This paper describes a method for constructing a three-dimensional model of the hard palate using electro-magnetic articulography, and defines two algorithms to derive constriction degree and constriction location values from the trajectories of tongue coils using this model. The kinematics of tongue motion that have been transformed into constriction degree and constriction location values are investigated in detail to determine whether this type of representation obeys the constraints theorized to operate over higher level motor control. Results show that palate-relative coordinate spaces decouple mechanical dependencies present in the tongue, while maintaining low-level kinematic properties. They additionally preserve the 1/3 power law for speed and curvature observed across many motor systems. Finally, it is shown that tongue movements in a palate relative coordinate space more closely correspond to their optimal, jerk-minimized trajectories. These results suggest that this type of coordinate space provides a closer match to higher level motor-planning, in line with production models that specify control units in terms of vocal tract constriction parameters.

1.
Beckman
,
M. E.
,
Jung
,
T.
,
Lee
,
S.
,
deJong
,
K.
,
Krishnamurthy
,
A. K.
,
Ahalt
,
S. C.
, and
Cohen
,
K. B.
(
1995
). “
Variability in the production of quantal vowels revisited
,”
J. Acoust. Soc. Am.
97
,
471
490
.
2.
Browman
,
C.
, and
Goldstein
,
L.
(
1986
). “
Towards an articulatory phonology
,” in
Phonology Yearbook
, edited by
C.
Ewen
and
J.
Anderson
(
Cambridge University Press
,
Cambridge
), Vol
3
, pp.
219
252
.
3.
Chomsky
,
N.
, and
Halle
,
M.
(
1968
).
The Sound Pattern of English
(
Harper and Row
,
New York)
, pp.
1
470
.
4.
Cleveland
,
W.
(
1975
). “
Robust locally weighted regression and smoothing scatterplots
,”
J. Am. Stat. Assoc.
74
,
829
836
.
5.
de'Sperati
,
C.
, and
Viviani
,
P.
(
1997
). “
The relationship between curvature and velocity in two-dimensional smooth pursuit eye movements
,”
J. Neurosci.
17
,
3932
3945
.
6.
Flash
,
T.
, and
Hogan
,
N.
(
1985
). “
The coordination of arm movements: An experimentally confirmed mathematical model
,”
J. Neurosci.
5
,
1688
1703
.
7.
Fuchs
,
S.
, and
Perrier
,
P.
(
2005
). “
On the complex nature of speech kinematics
,”
ZAS Papers in Linguistics
42
,
137
165
.
8.
Goldstein
,
L.
,
Byrd
,
D.
, and
Saltzman
,
E.
(
2006
). “
The role of vocal tract gestural action units in understanding the evolution of phonology
,” in
From Action to Language: The Mirror Neuron System
, edited by
M.
Arbib
(
Cambridge University Press
,
Cambridge, UK)
, pp.
215
249
.
9.
Gribble
,
P.
, and
Ostry
,
D.
(
1996
). “
Origins of the power law relation between movement velocity and curvature: Modeling the effects of muscle mechanics and limb dynamics
,”
J. Neurophysiol.
76
,
2853
2860
.
10.
Harris
,
C.
, and
Wolpert
,
D.
(
1998
). “
Signal-dependent noise determines motor planning
,”
Nature
394
,
780
784
.
11.
Hashi
,
M.
,
Westbury
,
J. R.
, and
Honda
,
K.
(
1998
). “
Vowel posture normalization
,”
J. Acoust. Soc. Am.
104
,
2426
2437
.
12.
Hicheur
,
H.
,
Vieilledent
,
A.
,
Richardson
,
J. E.
,
Flash
,
T.
, and
Berthoz
,
A.
(
2005
). “
Velocity and curvature in human locomotion along complex curved paths: A comparison with hand movements
,”
Exp. Brain Res.
162
,
145
154
.
13.
Hogan
,
N.
(
1984
). “
An organizing principle for a class of voluntary movements
,”
J. Neurosci.
4
,
2745
2754
.
14.
Holm
,
S.
(
1979
). “
A simple sequentially rejective multiple test procedure
,”
Scand. J. Stat.
6
,
65
70
.
15.
Hoole
,
P.
, and
Zierdt
,
A.
(
2010
). “
Five-dimensional articulography
,” in
Speech Motor Control: New Developments in Basic and Applied Research
, edited by
B.
Maassen
and
P. H. H. M.
van Lieshout
(
Oxford University Press
,
Oxford, UK
), pp.
331
349
.
16.
Lieshout
,
P. V.
,
Bose
,
A.
,
Square
,
P.
, and
Steele
,
C.
(
2007
). “
Speech motor control in fluent and dysfluent speech production of an individual with aphasia and normal speakers
,”
Clin. Linguist. Phonetics
21
,
159
188
.
17.
Lieshout
,
P. V.
,
Merrick
,
G.
, and
Goldstein
,
L.
(
2008
). “
An articulatory phonology perspective on rhotic articulation problems: A descriptive case study
,”
Asia Pacific J. Speech Lang. Hear.
11
,
283
303
.
18.
Maoz
,
U.
,
Portugaly
,
E.
,
Flash
,
T.
, and
Weiss
,
Y.
(
2006
). “
Noise and the two-thirds power law
,” in
Advances in Neural Information Processing Systems
, edited by
M. I.
Jordan
,
Y.
LeCun
, and
S. A.
Solla
(
MIT Press
,
Cambridge, MA
), pp.
851
858
.
19.
Munhall
,
K.
,
Ostry
,
D.
, and
Flanagan
,
J.
(
1991
). “
Coordinate spaces in speech planning
,”
J. Phonetics
19
,
293
307
.
20.
Nam
,
H.
,
Mitra
,
V.
,
Tiede
,
M.
,
Saltzman
,
E.
,
Goldstein
,
L.
,
Epsy-Wilson
,
C.
, and
Hasegawa-Johnson
,
M.
(
2012
). “
A procedure for estimating gestural scores from natural speech
,”
J. Acoust. Soc. Am.
132
,
3980
3989
.
21.
Nelson
,
W.
(
1983
). “
Physical principles for economies of skilled movements
,”
Biol. Cybern.
46
,
135
147
.
22.
Perrier
,
P.
, and
Fuchs
,
S.
(
2008
). “
Speed-curvature relations in speech production challenge the 1/3 power law
,”
J. Neurophysiol.
100
,
1171
1183
.
23.
Schaal
,
A.
, and
Sternad
,
D.
(
2001
). “
Origins and violations of the 2/3 power law in rhythmic three-dimensional arm movements
,”
Exp. Brain Res.
136
,
60
72
.
24.
Shalamov
,
V.
(
1994
).
Kolyma Tales
(
Penguin Books
,
London
), pp.
1
508
.
25.
Tasko
,
S.
, and
Westbury
,
J.
(
2004
). “
Speed-curvature relations for speech-related articulatory movement
,”
J. Phonetics
32
,
65
80
.
26.
Todorov
,
E.
, and
Jordan
,
M.
(
1998
). “
Smoothness maximization along a predefined path accurately predicts the speed profiles of complex arm movements
,”
J. Neurophysiol.
80
,
696
714
.
27.
Viviani
,
P.
, and
Flash
,
T.
(
1995
). “
Minimum-jerk, two-thirds power law, and isochrony: Converging approaches to movement planning
,”
J. Exp. Psychol. Hum. Percept. Perform.
21
,
32
53
.
28.
Viviani
,
P.
, and
Schneider
,
R.
(
1991
). “
A developmental study of the relationship between geometry and kinematics in drawing movements
,”
J. Exp. Psychol. Hum. Percept. Perform.
17
,
198
218
.
29.
Viviana
,
P.
, and
Terzuolo
,
C.
(
1982
). “
Trajectory determines movement dynamics
,”
Neuroscience
7
,
431
437
.
30.
Westbury
,
J.
(
1995
). “
On coordinate systems and the representation of articulatory movements
,”
J. Acoust. Soc. Am.
95
,
2271
2273
.
31.
Whalen
,
D.
, and
Levitt
,
A.
(
1995
). “
The universality of intrinsic f0 of vowels
,”
J. Phonetics
23
,
349
366
.
32.
Yunusova
,
Y.
,
Baljko
,
M.
,
Pintilie
,
G.
,
Rudy
,
K.
,
Faloutsos
,
P.
, and
Daskalogiannakis
,
J.
(
2012
). “
Acquisition of the 3d surface of the palate by in-vivo digitization with wave
,”
Speech Commun.
54
,
923
931
.
33.
Yunusova
,
Y.
,
Green
,
J.
, and
Mefford
,
A.
(
2009
). “
Accuracy assessment for ag500, electromagnetic articulography
,”
J. Speech Lang. Hear. Res.
52
,
547
555
.
34.
Zierdt
,
A.
,
Hoole
,
P.
, and
Tillman
,
H.
(
1999
). “
Development of a system for three-dimensional fleshpoint measurement of speech movements
,” in
Proceedings of the 14th International Congress of Phonetic Science
, 1999.
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