active development
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)