Performance Enhancement in Requirement Prioritization by Using Least-Squares-Based Random Genetic Algorithm

2017 ◽  
pp. 251-263 ◽  
Author(s):  
Heena Ahuja ◽  
Sujata ◽  
Usha Batra
Keyword(s):  
Genetic Algorithm ◽  
Least Squares ◽  
Performance Enhancement ◽  
Requirement Prioritization

Identification of Small-scale Unmanned Helicopter Based on Least Squares and Adaptive Immune Genetic Algorithm

ROBOT ◽  
2012 ◽  
Vol 34 (1) ◽  
pp. 72 ◽  
Author(s):  
Yuhu DU ◽  
Jiancheng FANG ◽  
Wei SHENG ◽  
Xusheng LEI
Keyword(s):  
Genetic Algorithm ◽  
Least Squares ◽  
Small Scale ◽  
Unmanned Helicopter ◽  
Immune Genetic Algorithm ◽  
Adaptive Immune

Sensor Dynamic Modeling Based on LS-SVM and NGA

2008 ◽  
Vol 381-382 ◽  
pp. 439-442
Author(s):  
Qi Wang ◽  
Zhi Gang Feng ◽  
K. Shida
Keyword(s):  
Genetic Algorithm ◽  
Neural Networks ◽  
Support Vector Machine ◽  
Least Squares ◽  
Dynamic Model ◽  
Dynamic Modeling ◽  
Support Vector ◽  
Local Minima ◽  
Highly Nonlinear ◽  
Sharing Function

Least squares support vector machine (LS-SVM) combined with niche genetic algorithm (NGA) are proposed for nonlinear sensor dynamic modeling. Compared with neural networks, the LS-SVM can overcome the shortcomings of local minima and over fitting, and has higher generalization performance. The sharing function based niche genetic algorithm is used to select the LS-SVM parameters automatically. The effectiveness and reliability of this method are demonstrated in two examples. The results show that this approach can escape from the blindness of man-made choice of LS-SVM parameters. It is still effective even if the sensor dynamic model is highly nonlinear.

Accurate Age Estimation of Bloodstains Based on Visible Reflectance and Genetic Algorithm Interval Partial Least Squares

2015 ◽  
Vol 35 (8) ◽  
pp. 0830001
Author(s):  
董永芳 Dong Yongfang ◽  
孟耀勇 Meng Yaoyong ◽  
张平丽 Zhang Pingli ◽  
文玮 Wen Wei ◽  
李娜 Li Na
Keyword(s):  
Genetic Algorithm ◽  
Least Squares ◽  
Partial Least Squares ◽  
Age Estimation ◽  
Visible Reflectance
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