A boosting extreme learning machine for near-infrared spectral quantitative analysis of diesel fuel and edible blend oil samples

2017 ◽  
Vol 9 (20) ◽  
pp. 2983-2989 ◽  
Author(s):  
Xihui Bian ◽  
Caixia Zhang ◽  
Xiaoyao Tan ◽  
Michal Dymek ◽  
Yugao Guo ◽  
...  
Keyword(s):  
Quantitative Analysis ◽  
Extreme Learning Machine ◽  
Diesel Fuel ◽  
Near Infrared ◽  
Predictive Accuracy ◽  
Infrared Spectral ◽  
Learning Machine ◽  
Accuracy And Stability

A novel boosting extreme learning machine is proposed for near-infrared spectral quantitative analysis which greatly enhances predictive accuracy and stability.

Determination of Tea Polyphenols Content in Puerh Tea Using Near-Infrared Spectroscopy Combined with Extreme Learning Machine and GA-PLS Algorithm

2013 ◽  
Vol 50 (4) ◽  
pp. 043001
Author(s):  
张海东 Zhang Haidong ◽  
李贵荣 Li Guirong ◽  
李若诚 Li Ruocheng ◽  
许文方 Xu Wenfang ◽  
华英杰 Hua Yingjie
Keyword(s):  
Infrared Spectroscopy ◽  
Extreme Learning Machine ◽  
Near Infrared Spectroscopy ◽  
Near Infrared ◽  
Tea Polyphenols ◽  
Learning Machine

Identification of bruised kiwifruits during storage by near infrared spectroscopy and extreme learning machine

2013 ◽  
Vol 21 (10) ◽  
pp. 2720-2727 ◽  
Author(s):  
郭文川 GUO Wen-chuan ◽  
王铭海 WANG Ming-hai ◽  
谷静思 GU Jing-si ◽  
朱新华 ZHU Xin-hua
Keyword(s):  
Infrared Spectroscopy ◽  
Extreme Learning Machine ◽  
Near Infrared Spectroscopy ◽  
Near Infrared ◽  
Learning Machine

Spectral quantitative analysis of complex samples based on the extreme learning machine

2016 ◽  
Vol 8 (23) ◽  
pp. 4674-4679 ◽  
Author(s):  
Xi-Hui Bian ◽  
Shu-Juan Li ◽  
Meng-Ran Fan ◽  
Yu-Gao Guo ◽  
Na Chang ◽  
...  
Keyword(s):  
Quantitative Analysis ◽  
Extreme Learning Machine ◽  
Predictive Performance ◽  
Complex Samples ◽  
Learning Machine ◽  
Novel Algorithm

A novel algorithm called the extreme learning machine is introduced for the spectral quantitative analysis of complex samples, which enhances predictive performance.

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