Scent classification by K nearest neighbors using ion-mobility spectrometry measurements.

Philipp Müller,Katri Salminen,Ville Nieminen,Anton Kontunen,Markus Karjalainen,Poika Isokoski,Jussi Rantala,Mariaana Savia,Jari Väliaho,Pasi Kallio,Jukka Lekkala,Veikko Surakka

Expert Systems with Applications（2019）

引用 40|浏览68

暂无评分

摘要

•K Nearest Neighbor classifies scents and their chemical components.•Scents/ chemicals are classified using only ion-mobility spectrometry measurements.•Classification using k-dimensional tree search is approximately 8-times faster.•By principal component analysis 71–86% of features are ignored for classification.

查看译文

关键词

Machine learning,K nearest neighbours,Ion-mobility spectrometry,Scent classification

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要