TY - GEN
T1 - FDA dimension reduction techniques and components separation in Fourier-transform infrared spectroscopy
AU - Chillura Martino, Delia Francesca
AU - Piacenza, Elena
AU - Di Salvo, Francesca
PY - 2020
Y1 - 2020
N2 - FTIR spectroscopy is a measurement technique used to obtain an infrared spectrum of absorption of a solid (or a liquid or a gas), for the characterization of specific chemical components of materials. When repeated measures are taken on samples of materials, the result is a collection of spectra representing a set ofsamples from continous functions (signals) defined in the domain of the frequencies. An unifying approach to the study of a collection of FTIR spectra is proposed to deal with the presence of random shifts in the peaks, the identification of representative spectra and finally the characterization of the observed differences: in the functional data framework, the performance of a new proposal for alignment of curves and their assignment to clusters of shapes with an intrinsic order is presented and discussed.
AB - FTIR spectroscopy is a measurement technique used to obtain an infrared spectrum of absorption of a solid (or a liquid or a gas), for the characterization of specific chemical components of materials. When repeated measures are taken on samples of materials, the result is a collection of spectra representing a set ofsamples from continous functions (signals) defined in the domain of the frequencies. An unifying approach to the study of a collection of FTIR spectra is proposed to deal with the presence of random shifts in the peaks, the identification of representative spectra and finally the characterization of the observed differences: in the functional data framework, the performance of a new proposal for alignment of curves and their assignment to clusters of shapes with an intrinsic order is presented and discussed.
UR - http://hdl.handle.net/10447/514112
M3 - Conference contribution
SN - 9788891910776
SP - 840
EP - 845
BT - BOOK OF SHORT PAPER SIS 2020
ER -