Machine learning in Radio resource scheduling

Book chapter


Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2019. Machine learning in Radio resource scheduling. in: Comsa, I. and Trestian, R. (ed.) Next-generation wireless networks meet advanced machine learning applications IGI Global. pp. 24-56
Chapter titleMachine learning in Radio resource scheduling
AuthorsComsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G.
Abstract

In access networks, the radio resource management is designed to deal with the system capacity maximization while the quality of service (QoS) requirements need be satisfied for different types of applications. In particular, the radio resource scheduling aims to allocate users' data packets in frequency domain at each predefined transmission time intervals (TTIs), time windows used to trigger the user requests and to respond them accordingly. At each TTI, the scheduling procedure is conducted based on a scheduling rule that aims to focus only on particular scheduling objective such as fairness, delay, packet loss, or throughput requirements. The purpose of this chapter is to formulate and solve an aggregate optimization problem that selects at each TTI the most convenient scheduling rule in order to maximize the satisfaction of all scheduling objectives concomitantly TTI-by-TTI. The use of reinforcement learning is proposed to solve such complex multi-objective optimization problem and to ease the decision making on which scheduling rule should be applied at each TTI.

Page range24-56
Book titleNext-generation wireless networks meet advanced machine learning applications
EditorsComsa, I. and Trestian, R.
PublisherIGI Global
ISBN
Hardcover9781522574583
ISSN2327-3313
Publication dates
Print01 Jan 2019
Publication process dates
Deposited29 Jan 2019
Output statusPublished
Additional information

** From Crossref via Jisc Publications Router.

Digital Object Identifier (DOI)https://doi.org/10.4018/978-1-5225-7458-3.ch002
LanguageEnglish
JournalAdvances in Wireless Technologies and Telecommunication
Permalink -

https://repository.mdx.ac.uk/item/88268

  • 56
    total views
  • 0
    total downloads
  • 0
    views this month
  • 0
    downloads this month

Export as

Related outputs

Threshold signature in off-chain components to manage inter-chain transactions
Bigiotti, A., Mostarda, L., Navarra A, Shah, P. and Trestian, R. 2024. Threshold signature in off-chain components to manage inter-chain transactions. 6th Conference on Blockchain Research & Applications for Innovative Networks and Services. Berlin, Germany 09 - 11 Oct 2024
Energy efficiency optimisation of joint computational task offloading and resource allocation using particle swarm optimisation approach in vehicular edge networks
Alam, A., Shah, P., Trestian, R., Ali, K. and Mapp, G. 2024. Energy efficiency optimisation of joint computational task offloading and resource allocation using particle swarm optimisation approach in vehicular edge networks. Sensors. 24 (10). https://doi.org/10.3390/s24103001
Paving the path: empowering women in STEM from university to industry
Vaka, S., Trestian, R., Baskent, C., Shayesteh, H. and Megeney, A. 2024. Paving the path: empowering women in STEM from university to industry. IEEE Global Engineering Education Conference. Kos, Greece 08 - 11 May 2024 IEEE.
Improved quality of online education using prioritized multi-agent reinforcement learning for video traffic scheduling
Comsa, I., Molnar, A., Tal, I., Imhof, C., Bergamin, P., Muntean, G., Muntean, C. and Trestian, R. 2023. Improved quality of online education using prioritized multi-agent reinforcement learning for video traffic scheduling. IEEE Transactions on Broadcasting. 69 (2), pp. 436-454. https://doi.org/10.1109/TBC.2023.3246815
An innovative blockchain-based traceability framework for industry 4.0 cyber-physical factory
Davis, W., Yaqoob, M., Bennett, L., Mihai, S., Hung, D., Trestian, R., Karamanoglu, M., Barn, B. and Nguyen, H. 2023. An innovative blockchain-based traceability framework for industry 4.0 cyber-physical factory. 2022 11th International Conference on Industrial Technology and Management. Oxford, United Kingdom 18 - 20 Feb 2022 New York, NY, USA Association for Computing Machinery (ACM). https://doi.org/10.1145/3588155.3588174
Joint energy and spectral optimization in Heterogeneous Vehicular Network
Alam, A., Ali, K., Trestian, R., Shah, P. and Mapp, G. 2023. Joint energy and spectral optimization in Heterogeneous Vehicular Network. Computer Networks. 238. https://doi.org/10.1016/j.comnet.2023.110111
Mobile and wireless communications with practical use-case scenarios
Trestian, R. 2022. Mobile and wireless communications with practical use-case scenarios. CRC Press.
Data-driven network performance prediction for B5G networks: a graph neural network approach
Yaqoob, M., Trestian, R. and Nguyen, H. 2022. Data-driven network performance prediction for B5G networks: a graph neural network approach. IEEE 9th International Conference on Communications and Electronics. Nha Trang City, Vietnam 27 - 29 Jul 2022 IEEE. pp. 55-60 https://doi.org/10.1109/ICCE55644.2022.9852048
The Privacy Paradox - investigating people's attitude towards privacy in a time of COVID-19
Trestian, R., Celeste, E., Xie, G., Lohar, P., Bendechache, M., Brennan, R. and Tal, I. 2022. The Privacy Paradox - investigating people's attitude towards privacy in a time of COVID-19. The 14th International Conference on Communications (COMM). Bucharest (Virtual Conference) 16 - 18 Jun 2022 IEEE. https://doi.org/10.1109/COMM54429.2022.9817170
Multisensory 360° videos under varying resolution levels enhance presence
Covaci, A., Saleme, E., Mesfin Assres, G., Comsa, I., Trestian, R., Santos, C. and Ghinea, G. 2023. Multisensory 360° videos under varying resolution levels enhance presence. IEEE Transactions on Visualization and Computer Graphics. 29 (4), pp. 2093-2101. https://doi.org/10.1109/TVCG.2022.3140875
Digital twins: a survey on enabling technologies, challenges, trends and future prospects
Mihai, S., Yaqoob, M., Hung, D., Davis, W., Towakel, P., Raza, M., Karamanoglu, M., Barn, B., Shetve, D., Prasad, R., Venkataraman, H., Trestian, R. and Nguyen, H. 2022. Digital twins: a survey on enabling technologies, challenges, trends and future prospects. IEEE Communications Surveys and Tutorials. 24 (4), pp. 2255-2291. https://doi.org/10.1109/COMST.2022.3208773
RIS-aided smart manufacturing: information transmission and machine health monitoring
Hoang, T., Son, D., Barn, B., Trestian, R. and Nguyen, H. 2022. RIS-aided smart manufacturing: information transmission and machine health monitoring. IEEE Internet of Things Journal. 9 (22), pp. 22930-22943. https://doi.org/10.1109/JIOT.2022.3187189
LearnSDN: optimizing routing over multimedia-based 5G-SDN using machine learning
Al-Jawad, A., Comsa, I., Shah, P. and Trestian, R. 2022. LearnSDN: optimizing routing over multimedia-based 5G-SDN using machine learning. The 14th International Conference on Communications (COMM). Bucharest, Romania [Virtual Conference] 16 - 18 Jun 2022 IEEE. https://doi.org/10.1109/COMM54429.2022.9817277
Unsupervised deep learning-based reconfigurable intelligent surface aided broadcasting communications in industrial IoTs
Dinh-Van, S., Hoang, T., Trestian, R. and Nguyen, H. 2022. Unsupervised deep learning-based reconfigurable intelligent surface aided broadcasting communications in industrial IoTs. IEEE Internet of Things Journal. 9 (19), pp. 19515-19528. https://doi.org/10.1109/JIOT.2022.3169276
REDO: a reinforcement learning-based dynamic routing algorithm selection method for SDN
Al-Jawad, A., Comsa, I., Shah, P., Gemikonakli, O. and Trestian, R. 2021. REDO: a reinforcement learning-based dynamic routing algorithm selection method for SDN. 2021 IEEE NFV-SDN. Virtual Conference 09 - 11 Nov 2021 IEEE. pp. 54-59 https://doi.org/10.1109/NFV-SDN53031.2021.9665140
An innovative reinforcement learning-based framework for quality of service provisioning over multimedia-based SDN environments
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
PRIVATT - a closer look at people’s data privacy attitudes in times of COVID-19
Trestian, R., Xie, G., Lohar, P., Celeste, E., Bendechache, M., Brennan, R. and Tal, I. 2021. PRIVATT - a closer look at people’s data privacy attitudes in times of COVID-19. IEEE International Mediterranean Conference on Communications and Networking (MeditCom). Hybrid: In-Person in Athens, Greece and Virtual Conference 07 - 10 Sep 2021 IEEE. pp. 174-179 https://doi.org/10.1109/MeditCom49071.2021.9647539
Public attitudes towards privacy in COVID-19 times in the Republic of Ireland: a pilot study
Bendechache, M., Lohar, P., Xie, G., Brennan, R., Trestian, R., Celeste, E., Kapanova, K., Jayasekera, E. and Tal, I. 2021. Public attitudes towards privacy in COVID-19 times in the Republic of Ireland: a pilot study. Information Security Journal: A Global Perspective. 30 (5), pp. 281-293. https://doi.org/10.1080/19393555.2021.1956650
Privacy in a time of Covid-19: how concerned are you?
Trestian, R., Xie, G., Lohar, P., Celeste, E., Bendechache, M., Brennan, R., Jayasekera, E., Connolly, R. and Tal, I. 2021. Privacy in a time of Covid-19: how concerned are you? IEEE Security and Privacy. 19 (5), pp. 26-135. https://doi.org/10.1109/MSEC.2021.3092607
Privacy in times of COVID-19: a pilot study in the Republic of Ireland
Xie, G., Lohar, P., Florea, C., Bendechache, M., Trestian, R., Brennan, R., Connolly, R. and Tal, I. 2021. Privacy in times of COVID-19: a pilot study in the Republic of Ireland. 4th Interdisciplinary Workshop on Privacy and Trust (iPAT 2021) to be held in conjunction with the 16th International Conference on Availability, Reliability and Security (ARES 2021). All-Digital Conference 17 - 20 Aug 2021 ACM. pp. 1-6 https://doi.org/10.1145/3465481.3470096
Irish attitudes toward COVID tracker app & privacy: sentiment analysis on Twitter and survey data
Lohar, P., Xie, G., Bendechache, M., Brennan, R., Celeste, E., Trestian, R. and Tal, I. 2021. Irish attitudes toward COVID tracker app & privacy: sentiment analysis on Twitter and survey data. 16th International Workshop on Frontiers in Availability, Reliability and Security (FARES 2021) to be held in conjunction with the 16th International Conference on Availability, Reliability and Security (ARES 2021). All-Digital Conference 17 - 20 Aug 2021 ACM. pp. 1-8 https://doi.org/10.1145/3465481.3469193
A machine learning resource allocation solution to improve video quality in remote education
Comsa, I., Molnar, A., Tal, I., Bergamin, P., Muntean, G., Muntean, C. and Trestian, R. 2021. A machine learning resource allocation solution to improve video quality in remote education. IEEE Transactions on Broadcasting. 67 (3), pp. 664-684. https://doi.org/10.1109/TBC.2021.3068872
A digital twin framework for predictive maintenance in industry 4.0
Mihai, S., Davis, W., Hung, D., Trestian, R., Karamanoglu, M., Barn, B., Prasad, R., Venkataraman, H. and Nguyen, H. 2021. A digital twin framework for predictive maintenance in industry 4.0. HPCS 2020: 18th Annual Meeting. Barcelona, Spain (Online Virtual Conference) 22 - 27 Mar 2021 IEEE.
Guaranteeing user rates with reinforcement learning in 5G radio access networks
Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2021. Guaranteeing user rates with reinforcement learning in 5G radio access networks. in: Information Resources Management Association (USA) (ed.) Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society United States IGI Global. pp. 151-186
Probabilistic method for time-varying reliability analysis of structure via variational bayesian neural network
Dang, H., Trestian, R., Bui-Tien, T. and Nguyen, H. 2021. Probabilistic method for time-varying reliability analysis of structure via variational bayesian neural network. Structures. 34, pp. 3703-3715. https://doi.org/10.1016/j.istruc.2021.09.069
Solutions for improving rich media streaming quality in heterogeneous network environments
Trestian, R. and Muntean, G. 2021. Solutions for improving rich media streaming quality in heterogeneous network environments. in: Wiley Encyclopedia of Electrical and Electronics Engineering Wiley.
Digital twin for 5G and beyond
Nguyen, H., Trestian, R., To, D. and Tatipamula, M. 2021. Digital twin for 5G and beyond. IEEE Communications Magazine. 59 (2), pp. 10-15. https://doi.org/10.1109/MCOM.001.2000343
The influence of human factors on 360° mulsemedia QoE
Saleme, E., Covaci, A., Assres, G., Comsa, I., Trestian, R., Santos, C.A.S. and Ghinea, G. 2021. The influence of human factors on 360° mulsemedia QoE. International Journal of Human-Computer Studies. 146. https://doi.org/10.1016/j.ijhcs.2020.102550
From serendipity to sustainable Green IoT: technical, industrial and political perspective
Tuysuz, M. and Trestian, R. 2020. From serendipity to sustainable Green IoT: technical, industrial and political perspective. Computer Networks. 182. https://doi.org/10.1016/j.comnet.2020.107469
Exploring a new framework to build mobile QoS-aware applications and services for future internet
Ezenwigbo, A., Kirsal, Y., Paranthaman, V., Mapp, G. and Trestian, R. 2018. Exploring a new framework to build mobile QoS-aware applications and services for future internet. Journal of Communications. 13 (10), pp. 559-573. https://doi.org/10.12720/jcm.13.10.559-573
Security aspects of communications in VANETs
Mihai, S., Dokuz, N., Ali, M., Shah, P. and Trestian, R. 2020. Security aspects of communications in VANETs. COMM 2020. Bucharest, Romania 18 - 20 Jun 2020 Institute of Electrical and Electronics Engineers (IEEE). pp. 277-282 https://doi.org/10.1109/COMM48946.2020.9142034
Towards autonomous driving: a machine learning-based pedestrian detection system using 16-layer LiDAR
Mihai, S., Shah, P., Mapp, G., Nguyen, H. and Trestian, R. 2020. Towards autonomous driving: a machine learning-based pedestrian detection system using 16-layer LiDAR. COMM 2020. Bucharest, Romania 18 - 20 Jun 2020 Institute of Electrical and Electronics Engineers (IEEE). pp. 271-276 https://doi.org/10.1109/COMM48946.2020.9142042
Exploring the provision of reliable network storage in highly mobile environments
Ezenwigbo, A., Ramirez, J., Karthick, G., Mapp, G. and Trestian, R. 2020. Exploring the provision of reliable network storage in highly mobile environments. COMM 2020. Bucharest, Romania 18 - 20 Jun 2020 Institute of Electrical and Electronics Engineers (IEEE). pp. 255-260 https://doi.org/10.1109/COMM48946.2020.9142033
A new service management framework for vehicular networks
Ramirez, J., Ezenwigbo, A., Karthick, G., Trestian, R. and Mapp, G. 2020. A new service management framework for vehicular networks. 23rd Conference on Innovation in Clouds, Internet and Networks and Workshops. Paris, France 23 - 27 Feb 2020 IEEE. pp. 162-164 https://doi.org/10.1109/ICIN48450.2020.9059441
An innovative machine learning-based scheduling solution for improving live UHD video streaming quality in highly dynamic network environments
Comsa, I., Muntean, G. and Trestian, R. 2021. An innovative machine learning-based scheduling solution for improving live UHD video streaming quality in highly dynamic network environments. IEEE Transactions on Broadcasting. 67 (1), pp. 212-224. https://doi.org/10.1109/TBC.2020.2983298
A digital twin framework for Industry 4.0 enabling next-gen manufacturing
Raza, M., Kumar, P., Viet Hung, D., Davis, W., Nguyen, H. and Trestian, R. 2020. A digital twin framework for Industry 4.0 enabling next-gen manufacturing. International Conference on Industrial Technology and Management (ICITM 2020). Oxford, United Kingdom 11 - 13 Feb 2020 IEEE. pp. 73-77 https://doi.org/10.1109/ICITM48982.2020.9080395
Performance evaluation of routing strategies over multimedia-based SDNs under realistic environments
Al-Jawad, A., Shah, P., Gemikonakli, O., Comsa, I. and Trestian, R. 2020. Performance evaluation of routing strategies over multimedia-based SDNs under realistic environments. 6th IEEE NetSoft 2020. Virtual Conference (originally planned for Ghent, Belgium, Belgium) 29 Jun - 03 Jul 2020 Institute of Electrical and Electronics Engineers (IEEE). pp. 160-164 https://doi.org/10.1109/NetSoft48620.2020.9165521
5MART: A 5G SMART scheduling framework for optimizing QoS through reinforcement learning
Comsa, I., Trestian, R., Muntean, G. and Ghinea, G. 2020. 5MART: A 5G SMART scheduling framework for optimizing QoS through reinforcement learning. IEEE Transactions on Network and Service Management. 17 (2), pp. 1110-1124. https://doi.org/10.1109/TNSM.2019.2960849
360° Mulsemedia: a way to improve subjective QoE in 360° videos
Covaci, A., Trestian, R., Saleme, E., Comsa, I., Assres, G., Santos, C. and Ghinea, G. 2019. 360° Mulsemedia: a way to improve subjective QoE in 360° videos. 27th ACM International Conference on Multimedia. Nice, France 21 - 25 Oct 2019 ACM. pp. 2378-2386 https://doi.org/10.1145/3343031.3350954
Do I smell coffee? The tale of a 360º Mulsemedia experience
Comsa, I., Saleme, E., Covaci, A., Assres, G., Trestian, R., Santos, C. and Ghinea, G. 2020. Do I smell coffee? The tale of a 360º Mulsemedia experience. IEEE MultiMedia. 27 (1), pp. 27-36. https://doi.org/10.1109/MMUL.2019.2954405
A comparison of reinforcement learning algorithms in fairness-oriented OFDMA schedulers
Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2019. A comparison of reinforcement learning algorithms in fairness-oriented OFDMA schedulers. Information. 10 (10). https://doi.org/10.3390/info10100315
Enhancing user fairness in OFDMA radio access networks through machine learning
Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2019. Enhancing user fairness in OFDMA radio access networks through machine learning. Wireless Days (WD). Manchester, UK 24 - 26 Apr 2019 IEEE. pp. 1-8 https://doi.org/10.1109/WD.2019.8734262
Implementation and performance evaluation of a MIMO-VLC system for data transmissions
Jesuthasan, F., Rohitkumar, H., Shah, P. and Trestian, R. 2019. Implementation and performance evaluation of a MIMO-VLC system for data transmissions. 2019 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Jeju, South Korea 05 - 07 Jun 2019 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/BMSB47279.2019.8971932
A real-time power monitoring and energy-efficient network/interface selection tool for android smartphones
Tuysuz, M., Murat, U. and Trestian, R. 2019. A real-time power monitoring and energy-efficient network/interface selection tool for android smartphones. Journal of Network and Computer Applications. 127, pp. 107-121. https://doi.org/10.1016/j.jnca.2018.11.013
Towards 5G: A reinforcement learning-based scheduling solution for data traffic management
Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2018. Towards 5G: A reinforcement learning-based scheduling solution for data traffic management. IEEE Transactions on Network and Service Management. 15 (4), pp. 1661-1675. https://doi.org/10.1109/TNSM.2018.2863563
Guaranteeing user rates with reinforcement learning in 5G Radio access networks
Comsa, I., Zhang, S., Aydin, M., Kuonen, P., Trestian, R. and Ghinea, G. 2019. Guaranteeing user rates with reinforcement learning in 5G Radio access networks. in: Comsa, I. and Trestian, R. (ed.) Next-generation wireless networks meet advanced machine learning applications IGI Global. pp. 163-198
Exploring intelligent service migration in vehicular networks
Ezenwigbo, A., Paranthaman, V., Mapp, G. and Trestian, R. 2019. Exploring intelligent service migration in vehicular networks. Gao, H., Yin, Y., Yang, X. and Miao, H. (ed.) TridentCom 2018: International Conference on Testbeds and Research Infrastructures. Shanghai, China 16 - 18 Nov 2018 Springer. pp. 41-61 https://doi.org/10.1007/978-3-030-12971-2_3
AROMA: An adapt-or-reroute strategy for multimedia applications over SDN-based wireless environments
Abdulkadir, I., Al-Jawad, A., Shah, P., Vien, Q., Tuysuz, M. and Trestian, R. 2019. AROMA: An adapt-or-reroute strategy for multimedia applications over SDN-based wireless environments. 2019 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Jeju, South Korea 05 - 07 Jun 2019 IEEE. https://doi.org/10.1109/BMSB47279.2019.8971842
An auto-scaling framework for analyzing big data in the cloud environment
Jannapureddy, R., Vien, Q., Shah, P. and Trestian, R. 2019. An auto-scaling framework for analyzing big data in the cloud environment. Applied Sciences. 9 (7), pp. 1-16. https://doi.org/10.3390/app9071417
Multi-path routing for mission critical applications in software-defined networks
Ramirez, R., Vien, Q., Trestian, R., Mostarda, L. and Shah, P. 2019. Multi-path routing for mission critical applications in software-defined networks. Duong, T. and Vo, N. (ed.) 14th EAI International Conferenceon Industrial Networks and Intelligent Systems, INISCOM 2018. Da Nang, Vietnam 27 - 28 Aug 2018 Springer, Cham. pp. 38-48 https://doi.org/10.1007/978-3-030-05873-9_4
360° mulsemedia experience over next generation wireless networks - a reinforcement learning approach
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
Seamless multimedia delivery within a heterogeneous wireless networks environment: are we there yet?
Trestian, R., Comsa, I. and Tuysuz, M. 2018. Seamless multimedia delivery within a heterogeneous wireless networks environment: are we there yet? IEEE Communications Surveys and Tutorials. 20 (2), pp. 945-977. https://doi.org/10.1109/COMST.2018.2789722
Exploring a new transport protocol for vehicular networks
Ezenwigbo, A., Paranthaman, V., Trestian, R., Mapp, G. and Sardis, F. 2018. Exploring a new transport protocol for vehicular networks. 5th International Conference on Internet of Things: Systems, Management and Security (IoTSMS). Valencia, Spain 15 - 18 Oct 2018 IEEE. pp. 287-294 https://doi.org/10.1109/IoTSMS.2018.8554836
Policy-based QoS management framework for software-defined networks
Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. 2018. Policy-based QoS management framework for software-defined networks. ISNCC 2018: International Symposium on Networks, Computers and Communications. Rome, Italy 19 - 21 Jun 2018 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ISNCC.2018.8530994
LearnQoS: a learning approach for optimizing QoS over multimedia-based SDNs
Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. 2018. LearnQoS: a learning approach for optimizing QoS over multimedia-based SDNs. 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.2018.8436781
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
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
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
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
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
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