SlideShare ist ein Scribd-Unternehmen logo
1 von 7
Downloaden Sie, um offline zu lesen
International Journal of Engineering Research and Development
e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com
Volume 10, Issue 6 (June 2014), PP.09-15
9
Study on the Anticipatory Coariticulatory Effect of
Chinese Disyllabic Sequences
Maolin Wang
College of Chinese Language and Culture / Overseas Chinese Education Research Institute,
Jinan University, Guangzhou, China
Abstract:- In this study, the Vowel-to-Vowel (V-to-V) coarticulatory effect in the Vowel-Consonant-Vowel
(VCV) sequences is investigated, and the F2 offset value of the first vowel is analyzed. Results show that, in the
trans-segment context, anticipatory coarticulation exists in Chinese. Due to high articulatory strength of
aspirated obstruents, in the context of subsequent vowel /i/, the V1 F2 offset value is higher in the context of
aspirated stops than the unaspirated ones. Results from this study are not in accordance with the DAC
prediction, which implies that the pattern of degrees of articulatory constraint is not consistent among
languages.
Keywords:- Aspiration, coarticulation, formant, place of articulation, vowel
I. INTRODUCTION
Coarticulation refers to a situation in which a conceptually isolated speech sound is influenced by, and
becomes more like, a preceding or following speech sound. For example, all else being equal, the back vowel
[u] in ‗two‘ is produced farther forward than the same vowel in ‗who‘ due to the influence of the adjacent
coronal consonant. Coarticulation effect may vary with its specific context or the phonological system of a
language. In his classic spectrographic study of VCV sequences in three languages, Öhman [1] found that F2
values of target vowels varied more due to vowel context in English and Swedish than in Russian. He attributed
the coarticulatory differences to the languages‘ consonant systems, arguing that the requirements on the tongue
body imposed by contrastive palatalization in Russian, but not in English or Swedish, restricted
transconsonantal coarticulation in Russian. Consonant restrictions on V-to-V coarticulation have also been
reported by Recasens [2], who found less V-to-V coarticulation across the velarized lateral of Catalan than
across the ‗clear‘ lateral of Spanish and German. He and his colleagues ascribed the coarticulatory differences to
different lingual constraints for these laterals.
Regarding to the extent of coarticulation, Bladon and Al-Bamerni [3] originated the concept of
‗coarticulatory resistance‘ that claimed phonetic segments possess inherent properties that limit the extent to
which they can be influenced by neighboring segments. Using this concept within a coarticulatory approach to
speech production, Recasens [4] developed the ‗degrees of articulatory constraint‘ (DAC) model to account for
coarticulatory effects of both vowels and consonants. Recasens‘ model predicts that the more a specific region
of the tongue is involved in the occlusion for the C, the more the C affects V, but the less it can be shaped by the
vowel, and the less the transconsonantal V-to-V coarticulation.
In Chinese, there have been a number of studies on the coarticulatory effect of segments, including the
analysis of the acoustic coarticulatory patterns of voiceless fricatives in CVCV [5], the study of vowel formant
pattern and the coarticulation in the voiceless stop initial monosyllables [6], the acoustic study of intersyllabic
anticipatory coarticulation of three places of ariculation of C2 in CVCV [7], vowel segmental coarticulation in
read speech in Standard Chinese [8], and anticipatory coarticulation in V1#C2V2 sequences [9]. It is found that
coarticulation exists in segment adjacent and trans-segmental contexts in Chinese.
Coarticulation is a common phenomenon in languages, and it is believed that coarticulation affects the
smoothness and naturalness of the synthesized speech in Text-to-Speech. Therefore, the naturalness of
synthesized speech will be greatly improved if speech coarticulation is properly solved [10]. The research
presented in this paper aims to investigate the V-to-V coarticulation in VCV sequences in Chinese.
Coarticulation may be generally classified as carry-over (left-to-right) or anticipatory (right-to-left) ones [11],
and the present study will focus on anticipatory coarticulation.
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
10
II. METHODOLOGY
A. Speakers, stimuli and recording
Twelve native speakers of Standard Chinese, six male and six female, participated in the recording.
Regarding the stimuli, disyllabic words, in the form of C1V1.C2V2, are used, with V2 providing the ‗changing‘
vowel context, V1 the ‗fixed‘ vowel, which is designed for the changing vowels to affect the fixed vowel. The
fixed vowel is /u/, and for the changing vowel context, vowels /i/ vs. /u/ are used to influence the offset of the F2
frequencies of the fixed vowel. The intervocalic consonant C2 includes /b, p, d, t/, two unaspirate stops /b/, /d/
and two aspirated ones /p/, /t/. All the words used are in normal stress, without neutral tone syllables. An
example of a pair of words used are ‗guti‘ and ‗gutu‘, which mean ‗solid‘ and ‗homeland‘ respectively. Two sets
of words of identical combinations are used, so there are 16 words in the word list (4 stops × 2 changing vowel
contexts × 2 sets).
Recording was done in a sound-treated room, and the acoustic data were recorded directly into the
computer at a sampling rate of 16 kHz using the recording software of Cool Edit Pro. The speakers were asked
to read the word list three times, in random order for each repetition, in normal pace, so each speaker produced
48 tokens: 16 words × 3 repetitions. In total, 576 tokens were acoustically analyzed (48 tokens × 12 speakers).
B. Procedure and measurements
1) F2 offset value: This study aims at investigating the extent of V-V coarticulation in VCV sequences,
and vowel formant is examined. Formant values are extracted using Praat [12], and the effect of trans-
consonantal coarticulation is analyzed by measuring the F2 offset value of the fixed vowel. F2 offset frequency is
taken at the offset of the fixed vowel V1.
Fig. 1 displays the waveform and spectrogram of ‗uti‘ (Fig. 1a) and ‗utu‘ (Fig. 1b), as in the sequences
of ‗guti‘ (solid) and ‗gutu‘ (homeland), with the former an example of unaspirated stop context, and the latter of
aspirated context. For both of the two cases, F2 offet values are taken at the offset points of the first vowel, that
is, point ‗A‘ on both graphs.
A
gu ti
(a) ‗uti‘
A
gu tu
(b) ‗utu‘
Fig. 1. Waveform and spectrogram of (a) ‘uti’ and (b) ‘utu’
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
11
2) F2 delta: In order to compare the extent of coarticulatory effects under various consonant contexts,
besides the F2 offset values, their differences caused by the changing V2 contexts are also calculated.
Coarticulation effects due to changing V2 contexts are indexed by F2 delta values obtained at the V1 F2 offset,
and F2 delta (Hz) is derived by computing the difference in offset frequencies of the fixed vowel in each
sequence pair, as is shown in formula (1)
2 2i 2uF =F F  (1)
In (1), F2i and F2u refer to the V1 F2 offset values preceding vowel /i/ and /u/ respectively, and ΔF2 is the
F2 delta at the offset of V1.
Fig. 2 displays the F2 contours of the sequence pair ‗guti‘ (solid) and ‗gutu‘ (homeland), with the
contour of ‗guti‘ in solid line, and that of ‗gutu‘ in dashed line. In this sequence pair, for the changing vowel
context, F2 of /i/ is high and that of /u/ is low. If V1 F2 offset values differ in this pair, then it is reasonable to
attribute the frequency difference to the high vs. low F2 contexts in V2. The greater the F2 delta value is, the
greater the coarticulatory effect of V2 is on V1.
Fig. 2. F2 contours of the sequence pair ‘guti’ and ‘gutu’, with the former in solid line,
and the latter in dashed line
A repeated measures ANOVA was performed with two within-subjects factors— aspiration
(unseparated, aspirated) and place of articulation (labial, alveolar).
III. RESULTS
A. F2 value
Fig. 3 graphs the F2 offset values for male speakers (Fig. 3a) and female speakers (Fig. 3b), broken
down by the contexts of aspiration, place of articulation and changing vowels. The changing vowel contexts are
indicated by /i/ and /u/, which refer to changing vowel context of /i/ and /u/ respectively. Repeated measures
ANOVA results show that, as far as main effect is concerned, there are significant effects for place of
articulation and the changing vowel context, place of articulation: F(1, 71) = 751.4, p < 0.001; changing vowel
context: F(1, 71) = 373.2, p < 0.001, with V1 F2 offset values greater in the alveolar context than in the labial
context, and greater in the vowel context of /i/ than of /u/. However, there are no significant effect of aspiration:
F(1, 71) = 3.52, p = 0.065.
500
750
1000
1250
1500
Labial Alveolar Labial Alveolar
Unaspirated Aspirated
Frequency(Hz)
/i/ /u/
(a) F2 values of male speakers
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
12
400
700
1000
1300
1600
Labial Alveolar Labial Alveolar
Unaspirated Aspirated
Frequency(Hz)
/i/ /u/
(b) F2 values of female speakers
Fig. 3. F2 offset values for male speakers (a) and female speakers
(b), broken down by the contexts of aspiration, place of articulation and changing vowels
Further analysis shows that there is significant aspiration × place of articulation interactive effect: F(1,
71) = 6.58, p = 0.012, aspiration × changing vowel interactive: F(1, 71) = 5.62, p = 0.02, place of articulation ×
changing vowel interactive effect: F(1, 71) = 39.1, p < 0.001, and aspiration × place of articulation × changing
vowel interactive effect: F(1, 71) = 9.25, p = 0.003. In the next subsections, the effects will be elaborated in
detail.
1) The effect of aspiration
a) In the context of /i/: When the subsequent vowel is /i/, it is shown from ANOVA results that there is
significant effect for it: F(1, 143) = 5.34, p = 0.022, with V1 F2 offset values higher in the context of aspirated
consonants than that in the unaspirated context.
b) In the context of /u/: In the context of vowel /u/, ANOVA results show that there is no significant
effect of aspiration on the V1 F2 offset values: F(1, 143) = 0.015, p = 0.903, with no significant difference of V1
F2 offset values between the unaspirated and the aspirated contexts.
2) The effect of place of articulation
a) In the context of /i/: As for the effect of place of articulation on the V1 F2 offset values, When the
subsequent vowel is /i/, repeated measures ANOVA results show that there is significant effect of place of
articulation on the V1 F2 offset values: F(1, 143) = 608, p < 0.001, with V1 F2 offset values in the alveolar
context higher than that in the labial context.
b) In the context of /u/: Similar to the context of /i/, in the context of changing vowel /u/, it is shown
from ANOVA results that the effect of place of articulation on the V1 F2 offset values is also significant: F(1,
143) = 517.4, p < 0.001, with V1 F2 offset values in the alveolar context higher than that in the labial context.
For the purpose of elaborating the coarticulatory effect under various consonant contexts in detail, F2
delta value will be analyzed in the next subsection. To be specific, the extent under the contexts of place of
articulation and aspiration will be presented.
B. F2 delta value
Fig. 4 shows the F2 delta under the effects of place of articulation and aspiration, and Table 1 presents
the F2 delta means and significance results for the main effects. From Table 1 it can be seen that, in terms of
overall main effect, there is significant effect for both place of articulation and aspiration, with the effect in the
alveolar contexts greater than that of labial, and the effect of aspirated stop contexts greater than that of the
unaspirated ones.
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
13
50
110
170
230
290
350
Unaspirated Aspirated
F2delta(Hz)
Labial
Alveolar
Fig. 4 F2 delta under the effects of place of articulation and aspiration
Table 1 F2 delta means (in Hz) and statistical results for the main effects
Mean Statistical result
Place of
articulation
Labial 119.2 F(1, 71) = 39.1, p <
0.001Alveolar 248.1
Aspiration Unaspirated 162.6 F(1, 71) = 5.62, p =
0.02Aspirated 204.7
When interactive effects are examined, it is shown that the place of articulation × aspiration interaction
is significant: F(1, 71) = 9.25, p = 0.003, which is due to the asymmetrical effect of place of articulation and
aspiration. Detailed effect will be elaborated in the following sections.
1) The effect of place of articulation
a) The unaspirated stop contexts: Result from repeated measures ANOVA shows that, in the
unaspirated stop contexts, the effect of place of articulation is significant: F(1, 71) = 5.3, p = 0.024, with the
extent of alveolar context exceeding that of labial context.
b) The aspirated stop contexts: When the intervocalic stops are aspirated, the coarticulatory extent in
the alveolar context is also significantly greater than that in the labial context: F(1, 71) = 44.1, p < 0.001.
2) The effect of aspiration
a) The contexts of labial: It is shown from repeated measures ANOVA result that, in the context of
labial, there is no significant difference between the unaspirated and aspirated stop contexts: F(1, 71) = 0.78, p =
0.379. The extents of coarticulation between the unaspirated and aspirated stop contexts are roughly the same.
b) The contexts of alveolar: In the context of alveolar stops, the difference between unaspirated and
aspirated stop contexts is significant: F(1, 71) = 11.2, p = 0.001. The aspirated stop context exceeds the
unaspirated one in the extent of coarticulation.
IV. DISCUSSION
Analysis in the previous section shows that, when V1 F2 offset value is analyzed, the effect of the
changing vowel context on it is significant, with F2 offset value preceding vowel /i/ higher than that preceding
/u/. This study aims at investigating the anticipatory coarticulatory effect of V2 on V1, with the changing vowels
of V2 as /i/ and /u/. The F2 value of /i/ is high, while that of /u/ is low. The V1 F2 offset values are significantly
different when preceding /i/ and /u/. This implies that trans-consonantal anticipatory vowel to vowel effect
exists in Chinese.
Results in the previous section shows that, in the context of subsequent vowel /i/, the V1 F2 offset value
is higher in the context of aspirated stops than the unaspirated ones, which is due to the high articulatory
strength of aspirated obstruents. Generally speaking, phonetic segments can be classified into two groups:
‗fortis‘ and ‗lenis‘, which refer to consonants that are produced with greater and lesser energy respectively, such
as in energy applied, articulation, etc. Fortis and lenis were coined as less misleading terms to refer to
consonantal contrasts in languages that do not employ actual vocal fold vibration in their voiced consonants, but
instead involved amounts of articulatory strength. For example, in English there are fortis consonants, as in
‗come‘ and ‗put‘ that exhibit a longer stop closure and shorter preceding vowels than their lenis counterparts, as
in ‗grass‘ and ‗bed‘. In Chinese, aspirated consonants are fortis, while unaspirated ones are lenis.
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
14
Since the aspirated consonants in Chinese are fortis, their articulatory strength is great. Generally
speaking, consonants with high articulatory strength tend to exert great effect on the preceding vowels. In
Chinese, consonants and vowels are combined into one unit: syllable. Syllables with consonants of high
articulatory strength may exert great effect on the preceding vowel. As a result, the anticipatory coarticulatory
effect is great when C2 is aspirated consonant. The F2 value of vowel /i/ is high, so in this case, the V1 F2 offset
value will be comparative high. As in the context of aspirated consonants, the anticipatory coarticulatory effect
is comparatively great, the V1 F2 offset value will be higher in the context of aspirated consonants than the in
unaspirated context.
However, in the context of vowel /u/, it is not the case, i.e., there is no significant difference between
the V1 F2 offset values in the unaspirated and aspirated contexts. In this experiment, the pre-consonant vowel is
/u/, whose second formant is low. When post-consonant vowel is also /u/, vowels preceding and following the
consonants are the same, and their effect on each other will diminish. Even if the aspiration condition of the
intervocalic consonant changes, the effect of the post-consonant vowel on the pre-consonant one remains the
same. Therefore, when the post-consonant vowel is /u/, there is no significant difference between the V1 F2
offset values in the unaspirated and aspirated contexts.
As for the effect of place of articulation, there is significant effect of place of articulation on the V1 F2
offset value, with V1 F2 offset value preceding alveolars higher than preceding labials, which indicates that the
effect of place of articulation is significant. Generally speaking, the F2 value of a vowel may be reduce in the
context of a labial, while increased in the context of an alveolar [9]. Chen [7] investigated the effect of
coarticulation between neighboring as well as trans-segmental vowels, and her results proved these features of
labials and alveolars. Since the F2 value may be reduced in the context of labials, the V1 F2 offset value will be
low in this context. Therefore, the V1 F2 offset value is higher preceding alveolars than preceding labials.
In regard to the F2 delta values, when main effects are examined, there is significant effect for place of
articulation, with the effect in the alveolar contexts greater than that of labial. The DAC model [13] predicts that
in VCV sequences, an increase in the degree of constraint for the consonant should yield an increase in the
prominence of the C-to-V effects and a decrease in the strength of the V-to-C and V-to-V effect. According to
the DAC model, the diversity in the involvement of the articulators in the production of different obstruents
results in the variation of the degree of articulatory constraint.
With respect to coarticulation, coarticulatory sensitivity, which is the magnitude and temporal extent of
the coarticulatory effect at a given articulator, is shown to be inversely related to the degree of articulatory
constrait: highly constrained phonetic segments are generally more resistant to coarticulation than those
specified for a lower degree of articulatory constraint, and thus less sensitive to coarticulatory influence from
neighboring segments. The model also predicts that coarticulatory dominance is positively related to the degree
of articulatory constraint: phonetic segments with high DAC value and coarticulation resistant usually have
prominent coarticulatory effects on neighboring phonetic segments. Obstruents, particularly alveolopalatals,
which maximally engage the tongue dorsum for the occlusion gesture would reduce V effects, that is, stops like
/d/ and /t/ exhibit reduced extents of V-V coarticulation.
In this study, regarding the main effect of place of articulation, the result is not in accordance with the
DAC prediction. This implies that the pattern of ‗degrees of articulatory constraint‘ is not consistent among
languages. For consonants of similar place of articulation, it is possible that their degrees of articulatory
constraint are diverse among languages. The articulators for labials are the lips, and that for the alveolar is the
tongue tip. The tongue tip is small and flexible, so in the production of alveolars, its contacting area with the
gingiva might not be quite large. On the other hand, when producing the labials, the contacting area of the lips is
larger than that of the tongue tip, so the degree of articulatory constraint is high for labial, and low for alveolar
in Chinese.
With regard to the aspiration of C2, it is shown from the previous section that, when the intervocalic
consonant is alveolar, coarticlation effect is greater in the context of aspirated consonant than that of unaspirated
one, which is due to the high articulatory strength of aspirated consonants. The articulatory strength of the
aspirated consonant is high, and its effect on the preceding vowel is great. In Chinese, consonants and vowels
are combined into syllable. Syllables with consonants of high articulatory strength will have high effect on the
preceding vowel. Therefore, in the context of alveolar, coarticulatory effect is greater in the aspirated context
that in the unaspirated context. However, in the context of labial, there is no significant difference of the
coarticulatory extent between the aspirated and unaspirated conditions. This is due to the low extent of
coarticulation in the labial context. When the inter-vocalic consonant is labial, the degree of articulation
constraint is high, and the vowel to vowel coariticulatory effect is low. It is so low that the difference of
aspiration condition has no effect on the extent of coarticulation. Therefore, in the context of labial, there is no
effect of aspiration on the coarticulatory extent.
Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences
15
V. CONCLUSION
In this study, the V-to-V coarticulation in the VCV sequences is investigated, and it is found that there
is significant difference between the V1 F2 offset values in the contexts of subsequent vowels /i/ and /u/, which
means that trans-segmental anticipatory coarticulation exists in Chinese. Due to high articulatory strength of
aspirated obstruents, in the context of subsequent vowel /i/, the V1 F2 offset value is higher in the context of
aspirated stops than the unaspirated ones. As F2 value of a vowel may be reduce in the context of a labial, while
increased in the context of an alveolar, there is significant effect of place of articulation on the V1 F2 offset value,
with V1 F2 offset value preceding alveolars higher than preceding labials. Results from this study are not in
accordance with the DAC prediction, which implies that the pattern of degrees of articulatory constraint is not
consistent among languages.
This study is significant in speech engineering. In speech synthesis, the effect of trans-consonantal
coarticulation must be taken into consideration. The extent of coarticulation in the context of labial exceeds that
of alveolar, and the extent of aspirated consonants exceeds that of unaspirated ones, so much attention should be
paid in these contexts. However, in some case, the difference of coarticulatory effects can be neglected, as it
disappears. Therefore, this study is helpful in speech engineering technology.
REFERENCES
[1] S. E. G. Öhman, ―Coarticulation in VCV utterances: spectrographic measurements,‖ Journal of the
Acoustical Society of America, vol. 39, pp. 151–168, 1966.
[2] D. Recasens, ―An acoustic analysis of V-to-C and V-to-V coarticulatory effets in Catalan and Spanish
VCV sequences,‖ Journal of Phonetics, vol. 15, pp. 299–321,1987.
[3] R. A. W. Bladon and A. Al-Bamerni, ―Coarticulation resistance in English /l/,‖ Journal of Phonetics,
vol. 4, pp. 137–150,1976.
[4] D. Recasens, ―V-to-C coarticulation in Catalan VCV sequences,‖ Journal of Phonetics, vol. 12, pp.61–
73, 1984.
[5] Z. Wu and G. Sun, ―Acoustic coarticulatory patterns of voicelese fricatives in CVCV in Standard
Chinese‖, Report on Phonetic Research, Institute of Linguistics, CASS, 1990, pp. 1–19.
[6] J. Yan, ―A study of the vowel formant pattern and the coarticulation in the voiceless stop initial
monosyllable of Standard Chinese‖, Report on Phonetic Research, Institute of Linguistics, CASS, 1990,
pp. 30–54.
[7] X. Chen, ―A study on the coarticulation of segments in Chinese, Chinese Linguistics‖, vol. 5, pp. 345–
350, 1997.
[8] G. Sun, ―Vowel segmental coarticulation in read speech in Standard Chinese‖, Report on Phonetic
Research, Institute of Linguistics, Chinese Academy of Social Sciences, 1998.
[9] Y. Li and J. Kong, ―Anticipatory coarticulation in V1#C2V2 sequences in standard Chinese,‖ Journal
of Tsinghua University, Vol. 51, No. 9, pp 1220-1225, 2011.
[10] M. Wang, P. Chai and M. Xie, ―Research on the Coarticulation of Two-syllable Word for Mandarin
Speech Synthesis,‖ Computer Engineering, vol. 28, no. 5, pp. 182-184, 2002.
[11] G. Modarresi, H. Sussman, B. Lindblom and E. Burlingame, ―An acoustic analysis of the
bidirectionality of coarticulation in VCV utterances,‖ Journal of Phonetics, vol. 32, pp. 291–312, 2004.
[12] P. Boersma, ―Praat, a system for doing phonetics by computer‖, Glot International, 5:9/10, pp. 341–345,
2001.
[13] D. Recasens, ―An EMA study of VCV coarticulatory direction,‖ Journal of the Acoustical Society of
America, vol. 111, pp. 2828–2841, 2002.

Weitere ähnliche Inhalte

Ähnlich wie International Journal of Engineering Research and Development

The International Journal of Engineering and Science (The IJES)
 The International Journal of Engineering and Science (The IJES) The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
Efficiency of the energy contained in modulators in the Arabic vowels recogni...
Efficiency of the energy contained in modulators in the Arabic vowels recogni...Efficiency of the energy contained in modulators in the Arabic vowels recogni...
Efficiency of the energy contained in modulators in the Arabic vowels recogni...IJECEIAES
 
Research Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and ScienceResearch Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and Scienceinventy
 
Energy distribution in formant bands for arabic vowels
Energy distribution in formant bands for arabic vowelsEnergy distribution in formant bands for arabic vowels
Energy distribution in formant bands for arabic vowelsIJECEIAES
 
A comparative acoustic study of Hanoi Vietnamese and general American English...
A comparative acoustic study of Hanoi Vietnamese and general American English...A comparative acoustic study of Hanoi Vietnamese and general American English...
A comparative acoustic study of Hanoi Vietnamese and general American English...NuioKila
 
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...NuioKila
 
Comparative Analysis of Vowels, Diphthongs and Glides of Sindhi
Comparative Analysis of Vowels, Diphthongs and Glides of SindhiComparative Analysis of Vowels, Diphthongs and Glides of Sindhi
Comparative Analysis of Vowels, Diphthongs and Glides of Sindhisipij
 
Characterization of Arabic sibilant consonants
Characterization of Arabic sibilant consonants Characterization of Arabic sibilant consonants
Characterization of Arabic sibilant consonants IJECEIAES
 
Research Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and ScienceResearch Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and Scienceinventy
 
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAIN
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAINSTUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAIN
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAINcscpconf
 
Study of acoustic properties of nasal and nonnasal vowels in temporal domain
Study of acoustic properties of nasal and nonnasal vowels in temporal domainStudy of acoustic properties of nasal and nonnasal vowels in temporal domain
Study of acoustic properties of nasal and nonnasal vowels in temporal domaincsandit
 
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epg
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epgClass 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epg
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epgLisa Lavoie
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentIJERD Editor
 
Rethinking nasalance and nasal emission9
Rethinking nasalance and nasal emission9Rethinking nasalance and nasal emission9
Rethinking nasalance and nasal emission9Hao Zhang
 

Ähnlich wie International Journal of Engineering Research and Development (20)

The International Journal of Engineering and Science (The IJES)
 The International Journal of Engineering and Science (The IJES) The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
B04651116
B04651116B04651116
B04651116
 
B110512
B110512B110512
B110512
 
Paper diomede
Paper diomedePaper diomede
Paper diomede
 
Efficiency of the energy contained in modulators in the Arabic vowels recogni...
Efficiency of the energy contained in modulators in the Arabic vowels recogni...Efficiency of the energy contained in modulators in the Arabic vowels recogni...
Efficiency of the energy contained in modulators in the Arabic vowels recogni...
 
Research Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and ScienceResearch Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and Science
 
Energy distribution in formant bands for arabic vowels
Energy distribution in formant bands for arabic vowelsEnergy distribution in formant bands for arabic vowels
Energy distribution in formant bands for arabic vowels
 
A comparative acoustic study of Hanoi Vietnamese and general American English...
A comparative acoustic study of Hanoi Vietnamese and general American English...A comparative acoustic study of Hanoi Vietnamese and general American English...
A comparative acoustic study of Hanoi Vietnamese and general American English...
 
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...
[123doc] - a-comparative-acoustic-study-of-hanoi-vietnamese-and-general-ameri...
 
Comparative Analysis of Vowels, Diphthongs and Glides of Sindhi
Comparative Analysis of Vowels, Diphthongs and Glides of SindhiComparative Analysis of Vowels, Diphthongs and Glides of Sindhi
Comparative Analysis of Vowels, Diphthongs and Glides of Sindhi
 
Characterization of Arabic sibilant consonants
Characterization of Arabic sibilant consonants Characterization of Arabic sibilant consonants
Characterization of Arabic sibilant consonants
 
Research Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and ScienceResearch Inventy : International Journal of Engineering and Science
Research Inventy : International Journal of Engineering and Science
 
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAIN
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAINSTUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAIN
STUDY OF ACOUSTIC PROPERTIES OF NASAL AND NONNASAL VOWELS IN TEMPORAL DOMAIN
 
Study of acoustic properties of nasal and nonnasal vowels in temporal domain
Study of acoustic properties of nasal and nonnasal vowels in temporal domainStudy of acoustic properties of nasal and nonnasal vowels in temporal domain
Study of acoustic properties of nasal and nonnasal vowels in temporal domain
 
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epg
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epgClass 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epg
Class 09 emerson_phonetics_fall2014_phonemes_allophones_vot_epg
 
MHC - Mazzola (1)
MHC - Mazzola (1)MHC - Mazzola (1)
MHC - Mazzola (1)
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
G1074853
G1074853G1074853
G1074853
 
Rethinking nasalance and nasal emission9
Rethinking nasalance and nasal emission9Rethinking nasalance and nasal emission9
Rethinking nasalance and nasal emission9
 
Vowels
VowelsVowels
Vowels
 

Mehr von IJERD Editor

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksIJERD Editor
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEIJERD Editor
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...IJERD Editor
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’IJERD Editor
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignIJERD Editor
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationIJERD Editor
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...IJERD Editor
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRIJERD Editor
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingIJERD Editor
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string valueIJERD Editor
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...IJERD Editor
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeIJERD Editor
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...IJERD Editor
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraIJERD Editor
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...IJERD Editor
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...IJERD Editor
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingIJERD Editor
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...IJERD Editor
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart GridIJERD Editor
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderIJERD Editor
 

Mehr von IJERD Editor (20)

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACE
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding Design
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and Verification
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive Manufacturing
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string value
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF Dxing
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart Grid
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powder
 

Kürzlich hochgeladen

Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdfChristopherTHyatt
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 

Kürzlich hochgeladen (20)

Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdf
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 

International Journal of Engineering Research and Development

  • 1. International Journal of Engineering Research and Development e-ISSN: 2278-067X, p-ISSN: 2278-800X, www.ijerd.com Volume 10, Issue 6 (June 2014), PP.09-15 9 Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences Maolin Wang College of Chinese Language and Culture / Overseas Chinese Education Research Institute, Jinan University, Guangzhou, China Abstract:- In this study, the Vowel-to-Vowel (V-to-V) coarticulatory effect in the Vowel-Consonant-Vowel (VCV) sequences is investigated, and the F2 offset value of the first vowel is analyzed. Results show that, in the trans-segment context, anticipatory coarticulation exists in Chinese. Due to high articulatory strength of aspirated obstruents, in the context of subsequent vowel /i/, the V1 F2 offset value is higher in the context of aspirated stops than the unaspirated ones. Results from this study are not in accordance with the DAC prediction, which implies that the pattern of degrees of articulatory constraint is not consistent among languages. Keywords:- Aspiration, coarticulation, formant, place of articulation, vowel I. INTRODUCTION Coarticulation refers to a situation in which a conceptually isolated speech sound is influenced by, and becomes more like, a preceding or following speech sound. For example, all else being equal, the back vowel [u] in ‗two‘ is produced farther forward than the same vowel in ‗who‘ due to the influence of the adjacent coronal consonant. Coarticulation effect may vary with its specific context or the phonological system of a language. In his classic spectrographic study of VCV sequences in three languages, Öhman [1] found that F2 values of target vowels varied more due to vowel context in English and Swedish than in Russian. He attributed the coarticulatory differences to the languages‘ consonant systems, arguing that the requirements on the tongue body imposed by contrastive palatalization in Russian, but not in English or Swedish, restricted transconsonantal coarticulation in Russian. Consonant restrictions on V-to-V coarticulation have also been reported by Recasens [2], who found less V-to-V coarticulation across the velarized lateral of Catalan than across the ‗clear‘ lateral of Spanish and German. He and his colleagues ascribed the coarticulatory differences to different lingual constraints for these laterals. Regarding to the extent of coarticulation, Bladon and Al-Bamerni [3] originated the concept of ‗coarticulatory resistance‘ that claimed phonetic segments possess inherent properties that limit the extent to which they can be influenced by neighboring segments. Using this concept within a coarticulatory approach to speech production, Recasens [4] developed the ‗degrees of articulatory constraint‘ (DAC) model to account for coarticulatory effects of both vowels and consonants. Recasens‘ model predicts that the more a specific region of the tongue is involved in the occlusion for the C, the more the C affects V, but the less it can be shaped by the vowel, and the less the transconsonantal V-to-V coarticulation. In Chinese, there have been a number of studies on the coarticulatory effect of segments, including the analysis of the acoustic coarticulatory patterns of voiceless fricatives in CVCV [5], the study of vowel formant pattern and the coarticulation in the voiceless stop initial monosyllables [6], the acoustic study of intersyllabic anticipatory coarticulation of three places of ariculation of C2 in CVCV [7], vowel segmental coarticulation in read speech in Standard Chinese [8], and anticipatory coarticulation in V1#C2V2 sequences [9]. It is found that coarticulation exists in segment adjacent and trans-segmental contexts in Chinese. Coarticulation is a common phenomenon in languages, and it is believed that coarticulation affects the smoothness and naturalness of the synthesized speech in Text-to-Speech. Therefore, the naturalness of synthesized speech will be greatly improved if speech coarticulation is properly solved [10]. The research presented in this paper aims to investigate the V-to-V coarticulation in VCV sequences in Chinese. Coarticulation may be generally classified as carry-over (left-to-right) or anticipatory (right-to-left) ones [11], and the present study will focus on anticipatory coarticulation.
  • 2. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 10 II. METHODOLOGY A. Speakers, stimuli and recording Twelve native speakers of Standard Chinese, six male and six female, participated in the recording. Regarding the stimuli, disyllabic words, in the form of C1V1.C2V2, are used, with V2 providing the ‗changing‘ vowel context, V1 the ‗fixed‘ vowel, which is designed for the changing vowels to affect the fixed vowel. The fixed vowel is /u/, and for the changing vowel context, vowels /i/ vs. /u/ are used to influence the offset of the F2 frequencies of the fixed vowel. The intervocalic consonant C2 includes /b, p, d, t/, two unaspirate stops /b/, /d/ and two aspirated ones /p/, /t/. All the words used are in normal stress, without neutral tone syllables. An example of a pair of words used are ‗guti‘ and ‗gutu‘, which mean ‗solid‘ and ‗homeland‘ respectively. Two sets of words of identical combinations are used, so there are 16 words in the word list (4 stops × 2 changing vowel contexts × 2 sets). Recording was done in a sound-treated room, and the acoustic data were recorded directly into the computer at a sampling rate of 16 kHz using the recording software of Cool Edit Pro. The speakers were asked to read the word list three times, in random order for each repetition, in normal pace, so each speaker produced 48 tokens: 16 words × 3 repetitions. In total, 576 tokens were acoustically analyzed (48 tokens × 12 speakers). B. Procedure and measurements 1) F2 offset value: This study aims at investigating the extent of V-V coarticulation in VCV sequences, and vowel formant is examined. Formant values are extracted using Praat [12], and the effect of trans- consonantal coarticulation is analyzed by measuring the F2 offset value of the fixed vowel. F2 offset frequency is taken at the offset of the fixed vowel V1. Fig. 1 displays the waveform and spectrogram of ‗uti‘ (Fig. 1a) and ‗utu‘ (Fig. 1b), as in the sequences of ‗guti‘ (solid) and ‗gutu‘ (homeland), with the former an example of unaspirated stop context, and the latter of aspirated context. For both of the two cases, F2 offet values are taken at the offset points of the first vowel, that is, point ‗A‘ on both graphs. A gu ti (a) ‗uti‘ A gu tu (b) ‗utu‘ Fig. 1. Waveform and spectrogram of (a) ‘uti’ and (b) ‘utu’
  • 3. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 11 2) F2 delta: In order to compare the extent of coarticulatory effects under various consonant contexts, besides the F2 offset values, their differences caused by the changing V2 contexts are also calculated. Coarticulation effects due to changing V2 contexts are indexed by F2 delta values obtained at the V1 F2 offset, and F2 delta (Hz) is derived by computing the difference in offset frequencies of the fixed vowel in each sequence pair, as is shown in formula (1) 2 2i 2uF =F F  (1) In (1), F2i and F2u refer to the V1 F2 offset values preceding vowel /i/ and /u/ respectively, and ΔF2 is the F2 delta at the offset of V1. Fig. 2 displays the F2 contours of the sequence pair ‗guti‘ (solid) and ‗gutu‘ (homeland), with the contour of ‗guti‘ in solid line, and that of ‗gutu‘ in dashed line. In this sequence pair, for the changing vowel context, F2 of /i/ is high and that of /u/ is low. If V1 F2 offset values differ in this pair, then it is reasonable to attribute the frequency difference to the high vs. low F2 contexts in V2. The greater the F2 delta value is, the greater the coarticulatory effect of V2 is on V1. Fig. 2. F2 contours of the sequence pair ‘guti’ and ‘gutu’, with the former in solid line, and the latter in dashed line A repeated measures ANOVA was performed with two within-subjects factors— aspiration (unseparated, aspirated) and place of articulation (labial, alveolar). III. RESULTS A. F2 value Fig. 3 graphs the F2 offset values for male speakers (Fig. 3a) and female speakers (Fig. 3b), broken down by the contexts of aspiration, place of articulation and changing vowels. The changing vowel contexts are indicated by /i/ and /u/, which refer to changing vowel context of /i/ and /u/ respectively. Repeated measures ANOVA results show that, as far as main effect is concerned, there are significant effects for place of articulation and the changing vowel context, place of articulation: F(1, 71) = 751.4, p < 0.001; changing vowel context: F(1, 71) = 373.2, p < 0.001, with V1 F2 offset values greater in the alveolar context than in the labial context, and greater in the vowel context of /i/ than of /u/. However, there are no significant effect of aspiration: F(1, 71) = 3.52, p = 0.065. 500 750 1000 1250 1500 Labial Alveolar Labial Alveolar Unaspirated Aspirated Frequency(Hz) /i/ /u/ (a) F2 values of male speakers
  • 4. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 12 400 700 1000 1300 1600 Labial Alveolar Labial Alveolar Unaspirated Aspirated Frequency(Hz) /i/ /u/ (b) F2 values of female speakers Fig. 3. F2 offset values for male speakers (a) and female speakers (b), broken down by the contexts of aspiration, place of articulation and changing vowels Further analysis shows that there is significant aspiration × place of articulation interactive effect: F(1, 71) = 6.58, p = 0.012, aspiration × changing vowel interactive: F(1, 71) = 5.62, p = 0.02, place of articulation × changing vowel interactive effect: F(1, 71) = 39.1, p < 0.001, and aspiration × place of articulation × changing vowel interactive effect: F(1, 71) = 9.25, p = 0.003. In the next subsections, the effects will be elaborated in detail. 1) The effect of aspiration a) In the context of /i/: When the subsequent vowel is /i/, it is shown from ANOVA results that there is significant effect for it: F(1, 143) = 5.34, p = 0.022, with V1 F2 offset values higher in the context of aspirated consonants than that in the unaspirated context. b) In the context of /u/: In the context of vowel /u/, ANOVA results show that there is no significant effect of aspiration on the V1 F2 offset values: F(1, 143) = 0.015, p = 0.903, with no significant difference of V1 F2 offset values between the unaspirated and the aspirated contexts. 2) The effect of place of articulation a) In the context of /i/: As for the effect of place of articulation on the V1 F2 offset values, When the subsequent vowel is /i/, repeated measures ANOVA results show that there is significant effect of place of articulation on the V1 F2 offset values: F(1, 143) = 608, p < 0.001, with V1 F2 offset values in the alveolar context higher than that in the labial context. b) In the context of /u/: Similar to the context of /i/, in the context of changing vowel /u/, it is shown from ANOVA results that the effect of place of articulation on the V1 F2 offset values is also significant: F(1, 143) = 517.4, p < 0.001, with V1 F2 offset values in the alveolar context higher than that in the labial context. For the purpose of elaborating the coarticulatory effect under various consonant contexts in detail, F2 delta value will be analyzed in the next subsection. To be specific, the extent under the contexts of place of articulation and aspiration will be presented. B. F2 delta value Fig. 4 shows the F2 delta under the effects of place of articulation and aspiration, and Table 1 presents the F2 delta means and significance results for the main effects. From Table 1 it can be seen that, in terms of overall main effect, there is significant effect for both place of articulation and aspiration, with the effect in the alveolar contexts greater than that of labial, and the effect of aspirated stop contexts greater than that of the unaspirated ones.
  • 5. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 13 50 110 170 230 290 350 Unaspirated Aspirated F2delta(Hz) Labial Alveolar Fig. 4 F2 delta under the effects of place of articulation and aspiration Table 1 F2 delta means (in Hz) and statistical results for the main effects Mean Statistical result Place of articulation Labial 119.2 F(1, 71) = 39.1, p < 0.001Alveolar 248.1 Aspiration Unaspirated 162.6 F(1, 71) = 5.62, p = 0.02Aspirated 204.7 When interactive effects are examined, it is shown that the place of articulation × aspiration interaction is significant: F(1, 71) = 9.25, p = 0.003, which is due to the asymmetrical effect of place of articulation and aspiration. Detailed effect will be elaborated in the following sections. 1) The effect of place of articulation a) The unaspirated stop contexts: Result from repeated measures ANOVA shows that, in the unaspirated stop contexts, the effect of place of articulation is significant: F(1, 71) = 5.3, p = 0.024, with the extent of alveolar context exceeding that of labial context. b) The aspirated stop contexts: When the intervocalic stops are aspirated, the coarticulatory extent in the alveolar context is also significantly greater than that in the labial context: F(1, 71) = 44.1, p < 0.001. 2) The effect of aspiration a) The contexts of labial: It is shown from repeated measures ANOVA result that, in the context of labial, there is no significant difference between the unaspirated and aspirated stop contexts: F(1, 71) = 0.78, p = 0.379. The extents of coarticulation between the unaspirated and aspirated stop contexts are roughly the same. b) The contexts of alveolar: In the context of alveolar stops, the difference between unaspirated and aspirated stop contexts is significant: F(1, 71) = 11.2, p = 0.001. The aspirated stop context exceeds the unaspirated one in the extent of coarticulation. IV. DISCUSSION Analysis in the previous section shows that, when V1 F2 offset value is analyzed, the effect of the changing vowel context on it is significant, with F2 offset value preceding vowel /i/ higher than that preceding /u/. This study aims at investigating the anticipatory coarticulatory effect of V2 on V1, with the changing vowels of V2 as /i/ and /u/. The F2 value of /i/ is high, while that of /u/ is low. The V1 F2 offset values are significantly different when preceding /i/ and /u/. This implies that trans-consonantal anticipatory vowel to vowel effect exists in Chinese. Results in the previous section shows that, in the context of subsequent vowel /i/, the V1 F2 offset value is higher in the context of aspirated stops than the unaspirated ones, which is due to the high articulatory strength of aspirated obstruents. Generally speaking, phonetic segments can be classified into two groups: ‗fortis‘ and ‗lenis‘, which refer to consonants that are produced with greater and lesser energy respectively, such as in energy applied, articulation, etc. Fortis and lenis were coined as less misleading terms to refer to consonantal contrasts in languages that do not employ actual vocal fold vibration in their voiced consonants, but instead involved amounts of articulatory strength. For example, in English there are fortis consonants, as in ‗come‘ and ‗put‘ that exhibit a longer stop closure and shorter preceding vowels than their lenis counterparts, as in ‗grass‘ and ‗bed‘. In Chinese, aspirated consonants are fortis, while unaspirated ones are lenis.
  • 6. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 14 Since the aspirated consonants in Chinese are fortis, their articulatory strength is great. Generally speaking, consonants with high articulatory strength tend to exert great effect on the preceding vowels. In Chinese, consonants and vowels are combined into one unit: syllable. Syllables with consonants of high articulatory strength may exert great effect on the preceding vowel. As a result, the anticipatory coarticulatory effect is great when C2 is aspirated consonant. The F2 value of vowel /i/ is high, so in this case, the V1 F2 offset value will be comparative high. As in the context of aspirated consonants, the anticipatory coarticulatory effect is comparatively great, the V1 F2 offset value will be higher in the context of aspirated consonants than the in unaspirated context. However, in the context of vowel /u/, it is not the case, i.e., there is no significant difference between the V1 F2 offset values in the unaspirated and aspirated contexts. In this experiment, the pre-consonant vowel is /u/, whose second formant is low. When post-consonant vowel is also /u/, vowels preceding and following the consonants are the same, and their effect on each other will diminish. Even if the aspiration condition of the intervocalic consonant changes, the effect of the post-consonant vowel on the pre-consonant one remains the same. Therefore, when the post-consonant vowel is /u/, there is no significant difference between the V1 F2 offset values in the unaspirated and aspirated contexts. As for the effect of place of articulation, there is significant effect of place of articulation on the V1 F2 offset value, with V1 F2 offset value preceding alveolars higher than preceding labials, which indicates that the effect of place of articulation is significant. Generally speaking, the F2 value of a vowel may be reduce in the context of a labial, while increased in the context of an alveolar [9]. Chen [7] investigated the effect of coarticulation between neighboring as well as trans-segmental vowels, and her results proved these features of labials and alveolars. Since the F2 value may be reduced in the context of labials, the V1 F2 offset value will be low in this context. Therefore, the V1 F2 offset value is higher preceding alveolars than preceding labials. In regard to the F2 delta values, when main effects are examined, there is significant effect for place of articulation, with the effect in the alveolar contexts greater than that of labial. The DAC model [13] predicts that in VCV sequences, an increase in the degree of constraint for the consonant should yield an increase in the prominence of the C-to-V effects and a decrease in the strength of the V-to-C and V-to-V effect. According to the DAC model, the diversity in the involvement of the articulators in the production of different obstruents results in the variation of the degree of articulatory constraint. With respect to coarticulation, coarticulatory sensitivity, which is the magnitude and temporal extent of the coarticulatory effect at a given articulator, is shown to be inversely related to the degree of articulatory constrait: highly constrained phonetic segments are generally more resistant to coarticulation than those specified for a lower degree of articulatory constraint, and thus less sensitive to coarticulatory influence from neighboring segments. The model also predicts that coarticulatory dominance is positively related to the degree of articulatory constraint: phonetic segments with high DAC value and coarticulation resistant usually have prominent coarticulatory effects on neighboring phonetic segments. Obstruents, particularly alveolopalatals, which maximally engage the tongue dorsum for the occlusion gesture would reduce V effects, that is, stops like /d/ and /t/ exhibit reduced extents of V-V coarticulation. In this study, regarding the main effect of place of articulation, the result is not in accordance with the DAC prediction. This implies that the pattern of ‗degrees of articulatory constraint‘ is not consistent among languages. For consonants of similar place of articulation, it is possible that their degrees of articulatory constraint are diverse among languages. The articulators for labials are the lips, and that for the alveolar is the tongue tip. The tongue tip is small and flexible, so in the production of alveolars, its contacting area with the gingiva might not be quite large. On the other hand, when producing the labials, the contacting area of the lips is larger than that of the tongue tip, so the degree of articulatory constraint is high for labial, and low for alveolar in Chinese. With regard to the aspiration of C2, it is shown from the previous section that, when the intervocalic consonant is alveolar, coarticlation effect is greater in the context of aspirated consonant than that of unaspirated one, which is due to the high articulatory strength of aspirated consonants. The articulatory strength of the aspirated consonant is high, and its effect on the preceding vowel is great. In Chinese, consonants and vowels are combined into syllable. Syllables with consonants of high articulatory strength will have high effect on the preceding vowel. Therefore, in the context of alveolar, coarticulatory effect is greater in the aspirated context that in the unaspirated context. However, in the context of labial, there is no significant difference of the coarticulatory extent between the aspirated and unaspirated conditions. This is due to the low extent of coarticulation in the labial context. When the inter-vocalic consonant is labial, the degree of articulation constraint is high, and the vowel to vowel coariticulatory effect is low. It is so low that the difference of aspiration condition has no effect on the extent of coarticulation. Therefore, in the context of labial, there is no effect of aspiration on the coarticulatory extent.
  • 7. Study on the Anticipatory Coariticulatory Effect of Chinese Disyllabic Sequences 15 V. CONCLUSION In this study, the V-to-V coarticulation in the VCV sequences is investigated, and it is found that there is significant difference between the V1 F2 offset values in the contexts of subsequent vowels /i/ and /u/, which means that trans-segmental anticipatory coarticulation exists in Chinese. Due to high articulatory strength of aspirated obstruents, in the context of subsequent vowel /i/, the V1 F2 offset value is higher in the context of aspirated stops than the unaspirated ones. As F2 value of a vowel may be reduce in the context of a labial, while increased in the context of an alveolar, there is significant effect of place of articulation on the V1 F2 offset value, with V1 F2 offset value preceding alveolars higher than preceding labials. Results from this study are not in accordance with the DAC prediction, which implies that the pattern of degrees of articulatory constraint is not consistent among languages. This study is significant in speech engineering. In speech synthesis, the effect of trans-consonantal coarticulation must be taken into consideration. The extent of coarticulation in the context of labial exceeds that of alveolar, and the extent of aspirated consonants exceeds that of unaspirated ones, so much attention should be paid in these contexts. However, in some case, the difference of coarticulatory effects can be neglected, as it disappears. Therefore, this study is helpful in speech engineering technology. REFERENCES [1] S. E. G. Öhman, ―Coarticulation in VCV utterances: spectrographic measurements,‖ Journal of the Acoustical Society of America, vol. 39, pp. 151–168, 1966. [2] D. Recasens, ―An acoustic analysis of V-to-C and V-to-V coarticulatory effets in Catalan and Spanish VCV sequences,‖ Journal of Phonetics, vol. 15, pp. 299–321,1987. [3] R. A. W. Bladon and A. Al-Bamerni, ―Coarticulation resistance in English /l/,‖ Journal of Phonetics, vol. 4, pp. 137–150,1976. [4] D. Recasens, ―V-to-C coarticulation in Catalan VCV sequences,‖ Journal of Phonetics, vol. 12, pp.61– 73, 1984. [5] Z. Wu and G. Sun, ―Acoustic coarticulatory patterns of voicelese fricatives in CVCV in Standard Chinese‖, Report on Phonetic Research, Institute of Linguistics, CASS, 1990, pp. 1–19. [6] J. Yan, ―A study of the vowel formant pattern and the coarticulation in the voiceless stop initial monosyllable of Standard Chinese‖, Report on Phonetic Research, Institute of Linguistics, CASS, 1990, pp. 30–54. [7] X. Chen, ―A study on the coarticulation of segments in Chinese, Chinese Linguistics‖, vol. 5, pp. 345– 350, 1997. [8] G. Sun, ―Vowel segmental coarticulation in read speech in Standard Chinese‖, Report on Phonetic Research, Institute of Linguistics, Chinese Academy of Social Sciences, 1998. [9] Y. Li and J. Kong, ―Anticipatory coarticulation in V1#C2V2 sequences in standard Chinese,‖ Journal of Tsinghua University, Vol. 51, No. 9, pp 1220-1225, 2011. [10] M. Wang, P. Chai and M. Xie, ―Research on the Coarticulation of Two-syllable Word for Mandarin Speech Synthesis,‖ Computer Engineering, vol. 28, no. 5, pp. 182-184, 2002. [11] G. Modarresi, H. Sussman, B. Lindblom and E. Burlingame, ―An acoustic analysis of the bidirectionality of coarticulation in VCV utterances,‖ Journal of Phonetics, vol. 32, pp. 291–312, 2004. [12] P. Boersma, ―Praat, a system for doing phonetics by computer‖, Glot International, 5:9/10, pp. 341–345, 2001. [13] D. Recasens, ―An EMA study of VCV coarticulatory direction,‖ Journal of the Acoustical Society of America, vol. 111, pp. 2828–2841, 2002.