Four hydrogen bond acidic polymers are examined as sorbent layers on acoust
ic wave devices for the detection of basic vapors. A polysiloxane polymer w
ith pendant hexafluoro-2-propanol groups and polymers with hexafluorobisphe
nol groups linked by oligosiloxane spacers yield sensors that respond more
rapidly and with greater sensitivity than fluoropolyol, a material used in
previous SAW sensor studies. Sensors coated with the new materials all reac
h 90% of full response within 6 s of the first indication of a response. Un
supervised learning techniques applied to pattern-normalized sensor array d
ata were used to examine the spread of vapor data in feature space when the
array does or does not contain hydrogen bond acidic polymers. The radial d
istance in degrees between pattern-normalized data points was utilized to o
btain quantifiable distances that could be compared as the number and chemi
cal diversity of the polymers in the array were varied. The hydrogen bond a
cidic polymers significantly increase the distances between basic vapors an
d nonpolar vapors when included in the array.