Publications
(PEER REVIEWED ARTICLES) - Not updated (please refer to Google Scholar)
[109] S. Samarakoon, M. Bennis, W. Saad, and M. Debbah, "Predictive Ultra-Reliable Communication: A Survival Analysis Perspective," IEEE Communications Letters, to appear, 2020.
[108] D. Wen, M. Bennis, K. Huang, “Joint Parameter-and-Bandwidth Allocation for Improving the Efficiency of Partitioned Edge Learning,” to appear in IEEE Trans. Wireless Commun. 2020. (Available: ArXiv)
[107] D. Wen, K.-J. Jeon, M. Bennis, K. Huang, "Adaptive Subcarrier, Parameter, and Power Allocation for Partitioned Edge Learning Over Broadband Channels," submitted to IEEE for possible publication. (Available: ArXiv)
[106] H. Cha, J. Park, H. Kim, M. Bennis, and S. -L. Kim "Proxy experience replay: federated distillation for distributed reinforcement learning," IEEE Intelligent Systems, Early Access, May, 2020.
[J105] H. Seo, J. Park, M. Bennis, W. Choi, "Communication and Consensus Co-Design for Distributed, Low-Latency and Reliable Wireless Systems," IEEE Internet of Things Journal 2020, to appear.
[J104] G. Lee, J. Park, W. Saad, and M. Bennis, "Performance Analysis of Blockchain Systems with Wireless Mobile Miners," IEEE Networking Letters, to appear, 2020.
[J103] A. Elgabli, J. Park, A. S. Bedi, M. Bennis, V. Aggarwal, "GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning," JMLR 2020, accepted to appear.
[J102] Y. Koda, J. Park, M. Bennis, K. Yamamoto, T. Nishio, M. Morikura, and K. Nakashima, “Communication-efficient multimodal split learning for mmWave received power prediction,” in IEEE Communications Letters, vol. 24, no. 6, pp. 1284-1288, June 2020.
[J101] P. Kairouz, H. B. McMahan, B. Avent, A. Bellet, M. Bennis, et al. “Advances and Open Problems in Federated Learning,” https://arxiv.org/pdf/1912.04977
[J100] F. Hu, Y. Deng, W. Saad, M. Bennis, and H. Avghami, "Cellular-Connected Wireless Virtual Reality: Requirements, Challenges, and Solutions," IEEE Communications Magazine, to appear, 2020.
[J99] R. Amer, H. Elsawy, M. Majid Butt, E A. Jorswieck, M. Bennis, and N. Marchetti , "Optimized Caching and Spectrum Partitioning for D2D enabled Cellular Systems with Clustered Device," IEEE TCOM, to appear, 2020.
[J98] S. Raj Pandey, Nguyen H. Tran, M. Bennis, Y. K. Tun, A. Manzoor, and C. S. Hong, "A Crowdsourcing Framework for On-Device Federated Learning," IEEE TWC, to appear, 2020.
[J97] X. Chen, C. Wu, T. Chen, H. Zhang, Z. Liu, Y. Zhang, M. Bennis, "Age of Information-Aware Radio Resource Management in Vehicular Networks: A Proactive Deep Reinforcement Learning Perspective," IEEE TWC, to appear.
[J96] S. Batewela, C.-F. Liu, M. Bennis, H. A. Suraweera, and C. S. Hong, ‘‘Risk-sensitive task fetching and offloading for vehicular edge computing,’’ IEEE Commun. Lett., vol. 24, 2020, accepted.
[J95] Y. Jiang, Y. Hu, M. Bennis, F. Zheng, and X. You, “A Mean Field Game-Based Distributed Edge Caching in Fog Radio Access Network,” IEEE TCOM, Dec. 2019, to appear
[J94] M. K. Abdel-Aziz, S. Samarakoon, C.-F. Liu, M. Bennis, and W. Saad, ‘‘Optimized age of information tail for ultra-reliable low-latency communications in vehicular networks,’’ IEEE Trans. Commun., vol. 68, 2020, accepted.
[J93] S. Yu, X. Chen, L. Yang, D. Wu, M. Bennis, J. Zhang , "Intelligent Edge: Leveraging Deep ImitationLearning for Mobile Edge Computation Offloading," IEEE WCM, to appear.
[J92] A. Elgabli, J. Park, A. S. Bedi, M. Bennis, V. Aggarwal, "GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning," submitted to JMLR 2019, under review.
[J91] M. Abdelaziz, S. Samarakoon, M. Bennis, W. Saad, “Ultra-Reliable and Low-Latency Vehicular Communication: An Active Learning Approach,” IEEE comm letter, Nov. 2019, to appear.
[J90] T. Zeng, O. Semiari, W. Saad, and M. Bennis, "Joint Communication and Control for Wireless Autonomous Vehicular Platoon Systems," IEEE Transactions on Communications, to appear, 2019.
[J89] W. Saad, M. Bennis, and M. Chen, "A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems," IEEE Network, to appear, 2019
[J88] M. Naderi Soorki, W. Saad, and M. Bennis, "Optimized Deployment of Millimeter Wave Networks for In-venue Regions with Stochastic Users' Orientation," IEEE Transactions on Wireless Communications, to appear, 2019.
[J87] C.-F. Liu and M. Bennis, ‘‘Taming the tail of maximal information age in wireless industrial networks,’’ IEEE Commun. Lett., vol. 23, no. 12, pp. -, Dec. 2019.
[J86] Y. Jiang, X. Cui, M. Bennis, F. Zheng, B. Fan, and X. You, “Cooperative Caching in Fog Radio Access Networks: A Graph-based Approach,” IET Commun., Sep. 2019.
[J85] Y. Jiang, M. Ma, M. Bennis, F. Zheng and X. You, "User Preference Learning-Based Edge Caching for Fog Radio Access Network," in IEEE Transactions on Communications, vol. 67, no. 2, pp. 1268-1283, Feb. 2019.
[J84] M. Mozaffari, W. Saad, M. Bennis and M. Debbah, "Communications and Control for Wireless Drone-Based Antenna Array," in IEEE Transactions on Communications, vol. 67, no. 1, pp. 820-834, Jan. 2019.
[J83] M. Alsenwi, N. H. Tran, M. Bennis, A. Kumar Bairagi and C. S. Hong, "eMBB-URLLC Resource Slicing: A Risk-Sensitive Approach," in IEEE Communications Letters, vol. 23, no. 4, pp. 740-743, April 2019.
[J82] T. H. T. Le, N. H. Tran, P. L. Vo, Z. Han, M. Bennis and C. S. Hong, "Joint Cache Allocation With Incentive and User Association in Cloud Radio Access Networks Using Hierarchical Game," in IEEE Access, vol. 7, pp. 20773-20788, 2019.
[J81] Y. Jiang, W. Huang, M. Bennis, F. Zheng, ‘‘Decentralized Asynchronous Coded Caching Design and Performance Analysis in Fog Radio Access Networks,’’ IEEE Trans. Mobile Computing (Early Access), pp. 1-15, Jan. 2019.
[J80] J. Park, s. Samarakoon, M. Bennis, M. Debbah, "Wireless Network Intelligence at the edge,’’ IEEE Proceedings, Nov. 2019.
[J79] X. Chen, C. Wu, M. Bennis, Z. Zhao and Z. Han, "Learning to Entangle Radio Resources in Vehicular Communications: An Oblivious Game-Theoretic Perspective," in IEEE Transactions on Vehicular Technology, vol. 68, no. 5, pp. 4262-4274, May 2019.
[J78] M. I. Ashraf, C.-F. Liu, M. Bennis, and W. Saad, ‘‘Dynamic resource allocation for optimized latency and reliability in vehicular networks’’ in IEEE Access, vol. 6, pp. 63843-63858, 2018. .
[J77] C.-F. Liu, M. Bennis, M. Debbah, and H. V. Poor, ‘‘Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing,’’ IEEE Trans. Commun., Sep. 2018, (invited paper).
[J76] M. El-Bamby, M. Bennis, W. Saad, M. Latva-aho, and C. S. Hong, "Proactive Edge Computing in Fog Networks with Latency and Reliability Guarantees," EURASIP Journal on Wireless Communications and Networking, to appear, 2018.
[J75] M. Mozaffari, A. T. Z. Kasgari, W. Saad, M. Bennis, and M. Debbah, "Beyond 5G with UAVs: Foundations of a 3D Wireless Cellular Network," arXiv:1805.06532, 2018.
[J74] M. Mozaffari, W. Saad, M. Bennis, Y.-H. Nam, and M. Debbah, "A Tutorial on UAVs for Wireless Networks: Applications, Challenges, and Open Problems," arXiv:1803.00680, 2018.
[J73] X. Chen, Z. Han, H. Zhang, G. Xue, Y. Xiao, and M. Bennis, “Wireless resource scheduling in virtualized radio access networks using stochastic learning,” IEEE Trans. Mobile Comput., vol. 17, no. 4, pp. 961-974, Apr. 2018.
[J72] X. Chen, Z. Zhao, C. Wu, M. Bennis, H. Liu, Y. Ji, H. Zhang, "Multi-Tenant Cross-Slice Resource Orchestration: A Deep Reinforcement Learning Approach", IEEE JSAC issue on Machine Learning in Wireless Communications, 2019, in press.
[J71] X. Chen, H. Zhang, C. Wu, S. Mao, Y. Ji, M. Bennis, "Optimized Computation Offloading Performance in Virtual Edge Computing Systems via Deep Reinforcement Learning", to appear, 2018.
[J70] S. Samarakoon, M. Bennis, W. Saad, M. Debbah, "Distributed Federated Learning for Ultra-Reliable Low-Latency Vehicular Communications," IEEE TCOM, to appear, Dec. 2019.
[J69] H. Kim, J. Park, M. Bennis, S.L. Kim, "Blockchained On-Device Federated Learning," IEEE Comm. Letter 2019, to appear.
[J68] M. Bennis, M. Debbah and H. V. Poor, "Ultra-reliable and low-latency communication: Tail, Risk and Scale," in Proceedings of the IEEE, vol. 106, no. 10, pp. 1834-1853, Oct. 2018.
[J67] R. Amer, M. Butt, M. Bennis, and N. Marchetti, "Inter-cluster Cooperation for Wireless D2D Caching Networks," IEEE Transactions on Wireless Communications, to appear, 2018.
[J66] C-F. Liu and M. Bennis, "Ultra-Reliable and Low-Latency Vehicular Transmission: An Extreme Value Theory Approach ," in IEEE Communications Letters, to appear, 2018.
[J65] T. Kien Vu, M. Bennis, M. Latva-aho, M. Debbah, and C. S. Hong, "Ultra-Reliable Communication in 5G mmWave Networks: A Risk-Sensitive Approach," in IEEE Communications Letters, accepted, 2018.
[J64] M. S. Elbamby, C. Perfecto, M. Bennis, K. Doppler, "Towards Low-Latency and Ultra-Reliable Virtual Reality," IEEE Network, special issue in URLLC, in press, 2018.
[J63] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Mobile Unmanned Aerial Vehicles (UAVs) for Energy-Efficient Internet of Things Communications", IEEE Transactions on Wireless Communications, vol. 16, no. 11, pp. 7574 - 7589, November 2017.
[J62] X. Chen, Z. Han, H. Zhang, G. Xue, Y. Xiao, and M. Bennis, “Wireless resource scheduling in virtualized radio access networks using stochastic learning,” IEEE Trans. Mobile Comput., accepted, 2017.
[J61] R. Yu, G. Xue, M. Bennis, X. Chen, and Z. Han, “HSDRAN: Hierarchical software-defined radio access network for distributed optimization,” IEEE Trans. Veh. Technol., accepted for publication, 2017.
[J60] M. G. S. Sriyananda, M. Bennis, "Learning-Based Small Cell Traffic Balancing Over Licensed and Unlicensed Bands. IEEE Wireless Commun. Letters 6(5): 694-697 (2017).
[J59] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Optimal Transport Theory for Cell Association in UAV-Enabled Cellular Networks", IEEE Communications Letters, vol. 21, no. 9, pp. 2053 - 2056, September 2017.
[J58] G. Lee, W. Saad, and M. Bennis, "Online Optimization Techniques for Effective Fog Computing under Uncertainty", invited, IEEE MMTC Communications - Frontiers, July 2017.
[J57] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Wireless Communication using Unmanned Aerial Vehicles (UAVs): Optimal Transport Theory for Hover Time Optimization", IEEE Transactions on Wireless Communications, vol. 16, no. 12, pp. 8052 - 8066, December 2017.
[J56] O. Semiari, W. Saad, M. Bennis, and B. Maham, "Caching Meets Millimeter Wave Communications for Enhanced Mobility Management in 5G Networks", IEEE Transactions on Wireless Communications, to appear, 2018.
[J55] S. Tamoor-ul-Hassan, S. Samarakoon, M. Bennis, M. Latva-aho, C. S. Hong, "Learning-Based Caching in Cloud-Aided Wireless Networks," IEEE Communications Letters 22(1): 137-140 (2018).
[J54] O. Semiari, W. Saad, M.Bennis, "Joint Millimeter Wave and Microwave Resources Allocation in Cellular Networks With Dual-Mode Base Stations," IEEE Trans. Wireless Communications 16(7): 4802-4816 (2017)
[J53] O. Semiari, W. Saad, M. Bennis, Z. Dawy, "Inter-Operator Resource Management for Millimeter Wave Multi-Hop Backhaul Networks," IEEE Trans. Wireless Communications 16(8): 5258-5272 (2017).
[J52] M. Zhang, M. Ding, L. Gui, H. Luo, M. Bennis, "Sum Secrecy Rate Maximization for Relay-Aided Multiple-Source Multiple-Destination Networks. IEEE Trans. Vehicular Technology 66(5): 4098-4109 (2017).
[J51] Y. Jiang, N. Lu, Y. Chen, F. Zheng, M. Bennis, X. Gao, X. You, "Energy-Efficient Noncooperative Power Control in Small-Cell Networks," IEEE Trans. Vehicular Technology 66(8): 7540-7547 (2017).
[J50] T. Sanguanpuak, S. Guruacharya, N. Rajatheva, M. Bennis, M. Latva-aho, "Multi-Operator Spectrum Sharing for Small Cell Networks: A Matching Game Perspective," IEEE Trans. Wireless Communications 16(6): 3761-3774 (2017).
[J49] P. Luoto, M. Bennis, P. Pirinen, S. Samarakoon, M.Latva-aho, "Enhanced Co-Primary Spectrum Sharing Method for Multi-Operator Networks," IEEE Trans. Mob. Comput. 16(12): 3347-3360 (2017) .
[J48] C. Perfecto, J. Del Ser, M. Bennis, "Millimeter-Wave V2V Communications: Distributed Association and Beam Alignment. IEEE Journal on Selected Areas in Communications 35(9): 2148-2162 (2017).
[J47] E. Bastug, M. Bennis, M. Médard, M. Debbah, "Toward Interconnected Virtual Reality: Opportunities, Challenges, and Enablers," IEEE Communications Magazine 55(6): 110-117 (2017).
[J46] C.-F. Liu, S. Samarakoon, M. Bennis, and H. V. Poor, ‘‘Fronthaul-aware software-defined wireless networks: Resource allocation and user scheduling,’’ IEEE Trans. Wireless Commun., vol. 17, no. 1, pp. 533-547, Jan. 2018.
[J45] T. Kien Vu, C-F. Liu, M. Bennis, M. Latva-aho, and C. S. Hong, "Ultra-Reliable and Low Latency Communication in mmWave-Enabled Massive MIMO Networks," in IEEE Communications Letters, (in press), 2017.
[J44] M. S. ElBamby, M. Bennis, W. Saad, M. Debbah, and M. Latva-aho, " Resource Optimization and Power Allocation in Full Duplex Non-Orthogonal Multiple Access (FD-NOMA) Networks," JSAC SI on non-orthogonal multiple access (NOMA), to appear, 2017.
[J43] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, " Efficient Deployment of Multiple Unmanned Aerial Vehicles for Optimal Wireless Coverage," IEEE Communications Letters 20(8): 1647-1650, Aug. 2016.
[J42] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, " Unmanned Aerial Vehicle with Underlaid Device-to-Device Communications: Performance and Tradeoffs," IEEE Transactions on Wireless Communications, 15(6): 3949-3963, Jun. 2016.
[J41] S. Tamoor-ul-Hassan, M. Bennis, P. H. J. Nardelli, M. Latva-aho, "Caching in Wireless Small Cell Networks: A Storage-Bandwidth Tradeoff," IEEE Communications Letters 20(6): 1175-1178, Jun. 2016.
[J40] V. Sharma, M. Bennis, R Nagdev, "UAV-Assisted Heterogeneous Networks for Capacity Enhancement," IEEE Communication Letters, 2016.
[J39] E. Zeydan, E. Bastug, M. Bennis, M. Abdel Kader, A. Karatepe, A. Salih Er, M. Debbah, "Big data caching for networking: Moving from cloud to edge", IEEE Communications Magazine, Special Issue on Communications, Caching, and Computing for Content-Centric Mobile Networks (2016).
[J38] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, Efficient Deployment of Multiple Unmanned Aerial Vehicles for Optimal Wireless Coverage," IEEE Communications Letters, to appear, 2016.
[J37] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, Unmanned Aerial Vehicle with Underlaid Device-to-Device Communications: Performance and Tradeoffs," IEEE Transactions on Wireless Communications, to appear, 2016.
[J36] M. R. Mili, K. A. Hamdi, F. Marvasti, and M. Bennis, Joint Optimization for Optimal Power Allocation in OFDMA Femtocell Networks," accepted to appear, IEEE COMMUNICATIONS LETTERS, Dec. 2015.
J35] S. Samarakoon, M. Bennis, W. Saad, M. Debbah, and M. Latva-aho, Ultra Dense Small Cell Networks: Turning Density into Energy Efficiency," to appear, IEEE Journal on Selected Areas in Communications - Series on Green Communications and Networking, 2016.
[J34] T. Syed, M. Bennis, P. Nardelli, and M. Latva-aho, " Caching in Wireless Small Cell Networks: A Storage-Bandwidth Trade-off," accepted to appear, IEEE Communication Letters, 2016.
[J33] A. Chiumento, M. Bennis, C. Desset, L. Van der Perre and S. Pollin, " Adaptive CSI and Feedback Estimation in LTE and beyond: A Gaussian process regression approach," EURASIP Journal on Wireless Communications and Networking, 2015.
[J32] E. Bastug, M. Bennis, E. Zeydan, M. Abdel Kader, A. Karatepe, and M. Debbah, "Big Data Meets Telcos: A Proactive Caching Perspective", Journal of Communications and Networks, Special Issue on Big Data Networking-Challenges and Applications, 2015.
[J31] F. Pantisano, M. Bennis, W. Saad, and M. Debbah," Context-Aware Dynamic Clustering for Energy-Efficiency in CoMP Small Cell Networks," IEEE Transactions on Mobile Computing, Submitted, 2015.
[J30] Y. Gu, W. Saad, M. Bennis, M. Debbah, and W. Saad, "Matching Theory for Future Wireless Networks: Fundamentals and Applications," IEEE Communications Magazine, Special Issue on Emerging Applications, Services, and Engineering for Cellular Cognitive Systems, 2015.
[J29] M.S. ElBamby, M. Bennis, W. Saad and M. Latva-aho, "Joint Clustering and Dynamic TDD Optimization in Wireless Small Cell Networks," IEEE Trans. in Wireless Communications, (submitted), Mar. 2017.
[J28] M. Ashraf M. Bennis, W. Saad, M. Katz, and C. S. Hong, "Dynamic Clustering and User Association in Wireless Small-Cell Networks With Social Considerations. IEEE Trans. Vehicular Technology 66(7): 6553-6568 (2017).
[J27] S. Samarakoon, M. Bennis, W. Saad and M. Latva-aho, Dynamic Clustering and Sleep Mode Strategies for Wireless Small Cell Networks," IEEE Trans. in Wireless Communications, accepted, to appear, Dec. 2015.
[J26] M. Simsek, M. Bennis, I. Guvenc," Learning Based Mobility Management Enhancements in HetNets: A Reinforcement Learning Approach," EURASIP Journal on Wireless Communications and Networking, in press, 2015.
[J25] P. Luoto, P. Pirinen, M. Bennis, S. Samarakoon, S. Scott and M. Latva-aho, "Co-Primary Multi-Operator Resource Sharing Algorithms for Small Cell Networks," IEEE Trans. in Wireless Communications, Sept. 2014.
[J24] E. Bastug, M. Bennis, M. Kountouris and M. Debbah," Cache-enabled Small Cell Networks: Modeling and Tradeoffs", " EURASIP Journal on Wireless Communications and Networking, Oct. 2014.
[J23] K. Hamidouche, E. Bastug, M. Bennis, and M. Debbah, "Le caching proactif dans les réseaux cellulaires 5G", La Revue de l'Electricité et de l'Electronique (REE), Submitted (2014).
[J22] O. Semiari, W. Saad, S. Valentin, M. Bennis, and H. V. Poor," Context-Aware Resource Allocation in Small Cell Networks: How Social improves Wireless," IEEE Trans. Wireless Commun., (submitted), Jul. 2014.
[J21] F. Pantisano, M. Bennis, W. Saad, and M. Debbah," Improving Macrocell-Small Cell Coexistence through Adaptive Interference Draining," IEEE Transactions on Wireless Communications 13(2): 942-955 (2014).
[J20] E. Bastug, M. Bennis and M. Debbah," Living on The Edge: On the Role of Proactice Caching in 5G Wireless Networks," IEEE Comm. Mag., SI on Context Awareness, 52(8): 82-89, Nov. 2014.
[J19] S. Samarakoon, M. Bennis, W. Saad and M. Latva-aho," Backhaul-Aware Interference Management in the Uplink of Wireless Small Cell Networks," IEEE Trans. Wireless Commun., to appear, 2013.
[J18] M. Bennis, S. M. Perlaza, P. Blasco, Z. Han, and H. V. Poor," Self-Organization in Small Cell Networks: A Reinforcement Learning Approach," IEEE Trans. Wireless Commun., Jul. 2013.
[J17] S. Gurucharya, D. Niyato, M. Bennis, and D. Kim, "Dynamic Coalition Formation for Network MIMO in Small Cell Networks," IEEE Trans. Wireless Commun., to appear, Sept. 2013.
[J16] M. Bennis, M. Simsek, W. Saad, S. Valentin, M. Debbah and A. Czylwik, "When Cellular Meets WiFi in Wireless Small Cell Networks," IEEE Commun. Mag., Special Issue in HetNets, Jun. 2013.
[J15] C.-Y. Wang, H.-Y. Wei, M. Bennis, and A. V. Vasilako, "Game Theoretic Approaches in Heterogeneous Networks," IEEE Communications Magazine, submitted, November 2013.
[J14] C. H. Lima, M. Bennis, and M. Latva-aho, "Coordinated TDD-Underlay for Self-organizing Femtocells in Two-Tier Coexistence Scenarios," Special Issue on Femtocells in 4G Systems - EURASIP Journal on Wireless Communications and Networking, December 2012, to appear.
J13] H. Alves, R. D. Souza, M. Debbah and M. Bennis, "Performance of Transmit Antenna Selection Physical Layer Security Schemes", IEEE Signal Processing Letters, Vol. 19, Issue 6, June, 2012.
[J12] H. Alves, M. Bennis, R. D. Souza, and M. Latva-aho, "Enhanced Performance of Heterogeneous Networks through Full-Duplex Relaying", Special Issue on Femtocells in 4G Systems - EURASIP Journal on Wireless Communications and Networking, December 2012, to appear
[J11] C. H. Lima, M. Bennis and M. Latva-aho," Coordination Mechanisms for Self-Organizing Femtocells in Two-Tier Coexistence Scenarios," IEEE TVT, special issue in self-organizing radios, June 2012.
[J10] F. Pantisano, M. Bennis, W. Saad, and M. Latva-aho, " A Dynamic Cooperative Game for Context-Aware Coordinated Multi-point Transmission in Small Cell Networks," submitted to JSAC, special issue in spectrum and energy (SEED), 2012.
[J9] M. Simsek, M. Bennis, I. Guvenc," Enhanced Inter-Cell Interference Coordination in Heterogeneous Networks: A Reinforcement Learning Approach," IEEE Transaction of Vehicular Technology, to appear, Nov. 2014.
[J8] C. H. Lima, M. Bennis and M. Latva-aho," Coordination Mechanisms for Self-Organizing Femtocells in Two-Tier Coexistence Scenarios," IEEE Transaction in Wireless Comunications, June 2012.
[J7] F. Pantisano, M. Bennis, W. Saad, and M. Debbah, "Cooperative Interference Alignment: To Cooperate or Not to Cooperate," IEEE Transaction on Mobile Computing, 2012.
[J6] F. Pantisano, M. Bennis, W. Saad, and M. Debbah, "Spectrum Leasing as an Incentive towards Uplink Interference Mitigation in Two-tier Femtocell Networks," IEEE Journal on Selected Areas in Communications, special issue on Femtocells, April 2012.
[J5] M. Bennis, S. Lasaulce and M. Debbah, "Inter-operator spectrum sharing from a game theoretical perspective," EURASIP journal of signal processing, special issue on dynamic spectrum access, 2009.
[J4] M. Bennis, C. Wijting, S. Abedi, S. Thilakawardana, "Performance Evaluation of Advanced Spectrum Functionalities for Future Radio Networks," Wireless Communications and Mobile Computing, Special Issue on Cognitive Radio and Advanced Spectrum Management (September 2008).
[J3] M. Bennis, J.-P Kermoal, P. Ojanen, J. Lara, S. Thilakawardana, S. Abedi and R. Pintenet, "Spectrum Development Scenarios and Advanced Functionalities Development in WINNER," Wireless Personal Communication Journal, Springer (September 2007).
[J2] M. Bennis, G. Middleton and J. Lilleberg, "Efficient Resource Allocation and Paving the Way Towards Highly Efficient IMT-Advanced Systems," Wireless Personal Communication Journal, Springer (March 2008).
[J1] M. Bennis, C. Wijting, J.-P Kermoal, P. Ojanen, J. Lara, S. Thilakawardana, S. Abedi and R. Pintenet, "Performance Assessment of Advanced Spectrum Functionalities for Future Radio Networks," Wiley WCMC Special Issue on Cognitive Radio and Advanced Spectrum Management, 2008.
CONFERENCE PAPERS
[C88] M. Krouka, A. Elgabli and M. Bennis, "Maximum Allowable Transfer Interval Aware Scheduling for Wireless Remote Monitoring" in proc. of the IEEE WCNC 2020, Seoul, Korea.
[C87] M. M. Wadu, S. Samarakoon, and M. Bennis, "Federated Learning under Channel Uncertainty: Joint Client Scheduling and Resource Allocation," in proc. of the IEEE WCNC 2020, Seoul, Korea.
[C86] A. Elgabli, J. Park, S. Ahmed and M. Bennis, "L-FGADMM: Layer-Wise Federated Group ADMM for Communication Efficient Decentralized Deep Learning," in proc. of the IEEE WCNC 2020, Seoul, Korea.
[C85] A. Elgabli, J. Park, A. S. Bedi, M. Bennis, V. Aggarwal, "Q-GADMM: Quantized Group ADMM for Communication Efficient Decentralized Machine Learning," in proc. of the ICASSP 2020, invited paper.
[C84] E Jeong, S Oh, J Park, H Kim, M Bennis, SL Kim, "Multi-hop federated private data augmentation with sample compression" IJCAI 2019, Macau.
[C83] H Cha, J Park, H Kim, SL Kim, M Bennis, "Federated reinforcement distillation with proxy experience memory," IJCAI 2019, Macau.
[C82] Chengyu Xia, Yanxiang Jiang, Mugen Peng, Fu-Chun Zheng, Mehdi Bennis, and Xiaohu You, “Cooperative Edge Caching in Fog Radio Access Networks: A Pigeon Inspired Optimization Approach,” IEEE GLOBECOM 2019, Dec. 2019, pp. 1-6.
[C81] H. Ge, Yanxiang Jiang, M. Bennis, F. Zheng, and X. You, "Edge Caching Resource Allocation in Fog Radio Access Networks: An Incentive Mechanism based Approach," IEEE ICC 2019 Workshop on AMEFC5G, Shanghai, China, May 2019, pp. 1-6.
[C80] L. Lu, Yanxiang Jiang, M. Bennis, Z. Ding, F. Zheng, and X. You, "Distributed Edge Caching via Reinforcement Learning in Fog Radio Access Networks," IEEE VTC 2019 Spring Workshop on HMEC, Kuala Lumpur, Malaysia, Apr. 2019, pp. 1-6.
[C79] A. Peng, Yanxiang Jiang, M. Bennis, F. Zheng, and X. You, "Performance Analysis and Caching Design in Fog Radio Access Networks,'' 2018 IEEE GLOBECOM Workshop on ET5GB, Abu Dhabi, UAE, Dec. 2018, pp.1-6.
[C78] T. Zeng, O. Semiari, W. Saad, and M. Bennis, "Joint Communication and Control System Design for Connected and Autonomous Vehicle Navigation," in Proc. of the IEEE International Conference on Communications (ICC), Next-Generation Networking and Internet Symposium, Shanghai, China May 2019.
[C77] M. Mozaffari, A. T. Z. Kasgari, W. Saad, M. Bennis, and M. Debbah, "3D Cellular Network Architecture with Drones for Beyond 5G," in Proc. of the IEEE Global Communications Conference (GLOBECOM),Next Generation Networking and Internet Symposium, Abu Dhabi, UAE, December 2018.
[C76] Q. Zhang, M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Machine Learning for Predictive On-Demand Deployment of UAVs for Wireless Communications," in Proc. of the IEEE Global Communications Conference (GLOBECOM), Green Communications Systems and Networks Symposium, Abu Dhabi, UAE, December 2018.
[C75] G. Lee, W. Saad, and M. Bennis, "Online Optimization for UAV-assisted Distributed Fog Computing in Smart Factories of Industry 4.0," in Proc. of the IEEE Global Communications Conference (GLOBECOM), Selected Areas in Communications Symposiums - Internet of Things Track, Abu Dhabi, UAE, December 2018.
[C74] S. Samarakoon, M. Bennis, W. Saad, M. Debbah, "Federated Learning for Ultra-Reliable Low-Latency V2V Communication," in Proc. of the IEEE Globecom 2018.
[C73] M. Khairy, S. Samarakoon, C.F. Liu, M. Bennis, W. Saad, "Ultra-Reliable Low-Latency Vehicular Networks: Taming the Age of Information Tail," in Proc. of the IEEE Globecom 2018.
[C72] J. Park and M. Bennis, "URLLC-eMBB Slicing to Support VR Multimodal Perceptions over Wireless Cellular Systems," in Proc. of the IEEE Globecom 2018.
[C71] T. Zeng, O. Semiari, W. Saad, and M. Bennis, "Integrated Communications and Control Co-Design for Wireless Vehicular Platoon System", in Proc. of the IEEE International Conference on Communications (ICC), SAC Symposium Smart Cities Track, Kansas City, MO, USA, May 2018.
[C70] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Drone-based Antenna Array for Service Time Minimization in Wireless Networks", in Proc. of the IEEE International Conference on Communications (ICC), Kansas City, MO, USA, May 2018
[C69] M. S. Elbamby, C. Perfecto, M. Bennis, K. Doppler, "Edge Computing Meets Millimeter-wave Enabled VR: Paving the Way to Cutting the Cord," in Proc. of the IEEE WCNC 2018, Barcelona, Spain.
[C68] O. Semiari, W. Saad, M. Bennis, and B. Maham, "Mobility Management for Heterogeneous Networks: Leveraging Millimeter Wave for Seamless Handover", in Proc. of the IEEE Global Communications Conference (GLOBECOM), Singapore, December 2017.
[C67] O. Semiari, W. Saad, M. Bennis, and M. Debbah, "Performance Analysis of Integrated Sub-6 GHz-Millimeter Wave Wireless Local Area Networks", in Proc. of the IEEE Global Communications Conference (GLOBECOM), Mobile and Wireless Networks Symposium, Singapore, December 2017.
[C66] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Performance Optimization for UAV-Enabled Wireless Communications under Flight Time Constraints", in Proc. of the IEEE Global Communications Conference (GLOBECOM), Mobile and Wireless Networks Symposium, Singapore, December 2017
[C65] G. Lee, W. Saad, and M. Bennis, "Online Optimization for Low-Latency Computational Caching in Fog Networks", in Proc. of Fog World Congress, Santa Clara, CA, USA, November 2017
[C63] D. Niyato, D. I. Kim, P. Wang, and M. Bennis, " Joint admission control and content caching policy for energy harvesting access points," in Proc. of the IEEE International Conference on Communications (ICC), Kualalumpur, Malaysia, May 2016.
[C62] O. Semiari, W. Saad, and M. Bennis, "Context-Aware Scheduling of Joint Millimeter Wave and Microwave Resources for Dual-Mode Base Stations," in Proc. of the IEEE International Conference on Communications (ICC), Kualalumpur, Malaysia, May 2016.
[C61] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Optimal Transport Theory for Power-Efficient Deployment of Unmanned Aerial Vehicles, " in Proc. of the IEEE International Conference on Communications (ICC), Kualalumpur, Malaysia, May 2016.
[C60] G. Lee, W. Saad, M. Bennis, A. Mehbodniya, and F. Adachi, " Online Ski Rental for Scheduling Self-Powered, Energy Harvesting Small Base Stations, " in Proc. of the IEEE International Conference on Communications (ICC), Kualalumpur, Malaysia, May 2016.
[C59] S. Samarakoon, M. Bennis, W. Saad, M. Debbah, and M. Latva-aho, "Energy-Efficient Resource Management in Ultra Dense Small Cell Networks: A Mean-Field Approach, " in Proc. of the IEEE Global Communications Conference (GLOBECOM), Wireless Networks Symposium, San Diego, CA, USA, December 2015.
[C58] M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Drone Small Cells in the Clouds: Design, Deployment and Performance Analysis, " in Proc. of the IEEE Global Communications Conference (GLOBECOM), Wireless Networks Symposium, San Diego, CA, USA, December 2015.
[C57] L. Liu, X. Chen, M. Bennis, G. Xue, and Z. Han, "A Distributed ADMM Approach for Mobile Data O_oading in Software Defined Network, " IEEE Wireless Communications and Networking Conference, New Orleans, LA, March 2015.
[C56] O. Semiari, W. Saad, Z. Dawy, and M. Bennis, " Matching Theory for Backhaul Management in Small Cell Networks with mmWave Capabilities," in Proc. of the IEEE International Conference on Communications (ICC), Mobile and Wireless Networks Symposium, London, UK, June 2015.
[C55] F. Pantisano, M. Bennis, W. Saad, and M. Debbah, " Match to Cache: Joint User Association and Backhaul Allocation in Cache-aware Small Cell Networks," in Proc. of the IEEE International Conference on Communications (ICC), Mobile and Wireless Networks Symposium, London, UK, June 2015.
[C54] H. Zhang, M. Bennis, Luiz A. DaSilva, and Zhu Han, "Multi-leader Multifollower Stackelberg Game among Wi-Fi, Small Cell and Macrocell Networks, " IEEE Global Communications Conference, December, Austin, TX, 2014.
[C53] E. Bastug, M. Bennis, and M. Debbah, "Anticipatory Caching in Small Cell Networks: A Transfer Learning Approach, ", 1st KuVS Workshop on Anticipatory Networks, Stuttgart, Germany, September 2014.
[C52] E. Bastug, M. Bennis and M. Debbah, ""Cache-enabled Small Cell Networks: Modeling and Tradeoffs,", 11th International Symposium on Wireless Communication Systems (ISWCS), Barcelona, Spain, August 2014.
[C51] E. Bastug, M. Bennis and M. Debbah, ""Social and Spatial Proactive Caching for Mobile Data Offloading,", Small Cell and 5G Networks (SmallNets) workshop in conjuction with IEEE International Conference on Communications, Sydney, Australia, 2014.
[C50] F. Pantisano, M. Bennis, W. Saad and M. Debbah, "Cache-aware User Association in Backhaul-Constrained Small Cell Networks ," in Proc. IEEE Wiopt, Tunis, 2014 (Invited paper).
[C49] M.S. ElBamby M. Bennis, W. Saad and M. Latva-aho, "Dynamic Uplink-Downlink Optimization in TDD-based Small Cell Networks," in Proc. IEEE INFOCOM 2014 WS, Toronto, Canada (Invited paper).
[C48] M.I. Ashraf M. Bennis, W. Saad and M. Katz, "Exploring Social Networks for Optimized User Association in Wireless Small Cell Networks with Device-to-Device Communications," in Proc. IEEE WCNC 2014, Istanbul, Turkey.
[C47] S. Samarakoon, M. Bennis, W. Saad and M. Latva-aho, "Opportunstic Sleep Mode Strategies for Wireless Small Cell Networks," in Proc. IEEE ICC 2014, Sydney, Australia.
[C46] C. H. Lima, M. Bennis, and M. Latva-aho, "Modeling and Analysis of Handover Failure Probability in Small Cell Networks," in proc. IEEE INFOCOM 2014 WS, Toronto, Canada (Invited paper).
[C45] M. Simsek, M. Bennis, and I. Guvenc, "Enhanced Intercell Interference Coordination in HetNets: Single vs. Multiflow Approach ," to appear in IEEE Int. Workshop on Heterogeneous and Small Cell Networks, Atlanta, GA, Dec. 2013.
[C44] F. Pantisano, M. Bennis, W. Saad, S. Valentin, M. Debbah, "Matching with Externalities for Context-Aware User-Cell Association in Small Cell Networks," in Proc. IEEE Globecom, Dec. 2013, Atlanta, USA.
[C43] M. Simsek, M. Bennis, M. Debbah, and A. Czylwik, "Rethinking Offload: How to Intelligently Combine Wi-Fi and Small Cells?," in Proc. IEEE ICC, Jun. 2013, Budapest, Hungary.
[C42] P. Blasco, M. Bennis, and M. Dohler, "Backhaul-Aware Self-Organizing Operator-Shared Small-Cell Networks," in Proc. IEEE ICC, Jun. 2013, Budapest, Hungary.
[C41] M. Simsek, M. Bennis, and A. Czylwik, "Dynamic Inter-Cell Interference Coordination in HetNets: A Reinforcement Learning Approach ,"" IEEE Global Communications Conference, Dec. 2012, Anaheim, USA.
[C40] M. Simsek, M. Bennis, and A. Czylwik, "Coordinated Beam Selection in LTE-Advanced HetNets: A Reinforcement Learning Approach," IEEE Global Communications Conference 2012 (GLOBECOM) Workshop: The 4th IEEE International Workshop on Heterogeneous and Small Cell Networks (HetSNets), Dec. 2012, Anaheim, USA.
[C39] F. Pantisano, M. Bennis, W. Saad, M. Debbah, and M. Latva-aho, "On the Dynamic Formation of Cooperative Multipoint Transmissions in Small Cell Networks," IEEE International Conference on Communications, Dec. 2012, Anaheim, USA.
[C38] F. Pantisano, M. Bennis, W. Saad, M. Debbah, and M. Latva-aho, "On the Impact of the Heterogeneous Backhaul on Cooperation in Femtocell Networks" , IEEE International Conference on Communications, Jun. 2012, Ottawa, Canada.
[C37] F. Pantisano, M. Bennis, W. Saad, M. Latva-aho and R.Verdone, "Enabling Macrocell-Femtocell Coexistence through Interference Draining," IEEE WCNC (BeFEMTO Workshop), Apr. 2012, Paris, France.
[C36] S. Samarakoon, M. Bennis, W. Saad and M. Latva-aho, "Enabling Relaying over Heteregeneous bakhauls in the Uplink of Femtocell Networks," IEEE Wiopt, 2012.
[C35] M. Bennis, S.M. Perlaza and M. Debbah, "Learning Coarse-Correlated Equilibria in Two-Tier Networks," IEEE ICC, Ottawa, Canada 2012.
[C34] M. Bennis, S. Guruacharya and D. Niyato, "Distributed Learning Strategies for Interference Mitigation in Femtocell Networks," IEEE GLOBECOM, Houston, USA 2011.
[C33] F. Pantisano, M. Bennis, W. Saad, and M. Debbah, "'Cooperative InterferenceAlignment in Femtocell Networks," IEEE GLOBECOM, Houston, USA 2011.
[C32] C. H. Lima, M. Bennis, and M. Latva-aho, "'Coordination Mechanisms for Stand-Alone Femtocells in Self-Organizing Deployments," IEEE GLOBECOM, Houston, USA 2011.
[C31] M. Bennis, L. Giupponi, E. Mino, M. Lalam, M. Maqbool, E. Strinati, A. De Domenico and M. Latva-aho, "Interference Management in Self-Organized Femtocell Networks: the BeFEMTO approach," IEEE WIRELESS VITAE 2011, Feb. 27-Mar. 3, Chennai, India. (invited paper)
[C30] M. Bennis and S. M. Perlaza, "Decentralized Cross-Tier Interference Mitigation in Cognitive Femtocell Networks," IEEE International Conference on Communications (ICC), Kioto, Japan, June, 2011.
[C29] M. Bennis and Dusit Niyato, " A Q-learning based approach to interference avoidance in self-organized femtocell networks," 1st IEEE International Workshop on Femtocell Networks (FEMnet) in conjunction with IEEE GLOBECOM 2010, Miami, FL, USA.
[C28] M. Bennis and M. Debbah "On spectrum sharing with underlaid femtocell networks," The Second IEEE International Workshop on Indoor and Outdoor FemtoCells in conjunction with IEEE PIMRC, 26 September 2010, Istanbul, Turkey.
[C27] F. Pantisano, M. Bennis, W. Saad, R. Verdone and M. Latva-aho, "Coalition Formation Games for Femtocell Interference Management: A Recursive Core Approach," IEEE WCNC, Cancun, Mexico 28-31 March 2011.
[C26] F. Pantisano, M. Bennis, R. Verdone and M. Latva-aho, "Interference Management in Femtocell Networks Using Distributed Opportunistic Cooperation," accepted at VTC2011-Spring BeFEMTO Workshop 2011, 15 May. Budapest, Hungary.
[C25] F. Pantisano, M. Bennis, R. Verdone and M. Latva-aho, "Interference Management in 3GPP Femtocell Networks Using Distributed Opportunistic Cooperation," presented at NEWCOM++/COST2100 ,11th Management Committee Meeting 2010, Nov. 22-25th, Bologna, Italy.
[C24] F. Pantisano, K. Ghaboosi, M. Bennis and R. Verdone, "A Self-Organizing Solution for Interference Avoidance in TDD Underlay Femtocells," IEEE ASILOMAR Conference on Signals, Systems, and Computers, 2010.
[C23] F. Pantisano, K. Ghaboosi, M. Bennis and M. Latva-aho, "Interference Avoidance via Resource Scheduling in TDD Underlay Femtocells," IEEE PIMRC (IOFC), Istanbul, Turkey, 26-29 September 2010.
[C22] M. Nazir, M. Bennis, K. Ghaboosi, A. Mackenzie and M. Latva-aho, "Learning based mechanisms for interference mitigation in self-organized femtocell networks," IEEE ASILOMAR Conference on Signals, Systems, and Computers, 2010.
[C21] C. Lima, K. Ghaboosi, M. Bennis, A. Mackenzie and M. Latva-aho, "A Stochastic association mechanism for macro-to-femtocell handover," IEEE ASILOMAR Conference on Signals, Systems, and Computers, 2010.
[C20] C. Lima, K. Ghaboosi, M. Bennis, A. Mackenzie and M. Latva-aho, "Joint admission control and interference avoidance in self-organized femtocells," IEEE ASILOMAR Conference on Signals, Systems, and Computers, 2010.
[C19] C. Lima, M. Bennis, K. Ghaboosi and M. Latva-aho "Interference Management for Self-Organized Femtocells Towards Green Networks," IEEE PIMRC (W-GREEN), 26-29 September, Istanbul, Turkey.
[C18] C. Lima, M. Bennis, K. Ghaboosi and M. Latva-aho "Interference analysis for self-organized femtocells in indoor deployments," 1st IEEE International Workshop on Femtocell Networks (FEMnet) in conjunction with IEEE GLOBECOM 2010, Miami, FL, USA.
[C17] M. Bennis, S. Lasaulce, M. Debbah and A. Anpalagan "A hierarchical approach to inter-operator spectrum sharing," IEEE Globecom 2009, 30 November - 4 December 2009, Hawaii, USA.
[C16] M. Bennis, M. Debbah and J. Lilleberg "Inter-operator spectrum sharing using pricing," WPMC 2009, September 7 - 10, Sendai, Japan.
[C15] J. Vihriala, M. Bennis, I. Cosovic, A. Osseiran, and A. Saul, "Flexible Spectrum Use for IMT-Advanced: WINNER+ Spectrum Concept," ICT-MobileSummit Conference, June 2009, Santander, Spain.
[C14] M. Bennis, J. Lilleberg and M. Debbah, "Spectrum Sharing Games on the Interference Channel," Fourth IEEE Workshop on Advanced Signal Processing for Wireless Communication Systems (invited talk), Nokia Research Center, Copenhagen, Denmark, February 12 - 13, 2009.
[C13] M. Bennis, J. Lilleberg and M. Debbah, "Spectrum Sharing Games on the Interference Channel," IEEE Gamenets, Istanbul, Turkey, May 13 - 15, 2009.
[C12] M. Bennis, J. Lara and A. Tolli, "WINNER Spectrum Sharing with FSS," IEEE VTC, Barcelona, Spain, April 26 - 29, 2009.
[C11] M. Bennis, J. Lilleberg and M. Debbah, "Opportunistic Power Allocation for Point-to-Point Communication," IEEE ASILOMAR, Pacific Grove, USA, October 26 - 29, 2008.
[C10] M. Bennis, J. Lara and A. Tolli, "Non-Cooperative Operators from a Game Theoretic Approach," IEEE PIMRC, Cannes, France, September 15 - 18, 2008.
[C9] I. Suliman, J. Lehtomaki, J. Vartiainen, M. Bennis, K. Umebayashi, "Direct communication between terminals in infrastructure based networks," ICT-MobileSummit 2008, June 10-12, 2008, Stockholm, Sweden.
[C8] M. Bennis, C. Wijting, J.-P Kermoal, P. Ojanen, J. Lara, S. Thilakawardana, S. Abedi and R. Pintenet, "Performance Assessment of Advanced Spectrum Functionalities for Future Radio Networks," WPMC, Lapland, Finland, September 8 - 11, 2008.
[C7] M. Bennis, J. Lilleberg, "Resource Sharing and Paving the Way towards More Efficient Network Topologies," Conference for Information Sciences and Systems (CISS), Baltimore, USA, March 14 - 16, 2007.
[C6] M. Bennis and J. Lilleberg, "Resource Sharing and improving the efficiency of beyond 3G systems," IEEE 66th Vehicular Technology Conference (VTC), Baltimore, USA, September 30 - October 3,2007.
[C5] M. Bennis, E. Karami and J. Lilleberg, "Performance of MIMO Receivers under channel estimation errors," IEEE 18th Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Athens, Greece, September 3 - 7, 2007.
[C4] M. Bennis and J. Lilleberg, "On the integration of resource sharing and relaying paradigms to improve the efficiency of beyond 3G systems," IEEE Sixth International Conference on Information, Communications and Signal Processing (ICICS), Singapore, December 10 - 13, 2007.
[C3] M. Bennis, G. Middleton and J. Lilleberg, "Efficient Resource Allocation and Relaying Paradigms for IMT-Advanced Systems," 10th International Symposium on Wireless Personal Multimedia Communications (WPMC), Jaipur, India, December 3 - 6, 2007.
[C2] M. Bennis, C. Wijting, J.-P Kermoal, P. Ojanen, J. Lara, S. Thilakawardana, S. Abedi and R. Pintenet, "Dynamic Spectrum Management for Future Radio Networks," 19th Wireless World Research Forum (WWRF), Chennai, India, November 5 - 7, 2007.
[C1] J.-P. Kermoal, P. Ojanen (Nokia), J. Lara, S. Thilakawardana, S. Abedi (Fujitsu), R. Pintenet (Motorola), M. Bennis and K. Hooli (university of Oulu), "Novel Flexible Spectrum Use Capabilities of WINNER," Wireless Web Initiative (WWI), Helsinki, 2006.
TECHNICAL REPORTS & THESES
M. Bennis, "Spectrum sharing for future mobile cellular systems, " Doctoral thesis, University of Oulu, Department of Electrical Engineering, Acta Universitatis Ouluensis C296, December 2009.
M. Bennis "IEEE 802.16 standardization and conformance testing using TTCN," " M.Sc. thesis Oct. 2002.
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