[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
article

Source models for speech traffic revisited

Published: 01 August 2009 Publication History

Abstract

In this paper, we analyze packet traces of widely used voice codecs and present analytical source models which describe their output by stochastic processes. Both the G.711 and the G.729.1 codec yield periodic packet streams with a fixed packet size, the G.723.1 as well as the iLBC codec use silence detection leading to an on/off process, and the GSM AMR and the iSAC codec produce periodic packet streams with variable packet sizes. We apply all codecs to a large set of typical speech samples and analyze the output of the codecs statistically. Based on these evaluations we provide quantitative models using standard and modified on/off processes as well as memory Markov chains. Our models are simple and easy to use. They are in good accordance with the original traces as they capture not only the complementary cumulative distribution function (CCDF) of the on/off phase durations and the packet sizes, but also the autocorrelation function (ACF) of consecutive packet sizes as well as the queueing properties of the original traces. In contrast, voice traffic models used in most of today's simulations or analytical studies fail to reproduce the ACF and the queueing properties of original traces. This possibly leads to underestimation of performance measures like the waiting time or loss probabilities. The models proposed in this paper do not suffer from this shortcoming and present an attractive alternative for use in future performance studies.

References

[1]
S. S. Wang and J. A. Silvester, "A discrete-time performance model for integrated service ATM multiplexers," in Proc. IEEE Globecom, 1993.
[2]
S. Sibal, K. Parthasarathy, and K. S. Vastola, "Sensing the state of voice sources to improve multiplexer performance," in Proc. IEEE INFOCOM , 1995.
[3]
S.-H. Jeong and J. A. Copeland, "Cell loss ratio and multiplexing gain of an ATM multiplexer for VBR voice sources," in IEEE Conf. Local Computer Networks (LCN), 1998.
[4]
C. Liu, S. Munir, R. Jain, and S. Dixit, "Packing density of voice trunking using AAL2," in Proc. IEEE Globecom, 1999.
[5]
A. Bengt, A. Anders, H. Olof, and M. Ian, "Dimensioning Links for IP Telephony," in Proc. Internet Telephony Workshop, New York, Apr. 2001, pp. 14-24.
[6]
H. Sze, S. Liew, J. Lee, and D. Yip, "A multiplexing scheme for H.323 voice-over-IP applications," IEEE J. Sel. Areas Commun., vol. 20, 2002.
[7]
M. K. Ranganathan and L. Kilmartin, "Performance analysis of secure session initiation protocol based VoIP networks," Comput. Commun., vol. 26, pp. 552-565, 2003.
[8]
A. Koubaa and Y.-Q. Song, "Loss-tolerant QoS using firm constraints in guaranteed rate networks," in Proc. IEEE Real-Time and Embedded Technology and Applications Symp. (RTAS), Washington, DC, 2004.
[9]
S. Obeidat and S. Gupta, "Towards voice over Ad Hoc networks: An adaptive scheme for packet voice communications over wireless links," in Proc. IEEE Int. Conf. Wireless and Mobile Computing, Networking and Communications (WiMob), Aug. 2005.
[10]
K. Sriram and W. Whitt, "Characterizing superposition arrival processes in packet multiplexers for voice and data," IEEE J. Sel. Areas Commun., vol. 4, no. 6, pp. 833-846, Sep. 1986.
[11]
C. J. May and T. J. Zebo, Private Work 1981.
[12]
P. T. Brady, "A technique for investigating on-off patterns of speech," Bell Syst. Tech. J., vol. 44, no. 1, pp. 1-22, Jan. 1965.
[13]
P. T. Brady, "A statistical analysis of on-off patterns in 16 conversations," Bell Syst. Tech. J., vol. 47, no. 1, pp. 73-91, Jan. 1968.
[14]
P. T. Brady, "A model for generating on-off speech patterns in two-way conversations," Bell Syst. Tech. J., vol. 48, no. 9, pp. 2445-2472, Sep. 1969.
[15]
G. Wang, Y. Xia, and D. Harrison, An NS2 TCP Evaluation Tool. Apr. 2007 {Online}. Available: http://tools.ietf.org/id/draft-irtf-tmrg-ns2-tcp-tool-00.txt
[16]
A. Adas, "Traffic models in broadband networks," IEEE Commun. Mag., pp. 82-89, Jul. 1997.
[17]
W. Jiang and H. Schulzrinne, "Analysis of on-off patterns in VoIP and their effect on voice traffic aggregation," in Proc. IEEE Int. Conf. Computer Communications and Networks (ICCCN), 2000.
[18]
A. C. Norwine and O. J. Murphy, "Characteristic time intervals in telephone conversation," Bell Syst. Tech. J., vol. 17, no. 4, pp. 281-291, Apr. 1938.
[19]
J. N. Daigle and J. D. Langford, "Models for analysis of packet voice communications systems," IEEE J. Sel. Areas Commun., vol. 4, no. 6, pp. 847-855, Sep. 1986.
[20]
H. P. Stern, S. A. Mahmoud, and K.-K. Wong, "A comprehensive model for voice activity in conversational speech--Development and application to performance analysis of new-generation wireless communication systems," Wireless Networks, vol. 2, no. 4, pp. 359-367, Dec. 1996.
[21]
Telephone Transmission Quality Objective Measuring Apparatus: Artificial Conversational Speech. ITU-T, P.59, Mar. 1993.
[22]
J. G. Gruber, "A comparison of measured and calculated speech temporal parameters relevant to speech activity detection," IEEE Trans. Commun., vol. 30, no. 4, pp. 728-738, Apr. 1982.
[23]
H. H. Lee and C. K. Un, "A study of on-off characteristics of conversational speech," IEEE Trans. Commun., vol. 34, no. 6, pp. 630-637, June 1986.
[24]
S. Deng, "Traffic characteristics of packet voice," in Proc. IEEE Int. Conf. Communications (ICC), Jun. 1995.
[25]
C.-N. Chuah and R. H. Katz, "Characterizing packet audio streams from internet multimedia applications," in Proc. IEEE Int. Conf. Communications (ICC), 2002.
[26]
T. D. Dang, B. Sonkoly, and S. Molnár, "Fractal analysis and modeling of VoIP traffic," in Proc. Int. Telecommunication Network Strategy and Planning Symp. (Networks), Vienna, Austria, Jun. 2004, pp. 217-222.
[27]
M. Livny, B. Melamed, and A. K. Tsiolis, "The impact of autocorrelation on queueing systems," Management Science, vol. 39, no. 3, pp. 322-339, 1993.
[28]
S.-Q. Li and J. W. Mark, "Traffic characterization for integrated services network," IEEE Trans. Commun., vol. 38, no. 8, pp. 1231-1243, Aug. 1990.
[29]
J. Beran, R. Sherman, M. S. Taqqu, and W. Willinger, "Long-range dependence in variable-bit-rate video traffic," IEEE Trans. Commun., vol. 43, no. 2-4, pp. 1566-1579, 1995.
[30]
O. Rose, "Simple and efficient models for variable bit rate MPEG video traffic," Performance Evaluation, vol. 30, no. 1-2, pp. 69-85, 1997.
[31]
M. Krunz and A. M. Makowski, "A source model for VBR video traffic based on M/G/∞ input processes," in Proc. IEEE INFOCOM, 1998.
[32]
M. Menth, A. Binzenhöfer, and S. Mühleck, "A note on source models for speech traffic," ACM SIGMETRICS Performance Evaluation Review (PER) (Short Paper), vol. 35, no. 3, pp. 22-24, Dec. 2007.
[33]
Bavarian Archive for Speech Signals (BAS) Verbmobil 6.1. 1996 {Online}. Available: http://www.phonetik.uni-muenchen.de/Bas/ BasHomedeu.html
[34]
Pulse Code Modulation (PCM) of Voice Frequencies. ITU-T, G.711.
[35]
Coding of Speech at 8 kbit/s Using Conjugate-Structure Algebraic-Code-Excited Linear Prediction (CS-ACELP) ITU-T, G.729.
[36]
X-Lite 3.0. Counter Path Solutions, Inc. {Online}. Available: http:// www.xten.com/, http://www.xten.com/
[37]
Skype. {Online}. Available: http://www.skype.com
[38]
Dual Rate Speech Coder for Multimedia Communications Transmitting at 5.3 And 6.3 kbit/s ITU-T, G.723.1.
[39]
M. Vitez, Picophone. {Online}. Available: http://www.vitez.it/picophone/
[40]
S. Andersen, A. Duric, H. Astrom, R. Hagen, W. Kleijn, and J. Linden, RFC3951: Internet Low Bit Rate Codec (iLBC). Dec. 2004.
[41]
A. Erramilli, O. Narayan, and W. Willinger, "Experimental queueing analysis with long-range dependent packet traffic," IEEE/ACM Trans. Networking, vol. 4, no. 2, pp. 209-223, Apr. 1996.
[42]
GSM AMR Speech Codec. 3rd Generation Partnership Project (3GPP){Online}. Available: http://www.3gpp.org/ftp/Specs/archive/26_se-ries/26.073/
[43]
iSAC. Global IP Sound {Online}. Available: http://www.globalip-sound.com/datasheets/iSAC.pdf
[44]
O. Rose, "A memory markov chain model for VBR traffic with strong positive correlations," in Proc. 16th Int. Teletraffic Congr. (ITC), Edinburgh, Scotland, U.K., Jun. 1999, pp. 827-836.
[45]
M. Menth, A. Binzenhöfer, and S. Mühleck, Transition Matrices and Parameters of the MMCs Modelling VBR Traffic. {Online}. Available: http://www3.informatik.uni-wuerzburg.de/TR/mmc
[46]
D. M. Lucantoni, K. S. Meier-Hellstern, and M. F. Neuts, "A single-server queue with server vacations and a class of non-renewal arrival processes," Adv. Appl. Probabil., vol. 22, pp. 676-705, 1990.

Cited By

View all

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image IEEE/ACM Transactions on Networking
IEEE/ACM Transactions on Networking  Volume 17, Issue 4
August 2009
337 pages

Publisher

IEEE Press

Publication History

Published: 01 August 2009
Revised: 09 June 2008
Received: 23 November 2007
Published in TON Volume 17, Issue 4

Author Tags

  1. correlation
  2. queueing behavior
  3. traffic models
  4. voice codecs

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)1
  • Downloads (Last 6 weeks)0
Reflects downloads up to 17 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (2014)An unified VoIP model for workload generationMultimedia Tools and Applications10.5555/2633215.263324970:3(2309-2329)Online publication date: 1-Jun-2014
  • (2014)RCFTJournal of Network and Systems Management10.1007/s10922-013-9264-622:1(121-146)Online publication date: 1-Jan-2014
  • (2012)Resource management in satellite communication systemsJournal of Electrical and Computer Engineering10.1155/2012/1690262012(2-2)Online publication date: 1-Jan-2012
  • (2012)Performance of PCN-based admission control under challenging conditionsIEEE/ACM Transactions on Networking10.1109/TNET.2012.218941520:2(422-435)Online publication date: 1-Apr-2012
  • (2010)Packet waiting time for multiplexed periodic on/off streams in the presence of overbookingInternational Journal of Communication Networks and Distributed Systems10.1504/IJCNDS.2010.0311874:2(207-229)Online publication date: 1-Jan-2010

View Options

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media