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2022

Conference Publication

E-GraphSAGE: a graph neural network based intrusion detection system for IoT

Lo, Wai Weng, Layeghy, Siamak, Sarhan, Mohanad, Gallagher, Marcus and Portmann, Marius (2022). E-GraphSAGE: a graph neural network based intrusion detection system for IoT. NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, Budapest, Hungary, 25-29 April 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/noms54207.2022.9789878

E-GraphSAGE: a graph neural network based intrusion detection system for IoT

2022

Conference Publication

FDGATII: Fast Dynamic Graph Attention with Initial Residual and Identity

Kulatilleke, Gayan K., Portmann, Marius, Ko, Ryan and Chandra, Shekhar S. (2022). FDGATII: Fast Dynamic Graph Attention with Initial Residual and Identity. 35th Australasian Joint Conference on Artificial Intelligence: AI 2022, Perth, WA Australia, 5–8 December 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-22695-3_6

FDGATII: Fast Dynamic Graph Attention with Initial Residual and Identity

2021

Journal Article

Edge intelligence framework for data-driven dynamic priority sensing and transmission

Ghosh, Sushmita, De, Swades, Chatterjee, Shouri and Portmann, Marius (2021). Edge intelligence framework for data-driven dynamic priority sensing and transmission. IEEE Transactions on Green Communications and Networking, 6 (1), 376-390. doi: 10.1109/TGCN.2021.3136139

Edge intelligence framework for data-driven dynamic priority sensing and transmission

2021

Journal Article

Towards a standard feature set for network intrusion detection system datasets

Sarhan, Mohanad, Layeghy, Siamak and Portmann, Marius (2021). Towards a standard feature set for network intrusion detection system datasets. Mobile Networks and Applications, 27 (1), 357-370. doi: 10.1007/s11036-021-01843-0

Towards a standard feature set for network intrusion detection system datasets

2021

Conference Publication

FlowGAN - Synthetic Network Flow Generation using Generative Adversarial Networks

Manocchio, Liam Daly, Layeghy, Siamak and Portmann, Marius (2021). FlowGAN - Synthetic Network Flow Generation using Generative Adversarial Networks. International Conference on Computational Science and Engineering (CSE), Shenyang, China, 20-22 October 2021. Piscataway, NJ, United States: IEEE. doi: 10.1109/cse53436.2021.00033

FlowGAN - Synthetic Network Flow Generation using Generative Adversarial Networks

2021

Journal Article

Task scheduling for energy harvesting-based IoT: a survey and critical analysis

Sandhu, Muhammad Moid, Khalifa, Sara, Jurdak, Raja and Portmann, Marius (2021). Task scheduling for energy harvesting-based IoT: a survey and critical analysis. IEEE Internet of Things Journal, 8 (18) 9446528, 13825-13848. doi: 10.1109/JIOT.2021.3086186

Task scheduling for energy harvesting-based IoT: a survey and critical analysis

2021

Journal Article

Deep learning-based cattle behaviour classification using joint time-frequency data representation

Hosseininoorbin, Seyedehfaezeh, Layeghy, Siamak, Kusy, Brano, Jurdak, Raja, Bishop-Hurley, Greg J., Greenwood, Paul L and Portmann, Marius (2021). Deep learning-based cattle behaviour classification using joint time-frequency data representation. Computers and Electronics in Agriculture, 187 106241, 106241. doi: 10.1016/j.compag.2021.106241

Deep learning-based cattle behaviour classification using joint time-frequency data representation

2021

Journal Article

Learning-based adaptive sensor selection framework for multi-sensing WSN

Ghosh, Sushmita, De, Swades, Chatterjee, Shouri and Portmann, Marius (2021). Learning-based adaptive sensor selection framework for multi-sensing WSN. IEEE Sensors Journal, 21 (12) 9388700, 13551-13563. doi: 10.1109/jsen.2021.3069264

Learning-based adaptive sensor selection framework for multi-sensing WSN

2021

Conference Publication

SolAR: energy positive human activity recognition using solar cells

Sandhu, Muhammad Moid, Khalifa, Sara, Geissdoerfer, Kai, Jurdak, Raja and Portmann, Marius (2021). SolAR: energy positive human activity recognition using solar cells. 2021 IEEE International Conference on Pervasive Computing and Communications (PerCom), Kassel, Germany, 22-26 March 2021. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/PERCOM50583.2021.9439128

SolAR: energy positive human activity recognition using solar cells

2021

Conference Publication

Scaling Spectrogram Data Representation for Deep Learning on Edge TPU

Hosseininoorbin, Seyedehfaezeh, Layeghy, Siamak, Kusy, Brano, Jurdak, Raja and Portmann, Marius (2021). Scaling Spectrogram Data Representation for Deep Learning on Edge TPU. 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), Kassel, Germany, 22-26 March 2021. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers Inc.. doi: 10.1109/PerComWorkshops51409.2021.9431041

Scaling Spectrogram Data Representation for Deep Learning on Edge TPU

2021

Conference Publication

NetFlow datasets for machine learning-based network intrusion detection systems

Sarhan, Mohanad, Layeghy, Siamak, Moustafa, Nour and Portmann, Marius (2021). NetFlow datasets for machine learning-based network intrusion detection systems. 10th EAI International Conference, BDTA 2020 and 13th EAI International Conference on Wireless Internet, WiCON 2020, Virtual Event, 11 December 2020. Cham, Switzerland: Springer Science and Business Media Deutschland GmbH. doi: 10.1007/978-3-030-72802-1_9

NetFlow datasets for machine learning-based network intrusion detection systems

2020

Journal Article

P-SCOR: integration of constraint programming orchestration and programmable data plane

Melis, Andrea, Layeghy, Siamak, Berardi, Davide, Portmann, Marius, Prandini, Marco and Callegati, Franco (2020). P-SCOR: integration of constraint programming orchestration and programmable data plane. IEEE Transactions on Network and Service Management, 18 (1) 9311177, 1-1. doi: 10.1109/tnsm.2020.3048277

P-SCOR: integration of constraint programming orchestration and programmable data plane

2020

Journal Article

Network traffic control for multi-homed end-hosts via SDN

Al-Najjar, Anees, Khan, Furqan Hameed and Portmann, Marius (2020). Network traffic control for multi-homed end-hosts via SDN. IET Communications, 14 (19), 3312-3323. doi: 10.1049/iet-com.2020.0335

Network traffic control for multi-homed end-hosts via SDN

2020

Conference Publication

Towards optimal kinetic energy harvesting for the batteryless IoT

Sandhu, Muhammad Moid, Geissdoerfer, Kai, Khalifa, Sara, Jurdak, Raja, Portmann, Marius and Kusy, Brano (2020). Towards optimal kinetic energy harvesting for the batteryless IoT. 2020 IEEE International Conference on Pervasive Computing and Communications Workshops, Austin, TX, United States, 23-27 March 2020. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/PerComWorkshops48775.2020.9156195

Towards optimal kinetic energy harvesting for the batteryless IoT

2020

Conference Publication

Towards energy positive sensing using kinetic energy harvesters

Sandhu, Muhammad Moid, Geissdoerfer, Kai, Khalifa, Sara, Jurdak, Raja, Portmann, Marius and Kusy, Brano (2020). Towards energy positive sensing using kinetic energy harvesters. 2020 IEEE International Conference on Pervasive Computing and Communications, Austin, TX, United States, 23 - 27 March 2020. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/PerCom45495.2020.9127356

Towards energy positive sensing using kinetic energy harvesters

2020

Journal Article

Joint QoS-control and handover optimization in backhaul aware SDN-based LTE networks

Khan, Furqan Hameed and Portmann, Marius (2020). Joint QoS-control and handover optimization in backhaul aware SDN-based LTE networks. Wireless Networks, 26 (4), 2707-2729. doi: 10.1007/s11276-019-02021-7

Joint QoS-control and handover optimization in backhaul aware SDN-based LTE networks

2020

Journal Article

MAC-layer rate control for 802.11 networks: a survey

Yin, Wei, Hu, Peizhao, Indulska, Jadwiga, Portmann, Marius and Mao, Ying (2020). MAC-layer rate control for 802.11 networks: a survey. Wireless Networks, 26 (5), 3793-3830. doi: 10.1007/s11276-020-02295-2

MAC-layer rate control for 802.11 networks: a survey

2019

Conference Publication

Enhancing quality of experience of VoIP traffic in SDN based end-hosts

Al-Najjar, Anees, Layeghy, Siamak, Portmann, Marius and Indulska, Jadwiga (2019). Enhancing quality of experience of VoIP traffic in SDN based end-hosts. 28th International Telecommunication Networks and Applications Conference, ITNAC 2018, Sydney, NSW Australia, 21-23 November 2018. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/ATNAC.2018.8615286

Enhancing quality of experience of VoIP traffic in SDN based end-hosts

2019

Conference Publication

A model for reliable uplink transmissions in LoRaWAN

Khan, Furqan Hameed, Jurdak, Raja and Portmann, Marius (2019). A model for reliable uplink transmissions in LoRaWAN. 15th Annual International Conference on Distributed Computing in Sensor Systems (DCOSS 2019), Santorini Island, Greece, 29-31 May 2019. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers (IEEE). doi: 10.1109/DCOSS.2019.00042

A model for reliable uplink transmissions in LoRaWAN

2019

Conference Publication

Experimental evaluation of LoRaWAN in NS-3

Khan, Furqan Hameed and Portmann, Marius (2019). Experimental evaluation of LoRaWAN in NS-3. 28th International Telecommunication Networks and Applications Conference, ITNAC 2018, Sydney, NSW, 21-23 November 2018. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/ATNAC.2018.8615313

Experimental evaluation of LoRaWAN in NS-3