TY - T1 - A novel approach for simple statistical analysis of high-resolution mass spectra SN - / UR - http://hdl.handle.net/10138/310950 T3 - A1 - Zhang, Yanjun; Peräkylä, Otso; Yan, Chao; Heikkinen, Liine; Äijälä, Mikko; Dällenbach, Kaspar; Zha, Qiaozhi; Riva, Matthieu; Garmash, Olga; Junninen, Heikki; Paatero, Pentti; Worsnop, Douglas; Ehn, Mikael A2 - PB - Y1 - 2019 LA - eng AB - Recent advancements in atmospheric mass spectrometry provide huge amounts of new information but at the same time present considerable challenges for the data analysts. High-resolution (HR) peak identification and separation can be effort- and time-consuming yet still tricky and inaccurate due to the complexity of overlapping peaks, especially at larger mass-to-charge ratios. This study presents a simple and novel method, mass spectral binning combined with positive matrix factorization (binPMF)... VO - IS - SP - OP - KW - POSITIVE MATRIX FACTORIZATION; VOLATILE ORGANIC-COMPOUNDS; SOURCE APPORTIONMENT; ESTIMATING UNCERTAINTY; MULTILINEAR ENGINE; PARTICULATE MATTER; AEROSOL; SPECTROMETER; SPECIATION; EMISSION; 114 Physical sciences N1 - PP - ER -