Abstract
Today’s modern home-automation systems and services (HASS) frequently communicate over public telecommunications networks, such as the Internet. Unfortunately, these communication networks do not usually provide sufficient quality (i.e., a predictable delay), which is generally assured in fieldbus HASS networks. Consequently, the user-perceived quality of experience (QoE) cannot be maintained at a satisfactory level when using different HASS devices communicating over an IP-based network. The data transferred over the Internet can experience a non-negligible delay that can have a considerable influence on the QoE. For this reason, the main goal of our research was to measure the influence of the network delay on a subjective QoE assessment, while interacting with some frequently used HASS tasks. The results show that users are satisfied if the delay is kept below 0.8 s, and that they can tolerate delays of over 2 s (depending on the level of the HASS task interactivity). Since such a user-perceived subjective QoE assessment is both time-consuming and expensive we also propose objective QoE assessment models to represent the influence of network delay on a subjective QoE assessment for various HASS tasks.
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References
Anderson, J. (2001). Methods for measuring perceptual speech quality—White paper. Retrieved from http://www.agilent.com.
BACnet. (n.d.). Retrieved from http://www.bacnet.org.
Bhatti, N., Bouch, A., & Kuchinsky, A. (2000). Integrating user-perceived quality into Web server design. Computer Networks Journal, 33(1–6), 1–16. doi:10.1016/S1389-1286(00)00087-6.
Bouch, A., Kuchinsky, A., & Bhatti, N. (2000a). Quality is in the eye of the beholder: Meeting users’ requirements for internet quality of service. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, Hague, Netherlands.
Bouch, A., Sasse, M. A., & DeMeer, H. (2000b). Of packets and people: A user-centered approach to quality of service. Proceedings of Eight International Workshop of Quality of Service, Pittsburg, USA.
Cavalieri, S., & Cutuili, G. (2008). Proposal and evalution of deterministic access in KNX standard. IEEE International Symposium on Industrial Electronics, Cambridge, England.
Ceaparu, I., Lazar, J., Bessiere, K., Robinson, J., & Shneiderman, B. (2004). Determining causes and severity of end-user frustration. International Journal of Human–Computer Interaction, 17(3), 333–356. doi:10.1207/s15327590ijhc1703_3.
Chen, Z., Shao, G., Lou, R., Liang, B., Yu, H., & Ni, J. (2007). Analysis of control network timing characteristics. IEEE International Conference on Computer as a Tool, Warsaw, Poland.
Clark, A. (2001). Modeling the effects of burst packet loss and recency on subjective voice quality. IP Telephony Workshop. Retrieved from http://www.ocecpr.org.cy/media/documents/Reports/ElectronicCom/EC_Publication_Model-EffOfBurstPacketLoss-RecencyOnSVQ_EN_13-08-2003_VI.pdf.
Dabholkar, P. A., & Sheng, X. (2008). Perceptions of download delays: relation to actual waits, web site abandoning, and stage of delay. The Service Industries Journal, 28(10), 1415–1429. doi:10.1080/02642060802120166.
De Rango, F., Tropea, M., Fazio, P., & Marano, S. (2006). Overview on VoIP: subjective and objective measurement methods. International Journal of Computer Science and Network Security, 6(1), 140–153.
De Santis, A., & Iacoviello, D. (2009). Robust real time eye tracking for computer interface for disabled people. Computer Methods and Programs in Biomedicine, 96(1), 1–11. doi:10.1016/j.cmpb.2009.03.010.
Dennis, A. R., & Taylor, N. J. (2006). Information foraging on the web: the effects of acceptable Internet delays on multi-page information search behavior. Decision Support Systems, 42(2), 810–824. doi:10.1016/j.dss.2005.05.032.
Empirix (2001). Assuring QoE on next generation networks. Retrieved from http://www.triple-play-news.com/voip/whitepapers/whitepaper_NGNT_AssuringQoE.pdf.
Godana, B. E., Kooij, B. E., Ahmed, O. K. (2009). Impact of advertisements during channel zapping on quality of experience. IEEE Fifth International Conference on Networking and Services, Valencia, Spain.
Humar, I. (2006). Telecommunications traffic modeling and methods ensuring quality of services for interactive applications, such as remote desktop and e-learning. PhD thesis, University of Ljubljana, Slovenia.
Humar, I., Lamovšek, P., Bogataj, U., Meglič, B., & Bešter, J. (2007). Extention of the E-model for objective assessment of the jitter impact on the perceived voice quality in packet networks. Electrotechnical Review, 74(3), 159–165.
ITU-R Rec. BS.1387 (2001). Method for objective measurements of perceived audio quality. Retrieved from http://www.itu.int/rec/R-REC-BS.1387/en.
ITU-R Rec. BT.500-11 (2002). Methodology for the subjective assessment of the quality of television pictures. Retrieved from http://www.itu.int/dms_pub/itu-r/opb/rec/R-REC-LS-2004-PDF-E.pdf.
ITU-T Rec. G.107 (2003). The E-model, a computational model for use in transmission planning. Retrieved from http://www.itu.int/itudoc/itu-t/aap/sg12aap/history/g107/index.html.
ITU-T Rec. G.1070 (2007). Opinion model for video-telephony applications. Retrieved from http://www.itu.int/md/T05-SG09-070614-TD-GEN-0474/en.
ITU-T Rec. J.144 (2004). Objective perceptual video quality measurement techniques for digital cable television in the presence of a full reference. Retrieved from http://www.itu.int/itudoc/itu-t/aap/sg9aap/history/j144/index.html.
ITU-T Rec. J.148 (2003). Requirements for an objective perceptual multimedia quality model. Retrieved from http://www.itu.int/itudoc/itu-t/aap/sg9aap/history/j148/index.html.
ITU-T Rec. P.564 (2006). Conformance testing for narrowband voice over IP transmission quality assessment models. Retrieved from http://www.itu.int/itudoc/itu-t/aap/sg12aap/history/p564/index.html.
ITU-T Rec. P.800 (1996). Methods for subjective determination of transmission quality. Retrieved from http://www.itu.int/rec/T-REC-P.800/en.
ITU-T Rec. P.862 (2001). Perceptual evaluation of speech quality (PESQ): An objective method for end-to-end speech quality assessment of narrowband telephone networks and speech codecs. Retrieved from http://www.itu.int/itudoc/itu-t/aap/sg12aap/history/p862/index.html.
Jacko, J., Sears, A., & Borella, M. (2000). The effect of network delay and media on user perceptions of web resources. Behaviour and Information Technology, 19(6), 427–439. doi:10.1080/014492900750052688.
Kang, J. S. (2001). A study of subjective quality measurement over VoIP network. Proceedings of IEEE International Conference on Info-Tech and Info-Net, 5, 311–316, Beijing, China.
Kastner, W., Neugschwandtner, G., Soucek, S., & Newmann, H. M. (2005). Communication systems for building automation and control. Proceedings of the IEEE, 93(6), 1178–1203. Vienna, Austria.
Khirmam, S., & Henriksen, P. (2002). Relationship between quality of service and quality of experience for public internet service. In the third workshop on passive and active measurement, Fort Collens, Colorado, USA.
Kitawaki, N., Arayama, Y., & Yamada, T. (2005). Multimedia opinion model based on media interaction of audio-visual communications. Proceedings of the fourth International Conference on Measurement of speech and Measurement of Speech and Audio Quality in Networks, 5–10, Prague, Czech Republic.
Konnex (n.d.). Retrieved from www.knx.org.
Kooij, R., Ahmed, K., & Brunnström, K. (2006). Perceived quality of channel zapping. The fifth International Conference Communication Systems and Networks, 155–158, Palma De Mallorca, Spain.
Krishnamurthy, B., & Wills, C. (2000). Analyzing factors that influence end-to-end web performance. Computer Networks Journal, 33(1–6), 17–32. doi:10.1016/S1389-1286(00)00067-0.
LonWorks (n.d.). Retrieved from www.lonmark.org.
Malfait, L., Berger, J., & Kastner, M. (2006). P.563 - The ITU-T Standard for single-ended speech quality assessment. IEEE Transaction on Audio, Speech and Language Processing, 14(6), 1924–1934. doi:10.1109/TASL.2006.883177.
Masuda, M., & Hayashi, T. (2006). Non-intrusive quality monitoring method of VoIP speech based on network performance metrics. IEICE Transaction on Communications, E89B(2), 304–312. doi:10.1093/ietcom/e89-b.2.304.
Meddahi, A., & Afifi, H. (2006). “Packet-E-Model”: E-Model for VoIP quality evaluation. Computer Networks, 50(15), 2659–2675. doi:10.1016/j.comnet.2005.10.008.
Merz, H., Hansemann, T., & Hubner, C. (2009). Building automation and communication systems with Konnex, LON and BACnet. Heidelberg: Springer.
Miškowiez, M. (2003). Analysis of the LonTalk/EIA-709.1 channel performance under soft real-time requirements. IEEE International Conference on Industrial Technology, 2, 705–708. Maribor, Slovenia.
Muntean, C. H. (2008). Improving learner quality of experience by content adaptation based on network conditions. Computers in Human Behavior, 4(24), 1452–1472. doi:10.1016/j.chb.2007.07.016.
Nielsen, J. (2000). Designing web usability: The practice of simplicity. Indianapolis: New Riders Publishing.
Ninagawa, C., Sato, T., & Kawakita, Y. (2008). Communication performance simulation for object access of BACnet WebService building facility monitoring system. IEEE International Conference on Emerging Technologies and Factory Automation, 701–704, Hamburg, Germany.
Profibus (n.d.). Retrieved from http://www.profibus.com.
Ramsay, J., Barbesi, A., & Preece, J. (1998). A psychological investigation of long retrieval times on the world wide web. Interacting with Computers, 10(1), 77–86. doi:10.1016/S0953-5438(97)00019-2.
Rix, A. W., Beerends, J. G., & Kim, D. S. (2006). Objective assessment of speech and audio quality—technology and applications. IEEE Transaction on audio, speech and language processing, 14(6), 1890–1901. doi:10.1109/TASL.2006.883260.
Sedlar, U., Zebec, L., Bešter, J., & Kos, A. (2008). Bringing click-to-dial functionality to IPTV users. IEEE Communication Magazine, 46(3), 118–126. doi:10.1109/MCOM.2008.4463782.
Selvidge, P. (2003). Examining tolerance for online delays. Usability News, 1(5). Retrieved from http://www.surl.org/usabilitynews/archives.asp.
Selvidge, P. R., Chaparrob, B. S., & Bender, G. T. (2002). The world wide wait: effects of delays on user performance. International Journal of Industrial Ergonomics, 29(1), 15–20. doi:10.1016/S0169-8141(01)00045-2.
Servidge, P. (1999). How long is too long to wait for a web site to load?. Usability News, 1(2). Retrieved from http://www.surl.org/usabilitynews/12/time_delay.asp.
Sevcik, P. J. (2002). Understanding how users view application performance. Business Communications Review, 7(32), 8–10.
Shubin, H., & Meehan, M. (1997). Navigation in web applications. ACM Interactions, 4(6), 13–17. doi:10.1145/267505.267508.
Skorin-Kapov, L., & Matijasevic, M. (2006). End-to-end QoS signaling for future multimedia services in the NGN. Lecture Notes in Computer Science, 4003, 4008–4419. doi:10.1007/11759355_37.
Song, W. S., Hong, S. H., & Park, T. J. (2007). The effects of service delays on a BACnet-based HVAC control system. Control Engineering Practice, 15(2), 209–217. doi:10.1016/j.conengprac.2006.06.003.
Soucek, S., & Sauter, T. (2004). Quality of service concerns in IP-Based control systems. IEEE Transaction on Industrial Informatics, 51(6), 1249–1258. doi:10.1109/TIE.2004.837860.
Takahashi, A., Yoshino, H., & Kitawaki, N. (2004). Perceptual QoS assessment technologies for VoIP. IEEE Communication Magazine, 42(7), 28–34. doi:10.1109/MCOM.2004.1316526.
Takahashi, A., Kurashima, A., & Yoshino, H. (2006). Objective assessment methodology for estimating conversational quality in VoIP. IEEE Transactions on Audio, Speech and Language Processing, 14(6), 1984–1993. doi:10.1109/TASL.2006.883261.
Takahashi, A., Hands, D., & Barriac, V. (2008). Standardization activities in the ITU for a QoE assessment of IPTV. IEEE Communications Magazine, 46(2), 78–84. doi:10.1109/MCOM.2008.4473087.
Umberger, M., Humar, I., Kos, A., Guna, J., Žemva, A., & Bešter, J. (2009). The integration of home-automation and IPTV system and services. Computer Standards and Interfaces, 31(4), 675–684. doi:10.1016/j.csi.2008.09.012.
Verscheurei, O., & Garcia, X. (1998). User-oriented QoS in packet video delivery. IEEE Network, 12(6), 12–21. doi:10.1109/65.752641.
Volk, M., Guna, J., Kos, A., & Bešter, J. (2008). Quality-assured provisioning of IPTV services within the NGN environment. IEEE Communication magazine, 46(5), 118–126. doi:10.1109/MCOM.2008.4511660.
Welsh, J., & Clark, J. (2006). A proposed media delivery index RFC 4445. Retrieved from http://www.rfc-editor.org/rfc/rfc4445.txt.
Wolberg, J. (2005). Data analysis using the method of least squares: extracting the most information from experiments. Berlin: Springer.
Xiao, Y., Du, X., Zhang, J., Hu, F., & Guizani, S. (2007). Internet protocol television (IPTV): the killer application for the next-generation internet. IEEE Communication Magazine, 45(11), 126–134. doi:10.1109/MCOM.2007.4378332.
Yamagishi, K., & Hayashi, T. (2006a). Opinion model using psychological factors for interactive multimodal services. IEICE Transaction on Communications, E89B(2), 281–288. doi:10.1093/ietcom/e89-b.2.281.
Yamagishi, K., & Hayashi, T. (2006b). Opinion model for estimating video quality of videophone services. IEEE Global Telecommunication Conference GLOBECOM, 1–5, San Francisco, USA.
Yamagishi, K., & Hayashi, T. (2006c). Verification of video quality opinion model for videophone services. Second ISCA/DEGA Tutorial and Research Workshop on Perceptual Quality of Systems, 143–148, Berlin, Germany.
Yamagishi, K., & Hayashi, T. (2008). Parametric packet-layer model for monitoring video quality of IPTV Services. IEEE International Conference on Communications, 110–114. doi:10.1109/ICC.2008.29.
Zhang W., & He, J. (2007). Statistical modeling and correlation analysis of end-to-end delay in wide area networks. Proceedings of IEEE International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, 3, 968–973, Qingdao, China.
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Umberger, M., Lumbar, S. & Humar, I. Modeling the influence of network delay on the user experience in distributed home-automation networks. Inf Syst Front 14, 571–584 (2012). https://doi.org/10.1007/s10796-010-9260-2
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DOI: https://doi.org/10.1007/s10796-010-9260-2