Professor Ying-Chang Liang
- Visiting Professor (School of Engineering)
Publications
2023
Cheng, R. , Sun, Y. , Mohjazi, L. , Liang, Y.-C. and Imran, M. (2023) Blockchain-assisted intelligent symbiotic radio in space-air-ground integrated networks. IEEE Network, 37(2), 94–101-94–101. (doi: 10.1109/MNET.004.2200277)
2020
Liu, Y., Feng, G., Sun, Y. , Qin, S. and Liang, Y.-C. (2020) Device association for RAN slicing based on hybrid federated deep reinforcement learning. IEEE Transactions on Vehicular Technology, 69(12), pp. 15731-15745. (doi: 10.1109/TVT.2020.3033035)
Sun, Y. , Jiang, W., Feng, G., Valente Klaine, P. , Zhang, L. , Imran, M. A. and Liang, Y.-C. (2020) Efficient handover mechanism for radio access network slicing by exploiting distributed learning. IEEE Transactions on Network and Service Management, 17(4), pp. 2620-2633. (doi: 10.1109/TNSM.2020.3031079)
Wei, F., Feng, G., Sun, Y. , Wang, Y., Qin, S. and Liang, Y.-C. (2020) Network slice reconfiguration by exploiting deep reinforcement learning with large action space. IEEE Transactions on Network and Service Management, 17(4), pp. 2197-2211. (doi: 10.1109/TNSM.2020.3019248)
Wang, Y., Feng, G., Sun, Y. , Qin, S. and Liang, Y.-C. (2020) Decentralized learning based indoor interference mitigation for 5G-and-beyond systems. IEEE Transactions on Vehicular Technology, 69(10), pp. 12124-12135. (doi: 10.1109/TVT.2020.3012311)
Wei, F., Feng, G., Sun, Y. , Wang, Y. and Liang, Y.-C. (2020) Dynamic Network Slice Reconfiguration by Exploiting Deep Reinforcement Learning. In: 54th IEEE International Conference on Communications (ICC), Dublin, Ireland, 7-11 June 2020, ISBN 9781728150895 (doi: 10.1109/ICC40277.2020.9148848)
2019
Yan, M., Feng, G., Zhou, J., Sun, Y. and Liang, Y.-C. (2019) Intelligent resource scheduling for 5G radio access network slicing. IEEE Transactions on Vehicular Technology, 68(8), pp. 7691-7703. (doi: 10.1109/TVT.2019.2922668)
2018
Sun, Y. , Feng, G., Qin, S., Liang, Y.-C. and Yum, T.-S. P. (2018) Reinforcement Learning Based Handoff for Millimeter Wave Heterogeneous Cellular Networks. In: GLOBECOM 2017 - 2017 IEEE Global Communications Conference, Singapore, 4-8 Dec 2017, ISBN 9781509050192 (doi: 10.1109/GLOCOM.2017.8254104)
Articles
Cheng, R. , Sun, Y. , Mohjazi, L. , Liang, Y.-C. and Imran, M. (2023) Blockchain-assisted intelligent symbiotic radio in space-air-ground integrated networks. IEEE Network, 37(2), 94–101-94–101. (doi: 10.1109/MNET.004.2200277)
Liu, Y., Feng, G., Sun, Y. , Qin, S. and Liang, Y.-C. (2020) Device association for RAN slicing based on hybrid federated deep reinforcement learning. IEEE Transactions on Vehicular Technology, 69(12), pp. 15731-15745. (doi: 10.1109/TVT.2020.3033035)
Sun, Y. , Jiang, W., Feng, G., Valente Klaine, P. , Zhang, L. , Imran, M. A. and Liang, Y.-C. (2020) Efficient handover mechanism for radio access network slicing by exploiting distributed learning. IEEE Transactions on Network and Service Management, 17(4), pp. 2620-2633. (doi: 10.1109/TNSM.2020.3031079)
Wei, F., Feng, G., Sun, Y. , Wang, Y., Qin, S. and Liang, Y.-C. (2020) Network slice reconfiguration by exploiting deep reinforcement learning with large action space. IEEE Transactions on Network and Service Management, 17(4), pp. 2197-2211. (doi: 10.1109/TNSM.2020.3019248)
Wang, Y., Feng, G., Sun, Y. , Qin, S. and Liang, Y.-C. (2020) Decentralized learning based indoor interference mitigation for 5G-and-beyond systems. IEEE Transactions on Vehicular Technology, 69(10), pp. 12124-12135. (doi: 10.1109/TVT.2020.3012311)
Yan, M., Feng, G., Zhou, J., Sun, Y. and Liang, Y.-C. (2019) Intelligent resource scheduling for 5G radio access network slicing. IEEE Transactions on Vehicular Technology, 68(8), pp. 7691-7703. (doi: 10.1109/TVT.2019.2922668)
Conference Proceedings
Wei, F., Feng, G., Sun, Y. , Wang, Y. and Liang, Y.-C. (2020) Dynamic Network Slice Reconfiguration by Exploiting Deep Reinforcement Learning. In: 54th IEEE International Conference on Communications (ICC), Dublin, Ireland, 7-11 June 2020, ISBN 9781728150895 (doi: 10.1109/ICC40277.2020.9148848)
Sun, Y. , Feng, G., Qin, S., Liang, Y.-C. and Yum, T.-S. P. (2018) Reinforcement Learning Based Handoff for Millimeter Wave Heterogeneous Cellular Networks. In: GLOBECOM 2017 - 2017 IEEE Global Communications Conference, Singapore, 4-8 Dec 2017, ISBN 9781509050192 (doi: 10.1109/GLOCOM.2017.8254104)