The Adaptive Parameter Control Method and Linear Vector Optimization

2015 ◽  
Vol 43 (2) ◽  
pp. 471-486
Author(s):  
Nguyen Thi Thu Huong ◽  
Nguyen Dong Yen
Keyword(s):  
Vector Optimization ◽  
Control Method ◽  
Parameter Control ◽  
Linear Vector ◽  
Adaptive Parameter ◽  
Linear Vector Optimization ◽  
Adaptive Parameter Control

scholarly journals An Adaptive Cauchy Differential Evolution Algorithm for Global Numerical Optimization

2013 ◽  
Vol 2013 ◽  
pp. 1-12 ◽  
Author(s):  
Tae Jong Choi ◽  
Chang Wook Ahn ◽  
Jinung An
Keyword(s):  
Differential Evolution ◽  
Control Method ◽  
Differential Evolution Algorithm ◽  
Cauchy Distribution ◽  
Parameter Control ◽  
Control Parameters ◽  
Adaptive Parameter ◽  
De Algorithm ◽  
Parameter Values ◽  
Adaptive Parameter Control

Adaptation of control parameters, such as scaling factor (F), crossover rate (CR), and population size (NP), appropriately is one of the major problems of Differential Evolution (DE) literature. Well-designed adaptive or self-adaptive parameter control method can highly improve the performance of DE. Although there are many suggestions for adapting the control parameters, it is still a challenging task to properly adapt the control parameters for problem. In this paper, we present an adaptive parameter control DE algorithm. In the proposed algorithm, each individual has its own control parameters. The control parameters of each individual are adapted based on the average parameter value of successfully evolved individuals’ parameter values by using the Cauchy distribution. Through this, the control parameters of each individual are assigned either near the average parameter value or far from that of the average parameter value which might be better parameter value for next generation. The experimental results show that the proposed algorithm is more robust than the standard DE algorithm and several state-of-the-art adaptive DE algorithms in solving various unimodal and multimodal problems.

Self-Adaptive and Adaptive Parameter Control in Improved Artificial Bee Colony Algorithm

Informatica ◽  
2017 ◽  
Vol 28 (3) ◽  
pp. 415-438 ◽  
Author(s):  
Bekir Afşar ◽  
Doğan Aydin ◽  
Aybars Uğur ◽  
Serdar Korukoğlu
Keyword(s):  
Artificial Bee Colony Algorithm ◽  
Artificial Bee Colony ◽  
Parameter Control ◽  
Adaptive Parameter ◽  
Bee Colony ◽  
Adaptive Parameter Control ◽  
Self Adaptive

scholarly journals Classical linear vector optimization duality revisited

2010 ◽  
Vol 6 (1) ◽  
pp. 199-210 ◽  
Author(s):  
Radu Ioan Boţ ◽  
Sorin-Mihai Grad ◽  
Gert Wanka
Keyword(s):  
Vector Optimization ◽  
Linear Vector ◽  
Linear Vector Optimization
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