360° mulsemedia experience over next generation wireless networks - a reinforcement learning approach

Conference paper


Comsa, I., Trestian, R. and Ghinea, G. 2018. 360° mulsemedia experience over next generation wireless networks - a reinforcement learning approach. IEEE 10th QoMEX. Italy 29 May - 01 Jun 2018 IEEE. pp. 1-6 https://doi.org/10.1109/QoMEX.2018.8463409
TypeConference paper
Title360° mulsemedia experience over next generation wireless networks - a reinforcement learning approach
AuthorsComsa, I., Trestian, R. and Ghinea, G.
Abstract

The next generation of wireless networks targets aspiring key performance indicators, like very low latency, higher data rates and more capacity, paving the way for new generations of video streaming technologies, such as 360° or omnidirectional videos. One possible application that could revolutionize the streaming technology is the 360° MULtiple SEnsorial MEDIA (MULSEMEDIA) which enriches the 360° video content with other media objects like olfactory, haptic or even thermoceptic ones. However, the adoption of the 360° Mulsemedia applications might be hindered by the strict Quality of Service (QoS) requirements, like very large bandwidth and low latency for fast responsiveness to the users, inputs that could impact their Quality of Experience (QoE). To this extent, this paper introduces the new concept of 360° Mulsemedia as well as it proposes the use of Reinforcement Learning to enable QoS provisioning over the next generation wireless networks that influences the QoE of the end-users.

ConferenceIEEE 10th QoMEX
Page range1-6
ISSN
Electronic2472-7814
ISBN
Electronic9781538626054
Electronic9781538626047
Paperback9781538626061
PublisherIEEE
Publication dates
Print29 May 2018
Online13 Sep 2018
Publication process dates
Deposited29 Mar 2018
Accepted01 Mar 2018
Output statusPublished
Accepted author manuscript
Copyright Statement

© 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Digital Object Identifier (DOI)https://doi.org/10.1109/QoMEX.2018.8463409
LanguageEnglish
Book title2018 Tenth International Conference on Quality of Multimedia Experience (QoMEX)
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Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. 2016. Compression-based technique for SDN using sparse-representation dictionary. 15th IEEE/IFIP Network Operations and Management Symposium (NOMS 2016). Istanbul, Turkey 25 - 29 Apr 2016 IEEE. pp. 754-758 https://doi.org/10.1109/NOMS.2016.7502892
Non-orthogonal multiple access for wireless downlink in cloud radio access networks
Vien, Q., Ogbonna, N., Nguyen, H., Trestian, R. and Shah, P. 2015. Non-orthogonal multiple access for wireless downlink in cloud radio access networks. in: 21th European Wireless Conference; Proceedings of European Wireless 2015 VDE. pp. 434-439
Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2014. Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels. in: 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communication (PIMRC) IEEE. pp. 738-742
Towards connecting people, locations and real-world events in a cellular network [conference item]
Trestian, R., Shah, P., Nguyen, H., Vien, Q., Gemikonakli, O. and Barn, B. 2015. Towards connecting people, locations and real-world events in a cellular network [conference item]. The main conference on the scientific analysis of mobile phone datasets (NetMob), Orange D4D Challenge. MIT Media Lab, USA 07 - 10 Apr 2015
URAN: utility-based reputation-oriented access network selection strategy for HetNets
Bi, T., Yuan, Z., Trestian, R. and Muntean, G. 2015. URAN: utility-based reputation-oriented access network selection strategy for HetNets. IEEE BMSB 2015. Ghent, Belgium 17 - 19 Jun 2015 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/BMSB.2015.7177266
E2DOAS: user experience meets energy saving for multi-device adaptive video delivery
Zou, L., Trestian, R. and Muntean, G. 2015. E2DOAS: user experience meets energy saving for multi-device adaptive video delivery. 1st International Workshop on Quality of Experience - Based Wireless Communications, INFOCOM. Hong Kong 26 Apr - 01 May 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 444-449 https://doi.org/10.1109/INFCOMW.2015.7179425
Performance evaluation of MADM-based methods for network selection in a multimedia wireless environment
Trestian, R., Ormond, O. and Muntean, G. 2014. Performance evaluation of MADM-based methods for network selection in a multimedia wireless environment. Wireless Networks. https://doi.org/10.1007/s11276-014-0882-z
Non-orthogonal multiple access for wireless downlink in cloud radio access networks
Vien, Q., Ogbonna, N., Nguyen, H., Trestian, R. and Shah, P. 2015. Non-orthogonal multiple access for wireless downlink in cloud radio access networks. 21th European Wireless Conference. Budapest, Hungary 20 - 22 May 2015 VDE.
Cross-layer topology design for network coding based wireless multicasting
Vien, Q., Tu, W., Nguyen, H. and Trestian, R. 2015. Cross-layer topology design for network coding based wireless multicasting. Computer Networks. 88, pp. 27-39. https://doi.org/10.1016/j.comnet.2015.06.005
BaProbSDN: A probabilistic-based QoS routing mechanism for software defined networks
Al-Jawad, A., Trestian, R., Shah, P. and Gemikonakli, O. 2015. BaProbSDN: A probabilistic-based QoS routing mechanism for software defined networks. 1st IEEE Conference on Network Softwarization (NetSoft 2015). London, United Kingdom 13 - 17 Apr 2015 IEEE. pp. 1-5 https://doi.org/10.1109/NETSOFT.2015.7116128
Sum-rate analysis of cell edge users under cooperative NOMA
Bhuvanasundaram, N., Nguyen, H., Trestian, R. and Vien, Q. 2015. Sum-rate analysis of cell edge users under cooperative NOMA. 8th IFIP Wireless and Mobile Networking Conference (WMNC). Munich, Germany 05 - 07 Oct 2015 IEEE. pp. 239-244 https://doi.org/10.1109/WMNC.2015.19
Exploring energy consumption issues for multimedia streaming in LTE HetNet small cells
Trestian, R., Vien, Q., Shah, P. and Mapp, G. 2015. Exploring energy consumption issues for multimedia streaming in LTE HetNet small cells. 2015 IEEE 40th Conference on Local Computer Networks (LCN 2015). Clearwater Beach, Florida, USA 26 - 29 Oct 2015 IEEE. pp. 498-501 https://doi.org/10.1109/LCN.2015.7366362
On the coverage and power allocation for downlink in heterogeneous wireless cellular networks
Vien, Q., Akinbote, T., Nguyen, H., Trestian, R. and Gemikonakli, O. 2015. On the coverage and power allocation for downlink in heterogeneous wireless cellular networks. IEEE International Conference on Communications (ICC 2015). London, UK 08 - 12 Jun 2015 IEEE. pp. 4641-4646 https://doi.org/10.1109/ICC.2015.7249055
On the impact of video content type on the mobile device energy consumption
Trestian, R., Vien, Q., Nguyen, H. and Gemikonakli, O. 2015. On the impact of video content type on the mobile device energy consumption. 2015 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB 2015). Ghent, Belgium 17 - 19 Jun 2015 https://doi.org/10.1109/BMSB.2015.7177206
ECO-M: energy-efficient cluster-oriented multimedia delivery in a LTE D2D environment
Trestian, R., Vien, Q., Nguyen, H. and Gemikonakli, O. 2015. ECO-M: energy-efficient cluster-oriented multimedia delivery in a LTE D2D environment. IEEE International Conference on Communications (ICC 2015). London, UK 08 - 12 Jun 2015 IEEE. pp. 55-61 https://doi.org/10.1109/ICC.2015.7248298
eWU-TV: user-centric energy-efficient digital TV broadcast over Wi-Fi networks
Singhal, C., De, S., Trestian, R. and Muntean, G. 2015. eWU-TV: user-centric energy-efficient digital TV broadcast over Wi-Fi networks. IEEE Transactions on Broadcasting. 61 (1), pp. 39-55. https://doi.org/10.1109/TBC.2014.2380891
RLoad: reputation-based load-balancing network selection strategy for heterogeneous wireless environments
Bi, T., Trestian, R. and Muntean, G. 2013. RLoad: reputation-based load-balancing network selection strategy for heterogeneous wireless environments. Network Protocols (ICNP), 2013: 21st IEEE International Conference on. Goettingen, Germany 07 - 10 Oct 2013 pp. 1-3
eSMART: energy-efficient scalable multimedia broadcast for heterogeneous users
Singhal, C., Trestian, R., De, S. and Muntean, G. 2014. eSMART: energy-efficient scalable multimedia broadcast for heterogeneous users. A World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2014: IEEE 15th International Symposium on. Sydney, NSW, Australia 19 Jun 2014 pp. 1-6
Enhanced power-friendly access network selection strategy for multimedia delivery over heterogeneous wireless networks
Trestian, R., Ormond, O. and Muntean, G. 2014. Enhanced power-friendly access network selection strategy for multimedia delivery over heterogeneous wireless networks. IEEE Transactions on Broadcasting. 60 (1), pp. 85-101. https://doi.org/10.1109/TBC.2014.2301282
Joint optimization of user-experience and energy-efficiency in wireless multimedia broadcast
Singhal, C., De, S., Trestian, R. and Muntean, G. 2013. Joint optimization of user-experience and energy-efficiency in wireless multimedia broadcast. IEEE Transactions on Mobile Computing. 13 (7), pp. 1522-1535. https://doi.org/10.1109/TMC.2013.138
Cross-layer optimisation for topology design of wireless multicast networks via network coding
Vien, Q., Tu, W., Nguyen, H. and Trestian, R. 2014. Cross-layer optimisation for topology design of wireless multicast networks via network coding. 39th Annual IEEE Conference on Local Computer Networks. https://doi.org/10.1109/LCN.2014.6925818
Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2014. Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels. 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). Washington DC, DC, USA 02 - 05 Sep 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 738-742 https://doi.org/10.1109/PIMRC.2014.7136262
Cross-layer optimisation for topology design of wireless multicast networks via network coding
Vien, Q., Tu, W., Nguyen, H. and Trestian, R. 2014. Cross-layer optimisation for topology design of wireless multicast networks via network coding. 39th IEEE Conference on Local Computer Networks (LCN). Edmonton, Canada 08 - 11 Sep 2014 IEEE. pp. 466-469 https://doi.org/10.1109/LCN.2014.6925818
eDOAS: energy-aware device-oriented adaptive multimedia scheme for Wi-Fi offload
Zou, L., Trestian, R. and Muntean, G. 2014. eDOAS: energy-aware device-oriented adaptive multimedia scheme for Wi-Fi offload. 2014 IEEE Wireless Communications and Networking Conference (WCNC). Istanbul, Turkey 06 - 09 Apr 2014 pp. 2916-2921 https://doi.org/10.1109/WCNC.2014.6952915
Power save-based adaptive multimedia delivery mechanism
McMullin, D., Trestian, R. and Muntean, G. 2009. Power save-based adaptive multimedia delivery mechanism. The 9th Information Technology and Telecommunications Conference (IT&T). Dublin, Ireland 22 - 23 Oct 2009
Reputation-based network selection solution in heterogeneous wireless network environments
Bi, T., Trestian, R. and Muntean, G. 2013. Reputation-based network selection solution in heterogeneous wireless network environments. Information Technology and Telecommunications Conference (IT&T). Ireland 09 - 10 May 2013
Device-oriented energy-aware utility-based priority scheduler for video streaming over LTE system
Zou, L., Trestian, R. and Muntean, G. 2013. Device-oriented energy-aware utility-based priority scheduler for video streaming over LTE system. Information Technology and Telecommunications Conference (IT&T). Ireland 09 - 10 May 2013
Location-aware alert system for mobile devices
Sibley, P., Trestian, R. and Muntean, G. 2013. Location-aware alert system for mobile devices. IEEE International Conference on Communications (ICC 2013). Budapest, Hungary 09 - 13 Jun 2013
On the impact of wireless network traffic location and access technology on the mobile device energy consumption
Trestian, R., Ormond, O. and Muntean, G. 2012. On the impact of wireless network traffic location and access technology on the mobile device energy consumption. 2012 IEEE 37th Conference on Local Computer Networks (LCN). Clearwater, FL 22 - 25 Oct 2012 pp. 200-203
Quality utility modelling for multimedia applications for Android mobile devices
Trestian, R., Moldovan, A., Muntean, C., Ormond, O. and Muntean, G. 2012. Quality utility modelling for multimedia applications for Android mobile devices. 2012 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Seoul 27 - 29 Jun 2012 pp. 1-6
Power-friendly access network selection strategy for heterogeneous wireless multimedia networks
Trestian, R., Ormond, O. and Muntean, G. 2010. Power-friendly access network selection strategy for heterogeneous wireless multimedia networks. 2010 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Shanghai, China 24 - 26 Mar 2010 pp. 1-5
Performance of an adaptive multimedia mechanism in a wireless multi-user environment
Trestian, R., Ormond, O. and Muntean, G. 2010. Performance of an adaptive multimedia mechanism in a wireless multi-user environment. 2010 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Shanghai, China 24 - 26 Mar 2010 pp. 1-5
MiceTrap: scalable traffic engineering of datacenter mice flows using OpenFlow
Trestian, R., Muntean, G. and Katrinis, K. 2013. MiceTrap: scalable traffic engineering of datacenter mice flows using OpenFlow. IFIP/IEEE International Symposium on Integrated Network Management (IM 2013). Ghent, Belgium 27 - 31 May 2013 pp. 904-907
Game theory-based network selection: solutions and challenges
Trestian, R., Ormond, O. and Muntean, G. 2012. Game theory-based network selection: solutions and challenges. IEEE Communications Surveys and Tutorials. 14 (4), pp. 1212-1231. https://doi.org/10.1109/SURV.2012.010912.00081
Signal strength-based adaptive multimedia delivery mechanism
Trestian, R., Muntean, G. and Ormond, O. 2009. Signal strength-based adaptive multimedia delivery mechanism. in: 2009 IEEE 34th Conference on Local Computer Networks IEEE. pp. 297-300
Energy-quality-cost tradeoff in a multimedia-based heterogeneous wireless network environment
Trestian, R., Ormond, O. and Muntean, G. 2013. Energy-quality-cost tradeoff in a multimedia-based heterogeneous wireless network environment. IEEE Transactions on Broadcasting. 59 (2), pp. 340-357. https://doi.org/10.1109/TBC.2013.2244790
Energy consumption analysis of video streaming to Android mobile devices
Trestian, R., Moldovan, A., Ormond, O. and Muntean, G. 2012. Energy consumption analysis of video streaming to Android mobile devices. in: 2012 IEEE Network Operations and Management Symposium IEEE. pp. 444-452
DOAS: device-oriented adaptive multimedia scheme for 3GPP LTE systems
Zou, L., Trestian, R. and Muntean, G. 2013. DOAS: device-oriented adaptive multimedia scheme for 3GPP LTE systems. IEEE 24th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC). London, UK 08 - 11 Sep 2013 https://doi.org/10.1109/PIMRC.2013.6666505
Reputation-based network selection solution for improved video delivery quality in heterogeneous wireless network environments
Bi, T., Trestian, R. and Muntean, G. 2013. Reputation-based network selection solution for improved video delivery quality in heterogeneous wireless network environments. 8th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB 2013). London, UK 05 - 07 Jun 2013 https://doi.org/10.1109/BMSB.2013.6621734
A utility-based priority scheduling scheme for multimedia delivery over LTE networks
Zou, L., Trestian, R. and Muntean, G. 2013. A utility-based priority scheduling scheme for multimedia delivery over LTE networks. 8th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB 2013). London, UK 05 - 07 Jun 2013 IEEE. https://doi.org/10.1109/BMSB.2013.6621745.
Reputation-based network selection mechanism using game theory
Trestian, R., Ormond, O. and Muntean, G. 2011. Reputation-based network selection mechanism using game theory. Physical Communication. 4 (3), pp. 156-171. https://doi.org/10.1016/j.phycom.2011.06.004