Titlebook: Intelligent Optimization; Principles, Algorith Changhe Li,Shoufei Han,Shengxiang Yang Textbook 2024 China University of Geosciences Press 2

淹没

书目名称Intelligent Optimization影响因子(影响力)




书目名称Intelligent Optimization影响因子(影响力)学科排名




书目名称Intelligent Optimization网络公开度




书目名称Intelligent Optimization网络公开度学科排名




书目名称Intelligent Optimization被引频次




书目名称Intelligent Optimization被引频次学科排名




书目名称Intelligent Optimization年度引用




书目名称Intelligent Optimization年度引用学科排名




书目名称Intelligent Optimization读者反馈




书目名称Intelligent Optimization读者反馈学科排名

温顺

pessimism

Basics of Evolutionary Computation Algorithms computation (EC) is reviewed, including some biological processes that have inspired researchers. Classic evolutionary procedures, including representation, selection, and reproduction, are described in detail.

比目鱼

Parameter Control and Policy Control Single-parameter-specific methods and multi-parameter ensemble methods are introduced. The commonly used policy control frame is explained, and methods for operator selection control and hyper-heuristics control are discussed. Finally, promising trends in parameter and policy control are provided.

托运

mydriatic

Exploitation Versus ExplorationThis chapter will first introduce the concepts of exploration and exploitation by reviewing several typical optimization algorithms. Next, methods of enhancing exploration or exploitation in EAs will be discussed. The final part will introduce existing methods of how to balance evolutionary exploration and exploitation.

Bmd955

Multimodal OptimizationThis chapter will first introduce the definition of multimodal optimization. Next, most representative evolutionary multimodal optimization algorithms, which are also known as niching methods, will be introduced. Future challenges will be discussed in the final part.

减震

Constrained OptimizationIn this chapter, we will introduce the concept of constrained optimization problems(COPs), commonly used constraint-handling techniques based on EAs, and future research on constrained optimization.

diskitis

Expensive OptimizationIn this chapter, we will first introduce the concept of expensive optimization. Some surrogate models and model management strategies in surrogate-assisted EAs are then described in detail. Finally, some challenges in the field of expensive optimization are discussed.

SEMI