2024 Brooklyn 6G Summit – October 23rd – 25th
The Pi-Radio FR3 SDR is Operational
NSF Grant Awarded to Assist People with Blindness and Low Vision
NYU WIRELESS researchers realize that a composite well-designed wireless-wireline network is essential for today’s networks. We are working on optimizing networks for low latency, high reliability and high capacity, while minimizing costs. With the emergence of low latency applications like AR/VR, vehicular communications, robotic and haptic communications, all made possible by the emergence of 5G millimeter wave (mmWave) and future 6G Terahertz wireless communications and sensing, mobile edge computing is emerging as an essential component of wireless communications. By bringing applications to the network edge, close to users and end devices, millisecond end-to-end delays are now feasible. We are working on advanced caching of data at the edge, using machine learning based predictive techniques. These will be complemented by low delay transport layer mechanisms using advanced delay sensitive congestion control mechanisms targeted for such applications. SDN mechanisms can be used to redirect and reroute traffic on the fly as traffic hot spots appear. Given the prevalence of small cells and the challenge of exploiting macrodiversity among base stations to provide reliable wireless links, it is expected that handoffs will occur orders of magnitude more frequently than in legacy networks. To meet this challenge, we are developing advanced fast handoff mechanisms with zero data traffic interruptions.
The potential of doubling the value of scarce spectrum has driven the recent interest in full duplex (FD) communications. We are examining how this can be realized in a cellular network, using techniques that range from fundamental information theoretic techniques to the innovative use of FD relays to deliver capacity doubling even with asymmetric uplink/downlink traffic.
We are also examining the economics of spectrum and infrastructure sharing by wireless service providers. This thrust provides new insight by combining communication theory with economics theory in an innovative way to provide insights into when sharing lead to a profitable win-win situation for service providers.
Legacy congestion control protocols
Legacy congestion control protocols including TCP and its variants, are known to perform poorly over cellular networks due to highly variable capacities over short time scales, self-inflicted packet delays, and packet losses unrelated to congestion. Three specific characteristics directly impact the unpredictability of cellular channels.
First, the state of a cellular channel between a mobile device and a base station undergoes several complex state transitions that affect channel availability in short time scales; this introduces variability in the underlying channel.
Second, the frame scheduling algorithms used in cellular networks cause burstiness in the cellular channel. Based on real-world cellular measurements, we observe that the typical traffic characteristics at a receiver are bursty (even for smooth source transmission patterns), with variable burst sizes and burst inter-arrival periods.
Third, while prior work has considered only self-inflicted queuing delay as a cause for high delays, we find that competing traffic does affect end-to-end delay characteristics, especially under high contention or when the cellular channel is near saturation.
Finally, device mobility has a substantial impact on channel characteristics that further compounds these challenges. The lack of channel predictability has important implications on the design of new congestion control protocols. The large bandwidth coupled with connectivity impairments associated with mmWave channels will qualitatively change the nature of congestion control.
Improved Network Performance Over 5G mmWave Cellular
In this project we aim at designing a transport layer protocol optimized for the mmWave access network, and for the new class of applications that it will enable, aiming to work seamlessly across a connection consisting of both wireline and wireless segments.In our recent ICC paper submission “The Bufferbloat Problem over Intermittent Multi-Gbps mmWave Links”, we have proposed a simple approach to solve some of the major issues related to TCP over mmWave that we observed in our previous publication: “Transport layer performance in 5G mmWave cellular”. Our solution, namely Dynamic RW, delivers high throughput while guaranteeing low latency.
Current Research
RESEARCH PAPERS
| Citation | View Papers | Research Areas | Date |
|---|---|---|---|
Tingjun Chen, Prasanthi Maddala, Panagiotis Skrimponis, Jakub Kolodziejski, Xiaoxiong Gu, Arun Paidimarri, Sundeep Rangan, Gil Zussman, and Ivan Seskar. 2022. Programmable and Open-Access Millimeter-Wave Radios in the PAWR COSMOS Testbed. In Proceedings of the 15th ACM Workshop on Wireless Network Testbeds, Experimental evaluation & CHaracterization (WiNTECH’21). Association for Computing Machinery, New York, NY, USA, 1–8. DOI:https://doi.org/10.1145/3477086.3480834 | Affiliate Access Only | mobile edge, Terahertz Comms & Sensing, testbeds | January 31, 2022 |
D. Roberts, A. Srivastava, F. Fund and S. S. Panwar, “Tackling the latency divide with Copa,” IEEE INFOCOM 2021 – IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2021, pp. 1-2, doi: 10.1109/INFOCOMWKSHPS51825.2021.9484571. | Affiliate Access Only | mobile edge | May 10, 2021 |
M. F. Ozkoc, A. Koutsaftis, R. Kumar, P. Liu, and S. Panwar, “The Impact of Multi-Connectivity and Handover Constraints on Millimeter Wave and Terahertz Cellular Networks”, IEEE J. Sel. Areas Commun., 10.1109/JSAC.2021.3071852 | Affiliate Access Only | mobile edge, terahertz | March 1, 2021 |
C. Tunc, M. F. Ozkoc, F. Fund, and S. Panwar, “The Blind Side: Latency Challenges in Millimeter Wave Networks for Connected Vehicle Applications,” IEEE Transactions on Vehicular Technology, pp. 1–1, 2020. | Affiliate Access Only | 5g and 6g apps, mobile edge | December 22, 2020 |
Srivastava, Ashutosh, Fraida Fund, and Shivendra Panwar. “A Low Latency Congestion Control That Can Compete.” Proceedings of the Student Workshop. 2020. | Affiliate Access Only | 5g and 6g apps, mobile edge | December 1, 2020 |
C. Tunc and S. Panwar, “Analysis of Outage Probability and Duration in Millimeter Wave Vehicle-to-Infrastructure Networks,” 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall), Victoria, BC, Canada, 2020, pp. 1-7, doi: 10.1109/VTC2020-Fall49728.2020.9348693. | Affiliate Access Only | 5g and 6g apps, mobile edge | November 18, 2020 |
D. Raychaudhuri, I. Seskar, G. Zussman, T. Korakis, D. Kilper, T. Chen, J. Kolodziejski, M. Sherman, Z. Kostic, X. Gu, H. Krishnaswamy, S. Maheshwari, P. Skrimponis, C. Gutterman, “Challenge: COSMOS: A city-scale programmable testbed for experimentation with advanced wireless,” In Proceedings of the 26th Annual International Conference on Mobile Computing and Networking (MobiCom ’20) 2020 | Affiliate Access Only | 5g and 6g apps, mobile edge, terahertz, testbeds | September 21, 2020 |
A. Srivastava, F. Fund, and S. Panwar, “An experimental evaluation of low latency congestion control for mmwave links,” in 2020 IEEE INFOCOM WKSHPS: CNERT 2020: Computer and Networking Experimental Research using Testbeds (INFOCOM 2020 WKSHPS CNERT 2020), Jul. 2020. | Affiliate Access Only | 5g and 6g apps, mobile edge | July 6, 2020 |
D. Raychaudhuri, I. Seskar, G. Zussman, T. Korakis, D. Kilper, T. Chen, J. Kolodziejski, M. Sherman, Z. Kostic, X. Gu, H. Krishnaswamy, S. Maheshwari, P. Skrimponis, and C. Gutterman, “Challenge: COSMOS: A city-scale programmable testbed for experimentation with advanced wireless,” In Proceedings of the 26th Annual International Conference on Mobile Computing and Networking (MobiCom ’20). | Affiliate Access Only | mobile edge, testbeds | April 16, 2020 |
C. Tunc and S. Panwar, “Optimal Transmission Policies for Energy Harvesting Age of Information Systems with Battery Recovery,” 2019 53rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2019, pp. 2012-2016, doi: 10.1109/IEEECONF44664.2019.9048659. | Affiliate Access Only | 5g and 6g apps, mobile edge | November 3, 2019 |
A. Koutsaftis, R. Kumar, P. Liu, S. Panwar, “Fast Inter-Base Station Ring (FIBR): A New Millimeter Wave Cellular Network Architecture” IEEE Journal on selected area of communication, Oct. 2019 | Affiliate Access Only | 5g and 6g apps, mobile edge | October 23, 2019 |
C. Tunc, M. F. Ozkoc, S. Panwar, “Millimeter Wave Coverage and Blockage Duration Analysis for Vehicular Communications” 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), Honolulu, HI, USA, pp. 1-6., 2019 | Affiliate Access Only | 5g and 6g apps, mobile edge | September 22, 2019 |
Y. Wang, Z. Jiao, Q. Yao, L.M. Balescu, Q. Liu, B. Tang, H.J.W. Zandvliet, “Structural and electronic properties of the α-GeSe surface,” Surface science 686, 17-21, Aug. 2019 | Affiliate Access Only | mobile edge, quantum devices | August 1, 2019 |
J. Yu, Y. Liu, “Field-of-view prediction in 360-degree videos with attention-based neural encoder-decoder networks,” Proceedings of the 11th ACM Workshop on Immersive Mixed and Virtual Environment Systems, June 2019 | Affiliate Access Only | mobile edge | June 18, 2019 |
L. Mei, R. Hu, H. Cao, Y. Liu, Z. Han, F. Li, J. Li, “Realtime Mobile Bandwidth Prediction Using LSTM Neural Network,” International Conference on Passive and Active Network Measurement, 34-47, May 2019 | Affiliate Access Only | mobile edge | May 28, 2019 |
G. Li, Y. Liu, B. Ribeiro, H. Ding, “On group popularity prediction in event-based social networks”, IEEE Transactions on Network Science and Engineering, May 2019 | Affiliate Access Only | mobile edge | May 14, 2019 |
C. Li, W. Zhang, Y. Liu, Y. Wang, “Very Long Term Field of View Prediction for 360-degree Video Streaming,” 2019 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), May 2019 | Affiliate Access Only | mobile edge | May 7, 2019 |
S. Xu, P. Liu, R. Wang, and S. Panwar, “Realtime scheduling and power allocation using deep neural networks,” in 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019), Marrakech, Morocco, Apr. 2019. | Affiliate Access Only | machine learning, mobile edge | April 14, 2019 |
M. E. Knox. “Passive Interference Cancellation in a 2×2 STAR MIMO Antenna Network”. IEEE International Workshop on AntennaTechnology (iWAT) 2019, Recipient of Best Paper/Post award. | Affiliate Access Only | mobile edge | April 2, 2019 |
C. Tunc, S. Panwar, “Optimal Transmission Policies for Energy Harvesting Age of Information Systems with Battery Recovery” 2019 53rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, pp. 2012-2016, 2019 | Affiliate Access Only | mobile edge | March 11, 2019 |
M. Knox, “Passive Interference Cancellation in a 2×2 STAR MIMO Antenna Network,” IEEE International Workshop on Antenna Technology (iWAT), March 2019. | Affiliate Access Only | mobile edge | March 1, 2019 |
L. Sun, F. Duanmu, Y. Liu, Y. Wang, Y. Ye, H. Shi, D. Dai, “A two-tier system for on-demand streaming of 360 degree video over dynamic networks,” IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Feb 2019 | Affiliate Access Only | mobile edge | February 12, 2019 |
A. Khalili, F. Shirani, E. Erkip, and Y. C. Eldar, “On multiterminal communication over MIMO channels with one-bit ADCs at the receivers,” arXiv preprint arXiv:1901.10628, 2019. | Affiliate Access Only | machine learning, mobile edge | January 30, 2019 |
Y. Wang, Q. Yao, Z. Jiao, P. Bampoulis, L. Zhang, A.N. Rudenko, M.I. Katsnelson, “Charge puddles in germanene,” Applied physics letters 114 (4), 041601 | Affiliate Access Only | mobile edge | January 28, 2019 |
A. Khalili, F. Shirani, E. Erkip, and Y. C. Eldar, “Tradeoff between delay and high SNR capacity in quantized MIMO systems,” arXiv preprintarXiv:1901.09844, 2019. | Affiliate Access Only | machine learning, mobile edge | January 28, 2019 |
P. Hassanzadeh, A. Tulino, J. Llorca, and E. Erkip, “Rate-Memory Trade-Off for Caching and Delivery of Correlated Sources,” IEEE Transactions on Information Theory, 2018 | Affiliate Access Only | mobile edge | December 1, 2018 |
S. Shahsavari, F. Shirani, and E. Erkip, “Opportunistic temporal fair scheduling for non-orthogonal multiple access,” IEEE 56th Allerton Conference on Communication, Control, and Computing, 2018. | Affiliate Access Only | mobile edge | October 2, 2018 |
S. Shahsavari, F. Shirani, and E. Erkip, “A general framework for temporal fair user scheduling in NOMA systems,” in IEEE Journal of Selected Topics in Signal Processing, 2019 | Affiliate Access Only | mobile edge | September 17, 2018 |
Chenge Li, Gregory Dobler, Yilin Song, Xin Feng, Yao Wang “TrackNet: TrackNet: Simultaneous Detection and Tracking of Multiple Objects”. | Affiliate Access Only | Computer Vision, mobile edge | September 14, 2018 |
I. K. Jain, R. Kumar, S. Panwar, “Driven by Capacity or Blockage? A Millimeter Wave Blockage Analysis,” IEEE ITC30, Sep. 2018. | Affiliate Access Only | mobile edge, terahertz | September 1, 2018 |
I. K. Jain, R. Kumar, S. Panwar, “Can Millimeter Wave Cellular Systems provide High Reliability and Low Latency? An analysis of the impact of Mobile Blockers,” e-print in arXiv.org:1807.04388, Jul. 2018. | Affiliate Access Only | mobile edge, terahertz | July 1, 2018 |
P. Hassanzadeh, A. Tulino, J. Llorca, E. Erkip, “On Coding for Cache-Aided Delivery of Dynamic Correlated Content,” in IEEE Journal on Special Areas in Communications, June 2018. | Affiliate Access Only | mobile edge | June 1, 2018 |
Q. Yang, P. Hassanzadeh, D. Gündüz, E. Erkip, “Centralized Caching and Delivery of Correlated Contents over a Gaussian Broadcast Channel,” in Proceedings of IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), May 2018. | Affiliate Access Only | mobile edge | May 19, 2018 |
Liyang Sun, Guibin Tian, Guanyu Zhu, Yong Liu, Hang Shi, and David Dai, | Affiliate Access Only | Computer Networks, mobile edge | May 1, 2018 |
S. Shahsavari, F. Fund, E. Erkip, S. Panwar, “Capturing capacity and profit gains with base station sharing in mmWavecellular networks,” in IEEE INFOCOM Workshops, Millimeter-Wave Networked Systems (mmSys), 2018 | Affiliate Access Only | mobile edge | April 26, 2018 |
S. Shahsavari, A. Ashikhmin, E. Erkip, and T. L. Marzetta, “Coordinated multi-point massive MIMO cellular systems with sectorized antennas,” 52nd IEEE Asilomar Conference on Signals, Systems, and Computers, 2018. | Affiliate Access Only | machine learning, mobile edge | February 20, 2018 |
N. V. Shende, Ö. Gürbüz and E. Erkip, “Half-Duplex or Full-Duplex Communications: Degrees of Freedom Analysis Under Self-Interference,” in IEEE Transactions on Wireless Communications, vol. 17, no. 2, pp. 1081-1093, Feb. 2018. | Affiliate Access Only | mobile edge, terahertz | February 10, 2018 |
S. Shahsavari, A. Hosseini, C. Ng, E. Erkip, “Adaptive hybrid beamforming with massive phased arrays in macro-cellular networks,” IEEE 5G World Forum, 2018. | Affiliate Access Only | mobile edge | February 3, 2018 |
R. Kumar, R. Margolies, R. Jana, Y. Liu, S. Panwar, “WiLiTV: Reducing Live Satellite TV Costs using Wireless Relays”, in IEEE Journal on Selected Areas in Communications, February, 2018. | Affiliate Access Only | 5g and 6g apps, Distributed Core, mobile edge, terahertz | February 1, 2018 |
R. Kumar, A. Francini, S. Panwar, and S. Sharma, “Dynamic Control of RLC Buffer Size for Latency Minimization in Mobile RAN,” in Proc. of IEEE WCNC, Apr. 2018. | Affiliate Access Only | Distributed Core, mobile edge | January 24, 2018 |
P. Hassanzadeh, A. Tulino, J. Llorca, E. Erkip, “Broadcast Caching Networks with Two Receivers and Multiple Correlated Sources,” in Proceedings of IEEE Asilomar Conference on Signals, Systems and Computers (Asilomar), October 2017. | Affiliate Access Only | mobile edge | October 1, 2017 |
Bo Yan, Shu Shi, Yong Liu, Weizhe Yuan, Haoqin He, Rittwik Jana, Yang Xu, and H.Jonathan Chao, “LiveJack: Integrating CDNs and Edge Clouds for Live Content Broadcasting”, in the Proceedings of ACM Multimedia, October 2017. | Affiliate Access Only | mobile edge, video | October 1, 2017 |
M. Polese, M. Giordani, M. Mezzavilla, S. Rangan, M. Zorzi, “Improved Handover Through Dual Connectivity in 5G mmWave Mobile Networks,” in IEEE Journal on Selected Areas in Communications, vol.PP, no.99, pp.1-1, June 2017. | Affiliate Access Only | mobile edge, terahertz | June 27, 2017 |
R. Ford, S. Rangan, E. Mellios, D. Kong and A. Nix, “Markov Channel-Based Performance Analysis for Millimeter Wave Mobile Networks,” 2017 IEEE Wireless Communications and Networking Conference (WCNC), San Francisco, CA, 2017, pp. 1-6. | Affiliate Access Only | mobile edge, terahertz | June 1, 2017 |
P. Hassanzadeh, A. Tulino, J. Llorca, E. Erkip “Rate-Memory Trade-off for the Two-User Broadcast Caching Network with Correlated Sources”, in Proc. IEEE International Symposium Information Theory (ISIT), June 2017. | Affiliate Access Only | Cache-Aided Wireless Networks, mobile edge | June 1, 2017 |
S. Xu, P. Liu, and S. Panwar “Exploiting network similarity for latency prediction of edge devices,” 2017 IEEE International Conference on Communications (ICC), Paris, France, May 2017. | Affiliate Access Only | mobile edge | May 1, 2017 |
Z. Cao, S. Panwar, M. Kodialam, T. Lakshman, “Enhancing Mobile Networks With Software Defined Networking and Cloud Computing,” in IEEE/ACM Transactions on Networking , vol.PP, no.99, pp.1-14. | Affiliate Access Only | Distributed Core, mobile edge | April 11, 2017 |
M. Polese, R. Jana, M. Zorzi, “TCP in 5G mmWave Networks: Link Level Retransmissions and MP-TCP,” to be presented at 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Atlanta, USA, May 2017. | Affiliate Access Only | mobile edge, terahertz | April 4, 2017 |
S. Goyal, P. Liu, and S. Panwar. “Scheduling and power allocation in self-backhauled full duplex small cells.” 2017 IEEE International Conference on Communications (ICC). IEEE, 2017. | Affiliate Access Only | mobile edge | April 2, 2017 |
R. Ford, A. Sridharan, R. Margolies, R. Jana, S. Rangan “Provisioning Low Latency, Resilient Mobile Edge Clouds for 5G” arXiv:1703.10915 [cs.NI]. | Affiliate Access Only | mobile edge, terahertz | March 31, 2017 |
R. Ford, M. Zhang, M. Mezzavilla, S. Dutta, S. Rangan and M. Zorzi, “Achieving Ultra-Low Latency in 5G Millimeter Wave Cellular Networks,” in IEEE Communications Magazine, vol. 55, no. 3, pp. 196-203, March 2017. | Affiliate Access Only | mobile edge, terahertz | March 3, 2017 |
F. Fund, S. Shahsavari, S. S. Panwar, E. Erkip, S. Rangan, “Resource Sharing Among mmWave Cellular Service Providers in a Vertically Differentiated Duopoly,” France, 2017, pp. 1-7. | Affiliate Access Only | mobile edge, terahertz | February 22, 2017 |
F. Fund, S. Shahsavari, S. Panwar, E. Erkip, S. Rangan, “Resource sharing among mmWave cellular service providers in a vertically differentiated duopoly,” in Proceedings of International Conference on Communications (ICC), Next Generation Networking and Internet Symposium, 2017. | Affiliate Access Only | mobile edge | February 20, 2017 |
S. Shahsavari, D. Ramirez, and E. Erkip, “Joint User Scheduling and Power optimization in Full-Duplex Cells | Affiliate Access Only | mobile edge | February 20, 2017 |
M. Polese, M. Mezzavilla, S. Rangan, M. Zorzi, “Mobility Management for TCP on mmWave Networks”, mmNets 2017. | Affiliate Access Only | mobile edge, terahertz | January 13, 2017 |
M. Polese, M. Zhang, M. Mezzavilla, J. Zhu, S. Rangan, S. Panwar, M. Zorzi, “A Split TCP Proxy Architecture for 5G mmWave Cellular Systems”, Asilomar 2017. | Affiliate Access Only | mobile edge, terahertz | January 13, 2017 |
F. Fund, S. Shahsavari, S. S. Panwar, E. Erkip, and S. Rangan, “Do open resources encourage entry into the millimeter wave cellular service market?” in Proceedings of the Eighth Wireless of the Students, by the Students, and for the Students Workshop (S3), New York, NY, Oct. 2016, pp. 12–14. | Affiliate Access Only | mobile edge | October 1, 2016 |
S. Goyal, C. Galiotto, N. Marchetti and S. Panwar (2016). Throughput and Coverage of a Mixed Full and Half Duplex Small Cell Network. Proceedings of the IEEE International Conference on Communications (ICC) 2016, Best Paper Award of ICC 2016. | Affiliate Access Only | mobile edge | April 2, 2016 |
S. Goyal, P. Liu, S. Panwar, R. A. DiFazio, R. Yang, E. Bala, “Full duplex cellular systems: Will doubling interference prevent doubling capacity?” IEEE Communications Magazine, May 2015. | Affiliate Access Only | mobile edge | May 14, 2015 |
T. Lu, Pei Liu, S. Panwar, “Shining a Light into the Darkness: How Cooperative Relay Communication Mitigates Correlated Shadow Fading,” 2015 IEEE 81st Vehicular Technology Conference (VTC Spring). | Affiliate Access Only | mobile edge | April 13, 2015 |
T. Lu, Pei Liu, S. Panwar “How long before I regain my signal,” 2015 49th Conference on Information Sciences and Systems (CISS). | Affiliate Access Only | mobile edge | April 13, 2015 |
Y. Zaki, T. Potsch, J. Chen, T. Ahmad, L. Subramanian “Dissecting Web Latency in Ghana,” ACM Internet Measurement Conference (IMC), 2014. | Affiliate Access Only | mobile edge | November 5, 2014 |
“Cost-aware Mobile Web Browsing,” IEEE Pervasive Computing, September 2012. | Affiliate Access Only | mobile edge | March 6, 2012 |
Jay Chen, Lakshminarayanan Subramanian, Eric Brewer,” SMS-based Web Search on Low-end Mobile Devices,” ACM MOBICOM, 2010 | mobile edge | September 20, 2010 |