An innovative reinforcement learning-based framework for quality of service provisioning over multimedia-based SDN environments

Article

Al-Jawad, A., Comsa, I., Shah, P., Gemikonakli, O. and Trestian, R. 2021. An innovative reinforcement learning-based framework for quality of service provisioning over multimedia-based SDN environments. IEEE Transactions on Broadcasting. 67 (4), pp. 851-867. https://doi.org/10.1109/TBC.2021.3099728
TypeArticle
TitleAn innovative reinforcement learning-based framework for quality of service provisioning over multimedia-based SDN environments
AuthorsAl-Jawad, A., Comsa, I., Shah, P., Gemikonakli, O. and Trestian, R.
Abstract

Within the current global context, the coronavirus pandemic has led to an unprecedented surge in the Internet traffic, with most of the traffic represented by video. The improved wired and guided network infrastructure along with the emerging 5G networks enables the provisioning of increased bandwidth support while the virtualization introduced by the integration of Software Defined Networks (SDN) enables traffic management and remote orchestration of networking devices. However, the popularity and variety of multimediarich applications along with the increased number of users has led to an ever increasing pressure that these multimedia-rich content applications are placing on the underlying networks.
Consequently, a simple increase in the system capacity will not be enough and an intelligent traffic management solution is required to enable the Quality of Service (QoS) provisioning. In this context, this paper proposes a Reinforcement Learning (RL)-based framework within a multimedia-based SDN environment, that decides on the most suitable routing algorithm to be applied on the QoS-based traffic flows to improve QoS provisioning. The proposed RL-based solution was implemented and evaluated using an experimental setup under a realistic SDN environment and compared against other state-of-the-art solutions from the literature in terms of throughput, packet loss, latency, peak signal-to-noise ratio (PSNR) and mean opinion score (MOS). The proposed RL-based framework finds the best trade-off between QoS vs. Quality of User Experience (QoE) when compared to other state-of-the-art approaches.

KeywordsRouting; Quality of service; Heuristic algorithms; Quality of experience; Internet; Bandwidth; Topology; Multimedia; QoE; QoS; reinforcement learning; routing algorithms; SDN
PublisherIEEE
JournalIEEE Transactions on Broadcasting
ISSN0018-9316
Electronic1557-9611
Publication dates
Online09 Aug 2021
Print31 Dec 2021
Publication process dates
Deposited16 Jul 2021
Accepted14 Jul 2021
Output statusPublished
Accepted author manuscript
Copyright Statement

© 2021 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/TBC.2021.3099728
Web of Science identifierWOS:000728137100009
LanguageEnglish
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On the impact of visible light communication for audio and video transmissions
Jesuthasan, F., Rohitkumar, H., Shah, P., Nguyen, H. and Trestian, R. 2018. On the impact of visible light communication for audio and video transmissions. 13th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Valencia, Spain 06 - 08 Jun 2018 IEEE. pp. 1-6 https://doi.org/10.1109/BMSB.2018.8436852
E³DOAS: balancing QoE and energy-saving for multi-device adaptation in future mobile wireless video delivery
Zou, L., Trestian, R. and Muntean, G. 2018. E³DOAS: balancing QoE and energy-saving for multi-device adaptation in future mobile wireless video delivery. IEEE Transactions on Broadcasting. 64 (1), pp. 26-40. https://doi.org/10.1109/TBC.2017.2722221
Does the assumption of exponential arrival distributions in wireless sensor networks hold?
Doddapaneni, K., Tasiran, A., Omondi, F., Ever, E., Shah, P., Mostarda, L. and Gemikonakli, O. 2018. Does the assumption of exponential arrival distributions in wireless sensor networks hold? International Journal of Sensor Networks. 26 (2), pp. 81-100. https://doi.org/10.1504/IJSNET.2018.089258
Energy-efficient vertical handover parameters, classification and solutions over wireless heterogeneous networks: a comprehensive survey
Tuysuz, M. and Trestian, R. 2017. Energy-efficient vertical handover parameters, classification and solutions over wireless heterogeneous networks: a comprehensive survey. Wireless Personal Communications. 97 (1), pp. 1155-1184. https://doi.org/10.1007/s11277-017-4559-7
Non-orthogonal multiple access schemes for next-generation 5G networks: a survey
Bhuvanasundaram, N., Nguyen, H., Trestian, R. and Vien, Q. 2017. Non-orthogonal multiple access schemes for next-generation 5G networks: a survey. in: 5G Radio Access Networks: Centralized RAN, Cloud-RAN and Virtualization of Small Cells CRC Press. pp. 51-66
Exploring a new proactive algorithm for resource management and its application to wireless mobile environments
Paranthaman, V., Kirsal, Y., Mapp, G., Shah, P. and Nguyen, H. 2017. Exploring a new proactive algorithm for resource management and its application to wireless mobile environments. 42nd Conference on Local Computer Networks (LCN). Singapore 09 - 12 Oct 2017 IEEE. pp. 539-542 https://doi.org/10.1109/LCN.2017.86
OFLoad: An OpenFlow-based dynamic load balancing strategy for datacenter networks
Trestian, R., Katrinis, K. and Muntean, G. 2017. OFLoad: An OpenFlow-based dynamic load balancing strategy for datacenter networks. IEEE Transactions on Network and Service Management. 14 (4), pp. 792-803. https://doi.org/10.1109/TNSM.2017.2758402
UEFA-M: Utility-based energy efficient adaptive multimedia mechanism over LTE HetNet small cells
Trestian, R., Vien, Q., Shah, P. and Mapp, G. 2017. UEFA-M: Utility-based energy efficient adaptive multimedia mechanism over LTE HetNet small cells. 14th International Symposium on Wireless Communication Systems. Bologna, Italy​ 28 - 31 Aug 2017 Institute of Electrical and Electronics Engineers (IEEE). pp. 408-413 https://doi.org/10.1109/ISWCS.2017.8108149
QoS-based routing over software defined networks
Kucminski, A., Al-Jawad, A., Shah, P. and Trestian, R. 2017. QoS-based routing over software defined networks. 12th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting. Cagliari, Italy 07 - 09 Jun 2017 IEEE. pp. 1-6 https://doi.org/10.1109/BMSB.2017.7986239
Performance evaluation of NOMA under Wireless Downlink Cloud Radio Access networks environments
Vien, Q., Ogbonna, N., Nguyen, H., Trestian, R. and Shah, P. 2017. Performance evaluation of NOMA under Wireless Downlink Cloud Radio Access networks environments. in: Venkataraman, H. and Trestian, R. (ed.) 5G Radio Access Networks: Centralized RAN, Cloud-RAN and Virtualization of Small Cells CRC Press. pp. 67-84
Building a prototype VANET testbed to explore communication dynamics in highly mobile environments
Paranthaman, V., Ghosh, A., Mapp, G., Iniovosa, V., Shah, P., Nguyen, H., Gemikonakli, O. and Rahman, S. 2017. Building a prototype VANET testbed to explore communication dynamics in highly mobile environments. Guo, S., Wei, G., Xiang, Y., Lin, X. and Lorenz, P. (ed.) International Conference on Testbeds and Research Infrastructures (TridentCom 2016). Hangzhou, china 14 - 15 Jun 2016 Springer, Cham. pp. 81-90 https://doi.org/10.1007/978-3-319-49580-4_8
Towards connecting people, locations and real-world events in a cellular network
Trestian, R., Shah, P., Nguyen, H., Vien, Q., Gemikonakli, O. and Barn, B. 2017. Towards connecting people, locations and real-world events in a cellular network. Telematics and Informatics. 34 (1), pp. 244-271. https://doi.org/10.1016/j.tele.2016.05.006
A roadmap for a green interface selection standardization over wireless HetNets
Tuysuz, M. and Trestian, R. 2015. A roadmap for a green interface selection standardization over wireless HetNets. 2015 IEEE Globecom Workshops (GC Wkshps). San Diego, CA, USA 06 - 10 Dec 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 1-6 https://doi.org/10.1109/GLOCOMW.2015.7414035
Architecture for public safety network using D2D communication
Ali, K., Nguyen, H., Shah, P., Vien, Q. and Bhuvanasundaram, N. 2016. Architecture for public safety network using D2D communication. IEEE Conference on Wireless Communications and Networking. Doha, Qatar 03 - 06 Apr 2016 IEEE. https://doi.org/10.1109/wcnc.2016.7564671
Architecture for public safety network using D2D communication
Ali, K., Nguyen, H., Shah, P., Vien, Q. and Bhuvanasundaram, N. 2016. Architecture for public safety network using D2D communication. 2016 IEEE Wireless Communications and Networking Conference Workshops (WCNCW). Doha, Qatar 03 - 06 Apr 2016 IEEE. pp. 206-211 https://doi.org/10.1109/WCNCW.2016.7552700
A hybrid double-threshold based cooperative spectrum sensing over fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2016. A hybrid double-threshold based cooperative spectrum sensing over fading channels. IEEE Transactions on Wireless Communications. 15 (3), pp. 1821-1834. https://doi.org/10.1109/TWC.2015.2496598
Compression-based technique for SDN using sparse-representation dictionary
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
Disaster management communication networks: challenges and architecture design
Ali, K., Nguyen, H., Vien, Q. and Shah, P. 2015. Disaster management communication networks: challenges and architecture design. 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops 2015). St. Louis, Missouri, USA 23 - 27 Mar 2015 IEEE. pp. 537-542 https://doi.org/10.1109/PERCOMW.2015.7134094
Packet arrival analysis in wireless sensor networks
Doddapaneni, K., Shah, P., Ever, E., Tasiran, A., Omondi, F., Mostarda, L. and Gemikonakli, O. 2015. Packet arrival analysis in wireless sensor networks. IEEE 29th International Conference on Advanced Information Networking and Applications Workshops (WAINA), 2015. Gwangiu, South Korea 24 - 27 Mar 2015 IEEE. pp. 164-169 https://doi.org/10.1109/WAINA.2015.101
A framework for energy based performability models for wireless sensor networks
Omondi, F., Shah, P., Gemikonakli, O. and Ever, E. 2015. A framework for energy based performability models for wireless sensor networks. IEEE 29th International Conference on Advanced Information Networking and Applications Workshops (WAINA-2015). Gwangju, South Korea 24 - 27 Mar 2015 IEEE. pp. 175-180 https://doi.org/10.1109/WAINA.2015.111
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
Low complexity sub-block perceptual distortion assessment for mode decision and rate-control
Joshi, Y., Loo, J., Shah, P., Rahman, S. and Tasiran, A. 2015. Low complexity sub-block perceptual distortion assessment for mode decision and rate-control. 2015 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB 2015). Ghent, Belgium 17 - 19 Jun 2015 IEEE. pp. 1-9 https://doi.org/10.1109/BMSB.2015.7177262
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
On demand multicast routing in wireless sensor networks
Sule, C., Shah, P., Doddapaneni, K., Gemikonakli, O. and Ever, E. 2014. On demand multicast routing in wireless sensor networks. Advanced Information Networking and Applications Workshops (WAINA 2014). Victoria, BC, Canada 13 - 16 May 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 233-238 https://doi.org/10.1109/WAINA.2014.47
Deployment challenges and developments in wireless sensor networks clustering
Doddapaneni, K., Omondi, F., Ever, E., Shah, P., Gemikonakli, O. and Gagliardi, R. 2014. Deployment challenges and developments in wireless sensor networks clustering. Advanced Information Networking and Applications Workshops (WAINA), 2014 28th International Conference on. Victoria, Canada 13 - 16 May 2014 IEEE. pp. 227-232 https://doi.org/10.1109/WAINA.2014.46
Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks
Vien, Q., Nguyen, H., Shah, P., Ever, E. and To, D. 2014. Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks. IEEE 79th Vehicular Technology Conference: VTC2014-Spring. Seoul, Korea (South) 18 - 21 May 2014 IEEE. pp. 1-5 https://doi.org/10.1109/VTCSpring.2014.7023073
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
A novel low complexity local hybrid pseudo-SSIM-SATD distortion metric towards perceptual rate control
Joshi, Y., Loo, J., Shah, P., Rahman, S. and Chang, Y. 2013. A novel low complexity local hybrid pseudo-SSIM-SATD distortion metric towards perceptual rate control. 8th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB 2013). London, UK 05 - 07 Jun 2013 IEEE. pp. 1-6 https://doi.org/10.1109/BMSB.2013.6621695
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.
Review of standard traditional distortion metrics and a need for perceptual distortion metric at a (sub) macroblock level
Joshi, Y., Shah, P., Loo, J. and Rahman, S. 2013. Review of standard traditional distortion metrics and a need for perceptual distortion metric at a (sub) macroblock level. 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.2013.6621755
Modelling wireless sensor networks for performability evaluation
Omondi, F., Ever, E., Shah, P. and Gemikonakli, O. 2013. Modelling wireless sensor networks for performability evaluation. The 12th International Conference on Ad Hoc Networks and Wireless, (ADHOC-NOW 2013). Wrocław, Poland 08 - 10 Jul 2013 Springer. pp. 172-184 https://doi.org/10.1007/978-3-642-39247-4_15
UHEED - an unequal clustering algorithm for wireless sensor networks
Ever, E., Luchmun, R., Mostarda, L., Navarra, A. and Shah, P. 2012. UHEED - an unequal clustering algorithm for wireless sensor networks. Sensornets 2012. Rome, Italy 24 - 26 Feb 2012
Ultra-high density scanning electrical probe phase-change memory for archival storage.
Wang, L., Shah, P., Wright, C., Aziz, M., Sebastian, A., Pozidis, H. and Pauza, A. 2010. Ultra-high density scanning electrical probe phase-change memory for archival storage. International Symposium on Optical Memory. Taiwan Oct 2010
Asymmetric MAP decoding for perpendicular magnetic recording
Ahmed, M., Farhner, A. and Shah, P. 2005. Asymmetric MAP decoding for perpendicular magnetic recording. International Symposium on Physics of Magnetic Materials (ISPMM 2005). Singapore 14 - 16 Sep 2005
Novel multi-level magnetic recording using modern error correction.
Shah, P., Ahmed, M., Ambroze, M., Tjhai, C. and Davey, P. 2006. Novel multi-level magnetic recording using modern error correction. European Phase Change and Ovonic Symposium. Grenoble, France
New method for generalised PR target design for perpendicular magnetic recording
Shah, P., Ahmed, M. and Kurihara, Y. 2007. New method for generalised PR target design for perpendicular magnetic recording. The Eighth Perpendicular Magnetic Recording Conference (PMRC 2007). Tokyo International Forum, Tokyo, Japan
Optimisation of the recording and readout performance of phase-change media for scanning probe storage applications
Wright, C., Aziz, M., Wang, L. and Shah, P. 2009. Optimisation of the recording and readout performance of phase-change media for scanning probe storage applications. European Phase Change and Ovonic Symposium. Aachen, Germany Sep 2009
Towards ultra-high density scanning-probe memory using rewritable phase-change media
Wang, L., Shah, P., Wright, C. and Aziz, M. 2010. Towards ultra-high density scanning-probe memory using rewritable phase-change media. European Phase Change and Ovonic Conference. Milan, Italy 05 - 07 Sep 2010
Phase-change technologies: from PCRAM to probe-storage to processors
Wright, C., Ashawaraya, P., Ashwin, P., Aziz, M., Hicken, R., Kohary, K., Liu, Y., Marmier, A., Shah, P., Vazquez, J. and Wang, L. 2010. Phase-change technologies: from PCRAM to probe-storage to processors. European Phase Change and Ovonic Conference. Milano 05 - 07 Sep 2010
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
The design of rewritable ultrahigh density scanning-probe phase-change memories
Wright, C., Wang, L., Shah, P., Aziz, M., Varesi, E., Bez, R., Moroni, M. and Cazzaniga, F. 2011. The design of rewritable ultrahigh density scanning-probe phase-change memories. IEEE Transactions on Nanotechnology. 10 (4), pp. 900-912. https://doi.org/10.1109/TNANO.2010.2089638
Ultra high density scanning electrical probe phase-change memory for archival storage
Wang, L., Wright, C., Shah, P., Aziz, M., Sebastian, A., Pozidis, H. and Pauza, A. 2011. Ultra high density scanning electrical probe phase-change memory for archival storage. Japanese Journal of Applied Physics. 50 (9S1), pp. 1-2. https://doi.org/10.1143/JJAP.50.09MD04
Scanning probe memories - Technology and applications
Wright, C., Aziz, M., Shah, P. and Wang, L. 2011. Scanning probe memories - Technology and applications. Current Applied Physics. 11 (2, Supplement), pp. e104-e109. https://doi.org/10.1016/j.cap.2010.11.130
Write strategies for multiterabit per square inch scanned-probe phase-change memories
Wright, C., Shah, P., Wang, L., Aziz, M., Sebastian, A. and Pozidis, H. 2010. Write strategies for multiterabit per square inch scanned-probe phase-change memories. Applied Physics Letters. 97 (17). https://doi.org/10.1063/1.3506584
The design of re-writeable ultra-high density scanning-probe phase-change memories
Wright, C., Wang, L., Shah, P., Aziz, M., Varesi, E., Bez, R., Moroni, M. and Cazzaniga, F. 2010. The design of re-writeable ultra-high density scanning-probe phase-change memories. IEEE Transactions on Nanotechnology. https://doi.org/10.1109/TNANO.2010.2089638
Novel soft-feedback equalization method for multilevel magnetic recording
Shah, P., Ahmed, M., Ambroze, M., Tjhai, C. and Davey, P.J. 2007. Novel soft-feedback equalization method for multilevel magnetic recording. Tenth joint Magnetism and Magnetic Materials - International Magentics (MMM–INTERMAG) conference. Baltimore, Maryland, USA 07 - 11 Jan 2007 IEEE. https://doi.org/10.1109/TMAG.2007.894010