Exploring the performance of a functionalized CNT-based sensor array for breathomics through clustering and classification algorithms: from gas sensing of selective biomarkers to discrimination of chronic obstructive pulmonary disease - Drera, Giovanni; Freddi, Sonia; Emelianov, Aleksei V; Bobrinetskiy, Ivan I; Chiesa, Maria; Zanotti, Michele; Pagliara, Stefania; Fedorov, Fedor S; Nasibulin, Albert G; Montuschi, Paolo; Sangaletti, Luigi (RSC advances, 2021)
Keywords: Algorithms; Ammonia; Benzene; Biomarkers; Breath tests; Carbon nanotubes; Chemistry; Chronic obstructive pulmonary disease; Classification; Clustering; data collection; Datasets; Discrimination; Exposure; Gas sensors; Hydrogen sulfide; Nitrogen dioxide; principal component analysis; Principal components analysis; respiratory tract diseases; Selectivity; Sensor arrays; Sensors