Concepedia

A framework of global exploration and local exploitation using surrogates for expensive optimization

Caie Hu, Sanyou Zeng, Changhe Li

Knowledge-Based Systems · 2023 · 13 citations · 27 references

Concepts

Natural SciencesComputational EngineeringOptimizationContinuous OptimizationExploration-exploitation TradeoffGlobal OptimizationLarge-scale OptimizationSurrogate-assisted OptimizationSurrogate-based OptimizationExplorationGlobal Search AlgorithmsLocal ExploitationLocal Surrogate ModelsMulti-objective Exploration-exploitation Trade-offsSurrogate-assisted Multiobjective Optimization

References

27

Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces

Rainer Storn, Kenneth V. Price · Journal of Global Optimization · 1997 · 28.7K citations

Natural Sciences, Mathematics, Optimization +12

On Information and Sufficiency

S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text

Social Sciences, Economics, Information Theory +6

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

Natural Sciences, Computer Science, Algorithms +10

Large Sample Properties of Simulations Using Latin Hypercube Sampling

Michael L. Stein · Technometrics · 1987 · 2K citations

Business, Computer Science, Actuators +16

Surrogate-assisted evolutionary computation: Recent advances and future challenges

Yaochu Jin · Swarm and Evolutionary Computation · 2011 · 1.4K citations

Architecture, Computational Engineering, Optimization +13