This study constitutes a large-scale comparative analysis of acoustic cues for classification of place of articulation in fricatives. To date, no single metric has been found to classify fricative place of articulation with a high degree of accuracy. This study presents spectral, amplitudinal, and temporal measurements that involve both static properties (spectral peak location, spectral moments, noise duration, normalized amplitude, and F2 onset frequency) and dynamic properties (relative amplitude and locus equations). While all cues (except locus equations) consistently serve to distinguish sibilant from nonsibilant fricatives, the present results indicate that spectral peak location, spectral moments, and both normalized and relative amplitude serve to distinguish all four places of fricative articulation. These findings suggest that these static and dynamic acoustic properties can provide robust and unique information about all four places of articulation, despite variation in speaker, vowel context, and voicing.

1.
Avery
,
J. D.
, and
Liss
,
J. M.
(
1996
). “
Acoustic characteristics of less-masculine-sounding male speech
,”
J. Acoust. Soc. Am.
99
,
3738
3748
.
2.
Baum
,
S. R.
, and
Blumstein
,
S. E.
(
1987
). “
Preliminary observations on the use of duration as a cue to syllable-initial fricative consonant voicing in English
,”
J. Acoust. Soc. Am.
82
,
1073
1077
.
3.
Baum
,
S. R.
, and
McNutt
,
J. C.
(
1990
). “
An acoustic analysis of frontal misarticulation of /s/ in children
,”
J. Phonetics
18
,
51
63
.
4.
Behrens
,
S. J.
, and
Blumstein
,
S. E.
(
1988a
). “
Acoustic characteristics of English voiceless fricatives: A descriptive analysis
,”
J. Phonetics
16
,
295
298
.
5.
Behrens
,
S. J.
, and
Blumstein
,
S. E.
(
1988b
). “
On the role of the amplitude of the fricative noise in the perception of place of articulation in voiceless fricative consonants
,”
J. Acoust. Soc. Am.
84
,
861
867
.
6.
Cooper
,
F. S.
,
Delattre
,
P. C.
,
Liberman
,
A. M.
,
Borst
,
J. M.
, and
Gerstman
,
L. J.
(
1952
). “
Some experiments on the perception of synthetic speech sounds
,”
J. Acoust. Soc. Am.
24
,
597
606
.
7.
Crystal
,
T.
, and
House
,
A.
(
1988
). “
Segmental durations in connected-speech signals: Current results
,”
J. Acoust. Soc. Am.
83
,
1553
1573
.
8.
Delattre
,
P. C.
,
Liberman
,
A. M.
, and
Cooper
,
F. S.
(
1955
). “
Acoustic loci and transitional cues for consonants
,”
J. Acoust. Soc. Am.
27
,
769
773
.
9.
Evers
,
V.
,
Reetz
,
H.
, and
Lahiri
,
A.
(
1998
). “
Crosslinguistic acoustic categorization of sibilants independent of phonological status
,”
J. Phonetics
26
,
345
370
.
10.
Forrest
,
K.
,
Weismer
,
G.
,
Milenkovic
,
P.
, and
Dougall
,
R. N.
(
1988
). “
Statistical analysis of word-initial voiceless obstruents: Preliminary data
,”
J. Acoust. Soc. Am.
84
,
115
124
.
11.
Fowler
,
C. A.
(
1994
). “
Invariants, specifiers, cues: An investigation of locus equations as information for place of articulation
,”
Percept. Psychophys.
55
,
597
611
.
12.
Hedrick
,
M.
(
1997
). “
Effect of acoustic cues on labeling fricatives and affricates
,”
J. Speech Lang. Hear. Res.
40
,
925
938
.
13.
Hedrick
,
M. S.
, and
Carney
,
A. E.
(
1997
). “
Effect of relative amplitude and formant transitions on perception of place of articulation by adult listeners with cochlear implants
,”
J. Speech Lang. Hear. Res.
40
,
1445
1457
.
14.
Hedrick
,
M. S.
, and
Ohde
,
R. N.
(
1993
). “
Effect of relative amplitude of frication on perception of place of articulation
,”
J. Acoust. Soc. Am.
94
,
2005
2027
.
15.
Heinz
,
J. M.
, and
Stevens
,
K. N.
(
1961
). “
On the properties of voiceless fricative consonants
,”
J. Acoust. Soc. Am.
33
,
589
596
.
16.
Hughes
,
G. W.
, and
Halle
,
M.
(
1956
). “
Spectral properties of fricative consonants
,”
J. Acoust. Soc. Am.
28
,
303
310
.
17.
Jassem
,
W.
(
1965
). “
Formants of fricative consonants
,”
Lang. Speech
8
,
1
16
.
18.
Jongman
,
A.
(
1989
). “
Duration of fricative noise required for identification of English fricatives
,”
J. Acoust. Soc. Am.
85
,
1718
1725
.
19.
Jongman
,
A.
(
1998
). “
Are locus equations sufficient or necessary for obstruent perception?
,”
Behav. Brain Sci.
21
,
271
272
.
20.
Kewley-Port
,
D.
(
1982
). “
Measurement of formant transitions in naturally produced stop consonant–vowel syllables
,”
J. Acoust. Soc. Am.
72
,
379
389
.
21.
Kewley-Port
,
D.
(
1983
). “
Time-varying features as correlates of place of articulation in stop consonants
,”
J. Acoust. Soc. Am.
73
,
322
335
.
22.
Klecka, W. (1980). Discriminant Analysis, Sage University Paper Series, Quantitative Applications in the Social Sciences, Series no. 07-019 (Sage, Beverly Hills, CA and London).
23.
Ladefoged, P. (1982). A Course in Phonetics (Harcourt Brace Jovanovich College Publishers, New York).
24.
Lahiri
,
A.
,
Gewirth
,
L.
, and
Blumstein
,
S. E.
(
1984
). “
A reconsideration of acoustic invariance for place of articulation in diffuse stop consonants: Evidence from a cross-language study
,”
J. Acoust. Soc. Am.
76
,
391
404
.
25.
Liberman
,
A. M.
,
Cooper
,
F. S.
,
Shankweiler
,
D. P.
, and
Studdert-Kennedy
,
M.
(
1967
). “
Perception of the speech code
,”
Psychol. Rev.
74
,
431
461
.
26.
Mann
,
V. A.
, and
Repp
,
B. H.
(
1980
). “
Influence of vocalic context on perception of the [S]–[s] distinction
,”
Percept. Psychophys.
28
,
213
228
.
27.
McFarland
,
D. H.
,
Baum
,
S. R.
, and
Chabot
,
C.
(
1996
). “
Speech compensation to structural modifications of the oral cavity
,”
J. Acoust. Soc. Am.
100
,
1093
1104
.
28.
Newell
,
K. M.
, and
Hancock
,
P. A.
(
1984
). “
Forgotten moments: A note on skewness and kurtosis as influential factors in inferences extrapolated from response distributions
,”
J. Motor Behav.
16
,
320
335
.
29.
Nittrouer
,
S.
(
1992
). “
Age-related differences in perceptual effects of formant transitions within syllables and across syllable boundaries
,”
J. Phonetics
20
,
351
382
.
30.
Nittrouer
,
S.
(
1995
). “
Children learn separate aspects of speech production at different rates: Evidence from spectral moments
,”
J. Acoust. Soc. Am.
97
,
520
530
.
31.
Nittrouer
,
S.
,
Studdert-Kennedy
,
M.
, and
McGowan
,
R. S.
(
1989
). “
The emergence of phonetic segments: evidence from the spectral structure of fricative-vowel syllables spoken by children and adults
,”
J. Speech Lang. Hear. Res.
32
,
120
132
.
32.
Pike, K. (1943). Phonetics (University of Michigan Press, Ann Arbor).
33.
Pisoni, D., and Luce, P. (1986). “Speech perception: Research, theory, and the principal issues,” in Pattern Recognition by Humans and Machines, edited by E. Schwab and H. Nusbaum (Academic, New York), pp. 1–50.
34.
Recasens
,
D.
(
1985
). “
Coarticulatory patterns and degrees of coarticulatory resistance in Catalan CV sequences
,”
Lang. Speech
28
,
97
114
.
35.
Schatz
,
C. D.
(
1954
). “
The role of context in the perception of stops
,”
Language
30
,
47
56
.
36.
Shadle, C. H. (1990). “Articulatory-acoustic relationships in fricative consonants,” in Speech Production and Speech Modeling, edited by W. Hardrastle and A. Marchal (Kluwer, Dordrecht, 1990), pp. 187–209.
37.
Shadle, C. H., and Mair, S. J. (1996). “Quantifying spectral characteristics of fricatives,” Proc. Int. Conf. Spoken Lang. Proc. (ICSLP), pp. 1521–1524 (unpublished).
38.
Soli
,
S. D.
(
1981
). “
Second formants in fricatives: Acoustic consequences of fricative–vowel coarticulation
,”
J. Acoust. Soc. Am.
70
,
976
984
.
39.
Stevens
,
K. N.
(
1971
). “
Airflow and turbulence for noise for fricative and stop consonants: Static considerations
,”
J. Acoust. Soc. Am.
50
,
1182
1192
.
40.
Stevens, K. N. (1985). “Evidence for the role of acoustic boundaries in the perception of speech sounds,” in Phonetic Linguistics, edited by V. A. Fromkin (Academic, New York), pp. 243–255.
41.
Stevens, K. N. (1998). Acoustic Phonetics (The MIT Press, Cambridge, MA).
42.
Stevens, K. N., and Blumstein, S. E. (1981). “The search for invariant acoustic correlates of phonetic features,” in Perspectives of the Study of Speech, edited by P. D. Eimas and J. L. Miller (Erlbaum, Hillsdale, NJ).
43.
Strevens
,
P.
(
1960
). “
Spectra of fricative noise in human speech
,”
Lang. Speech
3
,
32
49
.
44.
Sussman
,
H. M.
(
1994
). “
The phonological reality of locus equations across manner class distinctions: Preliminary observations
,”
Phonetica
51
,
119
131
.
45.
Sussman
,
H. M.
,
McCaffrey
,
H. A.
, and
Matthews
,
S. A.
(
1991
). “
An investigation of locus equations as a source of relational invariance for stop place categorization
,”
J. Acoust. Soc. Am.
90
,
1309
1325
.
46.
Sussman
,
H. M.
, and
Shore
,
J.
(
1996
). “
Locus equations as phonetic descriptors of consonantal place of articulation
,”
Percept. Psychophys.
58
,
936
946
.
47.
Tabain
,
M.
(
1998
). “
Nonsibilant fricatives in English: Spectral information above 10 kHz
,”
Phonetica
55
,
107
130
.
48.
Tjaden
,
K.
, and
Turner
,
G. S.
(
1997
). “
Spectral properties of fricatives in Amyotrophic Lateral Sclerosis
,”
J. Speech Lang. Hear. Res.
40
,
1358
1372
.
49.
Tomiak, G. R. (1990). “An acoustic and perceptual analysis of the spectral moments invariant with voiceless fricative obstruents,” Doctoral dissertation, SUNY Buffalo.
50.
Waldstein
,
R. S.
, and
Baum
,
S. R.
(
1991
). “
Anticipatory coarticulation in the speech of profoundly hearing-impaired and normally hearing children
,”
J. Speech Lang. Hear. Res.
34
,
1276
1285
.
51.
Whalen
,
D.
(
1981
). “
Effects of vocalic formant transitions and vowel quality on the English /s–S/ boundary
,”
J. Acoust. Soc. Am.
69
,
275
282
.
52.
Wilde
,
L.
(
1993
). “
Inferring articulatory movements from acoustic properties at fricative vowel boundaries
,”
J. Acoust. Soc. Am.
94
,
1881
.
53.
Yeni-Komshian
,
B.
, and
Soli
,
S.
(
1981
). “
Recognition of vowels from information in fricatives: Perceptual evidence of fricative–vowel coarticulation
,”
J. Acoust. Soc. Am.
70
,
966
975
.
54.
Yeou
,
M.
(
1997
). “
Locus equations and the degree of coarticulation of Arabic consonants
,”
Phonetica
54
,
187
202
.
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