2024
- In collaboration with researchers from Arizona State University and Case Western Reserve University, our group received an NSF award for the project "FuSe2 Topic 1: Energy-efficient, Near-Memory CMOS+X Architecture for Hardware Acceleration of DNNs with Application to NextG Wireless Systems". The project will focus on developing a hardware/software framework for efficient, on-chip implementation of deep neural networks (DNNs) and applying this framework for signal inference in next-generation (NextG) wireless communications systems. See Facebook, Instagram, and LinkedIn for additional details.
- Dr. Marwan Krunz (PI) and Dr. Michael Wu (co-PI) were awarded a grant from NSF to establish a new Industry University Cooperative Research Center (IUCRC) called WISPER, which stands for Wireless Innovation towards Secure, Pervasive, Efficient, and Resilient Next G Networks. A partnership between the University of Arizona, Virginia Tech, and George Mason University, WISPER aims at influencing 6G technology platforms through proactive engagement with various stakeholders, guiding standard-setting organizations and endorsing collaboration between academia and industry. WISPER aims to spearhead the evolution of secure and economical next-generation wireless networks and play a vital role in cultivating a workforce equipped to navigate impending complex challenges. More than 25 large and small companies will participate in WIPSER as membership-paying industry affiliates. See Facebook, Instagram, and LinkedIn for additional details.
- Our paper "Fair Probabilistic Multi-Armed Bandit with Applications to Network Optimization," was accepted for IEEE TMLCN.
- Our paper "Online learning-based beamwidth optimization for initial access in millimeter wave cellular networks," was accepted for IEEE TCCN.
- Zhengguang Zhang defended her Ph.D. dissertation, entitled "Robust PHY-layer Signaling and Enhanced Security for Wi-Fi Systems" (May 28, 2024). She joined Keysight Technologies. (Photo).
- Wenhan Zhang defended his Ph.D. dissertation, entitled "Secure Machine Learning Based RF Signal Classification for Wireless Systems" (March 27, 2024). He joined Apple. (Photo).
- Dr. Krunz delivers a plenary talk at ICNC'24.
2023
- Our paper “Secure linear precoding in overloaded MU-MIMO wireless networks,” was accepted for IEEE TCOM.
- Our paper “Online reinforcement learning for beam tracking and rate adaptation in millimeter-wave systems,” was accepted for IEEE TMC.
- Our paper “Distributed traffic synthesis and classification in edge networks: Federated self- supervised learning approach,” was accepted for IEEE TMC.
- Our paper “Time-sensitive learning for heterogeneous federated edge intelligence,” was accepted for IEEE TMC.
2022
- Our paper “Dynamic spectrum access in non-stationary environments: A DRL-LSTM integrated approach,” was accepted for IEEE ICNC.
- Our paper “SIGTAM: A tampering attack on Wi-Fi preamble signaling and countermeasures,” was accepted for IEEE CNS.
- This summer, several members of our group were hired as interns by high-tech companies: Zhengguang Zhang (Qualcomm), Wenhan Zhang (Intel), Zhiwu Guo (NXP), Sopan Sarkar (Keysight), and Amir Yazdani (DOCOMO).
- Dr. Krunz is invited as a keynote speaker at ICCSPA 2022 to give a talk on "Machine Learning for Signal and Protocol Classification over Shared Spectrum". Click here for CFP.
- Dr. Krunz was recognized for the invention of "Preamble Waveforms to Support Wireless Networks and Fast Beam Sweeping in 5G Millimeter Wave".
- Dr. Krunz recently held a talk on, "Machine Learning Classification of RF Signals over Congested and Contested Spectrum: Algorithms and Experimentation".
- Our paper “Automatic Machine Learning for Multi-Receiver CNN Technology Classifiers,” was accepted for ACM WiseML.
2021
- Dr. Krunz’s induction as a Regents Professor.
- Our Upcoming Fall BWAC Meeting.
- Our paper “Intelligent jamming of deep neural network based signal classification for shared spectrum,” was accepted for the IEEE MILCOM 2021.
- Our paper “Machine learning for robust beam tracking in mobile millimeter-wave systems,” was accepted for IEEE GLOBECOM 2021.
- Our paper “Preamble injection and spoofing attacks in Wi-Fi networks,” was accepted for IEEE GLOBECOM 2021.
- Our paper “CWmin estimation and collision identification in Wi-Fi systems,” was accepted for the IEEE MASS 2021.
- ABOR Selects Dr. Krunz as a Regents Professor.
- Our paper “Adaptive Preamble Embedding with MIMO to Support User-defined Functionalities in WLANs,” was accepted for IEEE TMC.
- Our paper “Joint task partitioning and user association for latency minimization in mobile edge computing networks,” was accepted for IEEE TVT.
- Our paper “Sense-Bandits: AI-based adaptation of sensing thresholds for heterogeneous-technology coexistence over unlicensed bands,” was invited by IEEE ICCCN 2021.
- Our paper “Beamwidth optimization for initial access in 5G NR millimeter wave cellular networks,” was accepted for the IEEE ICC 2021 - Next-Generation Networking and Internet Symposium, June 2021.
- Our paper “Task partitioning and user association for latency minimization in mobile edge computing networks,” was accepted for the ICCN Workshop in conjunction with IEEE INFOCOM 2021.
- Our paper “Signal detection and classification in shared spectrum: A deep learning approach” was accepted for the IEEE INFOCOM 2021.
2020
- WiCON has joined the mmWave Coalition representing University of Arizona. We will join other universities and companies in the effort to develop a favorable regulatory environment for systems employing terahertz radiation.
- Our paper “5G New Radio Unlicensed: Challenges and evaluation” was accepted for IEEE TCCN.
- Our paper “Latency Prediction for Delay-sensitive V2X Applications in Mobile Cloud/Edge Computing Systems“ was accepted for IEEE GLOBECOM 2020.
- Congratulations to Berk on winning the ECE Most Outstanding Graduate Student Award for Spring 2020.
- Congratulations to Mohammed on succesfully defending his Ph.D. dissertation (May 2020). He will be joining Qualcomm in San Diego.
- Congratulations to Irmak on succesfully defending her Ph.D. dissertation (March 2020) (Photo). She has joined Qualcomm in San Diego.
- Our paper "Efficient Beam Sweeping Algorithms and Initial Access Protocols for Millimeter-Wave Networks" was accepted for the IEEE Transactions on Wireless Communications.
- Our paper "MAMBA: A Multi-armed Bandit Framework for Beam Tracking in Millimeter-wave Systems" was accepted for the IEEE INFOCOM 2020.
- Our paper "Expanding the Role of Preambles to Support User-defined Functionality in MIMO-based WLANs" was accepted for the IEEE INFOCOM 2020.
2019
- Congratulations to Berk on succesfully defending his Ph.D. dissertation (Dec. 2019). He has joined Qualcomm in San Diego.
- Dr. Krunz discusses the challenges and opportunities of 5G at a TLA panel. Click here for more details.
- Our paper "Multi-beam transmissions for blockage resilience and reliability in millimeter-wave systems" was accepted for IEEE JSAC - Special Issue on Millimeter-wave Networking.
- Our paper "Deep learning based identification of wireless protocols in the PHY layer" was accepted for the IEEE CNC Workshop 2020.
- Our paper "Impact of beamforming on delay spread in wideband millimeter-wave systems" was accepted for the IEEE ICNC 2020 Conference.
- Our paper "Intelligent tracking of network dynamics in cross-technology coexistence over unlicensed bands" was accepted for the IEEE ICNC 2020 Conference.
- Congratulations to Amir and Mohammed on the acceptance of a DySPAN 2019 paper
- Congratulations to Mohammed on the acceptance of his TCCN paper
- Congratulations to Peyman on earning his Ph.D (Apr. 2019). He will be joining Qualcomm in San Jose.
- Three papers by our group members and collaborators have been accepted for the IEEE SECON 2019 Conference, Boston, June 2019.
- Check out this article about our recent work on 5G.
2018
- Congratulations to Berk and Irmak on the acceptance of their paper "Smartlink: Exploiting Channel Clustering Effects for Reliable Millimeter Wave Communications" for the IEEE INFOCOM.
- Congratulations to Peyman on the acceptance of his paper "Distributed power control in single-stream MIMO wiretap interference networks with full-duplex jamming receivers" for the IEEE Transactions on Signal Processing.
- Congratulations to Peyman for winning the best poster award in BWAC Fall 2018 Meeting.
- Congratulations to Irmak and Dr. Krunz on receiving the best paper award in 2018 ACM MSWiM Conference.
- News article about our recent research on pilot contamination attack, in IEEE Spectrum (Massive MIMO will create more wireless channels, but also more vulnerabilities).
- Congratulations to Berk on the acceptance of his paper "Vulnerabilities of Massive MIMO Systems to Pilot Contamination Attacks" for the IEEE Transactions on Information Forensics and Security.
- IEEE ComSoc selected our pioneer work P-modulation as a Tech Focus paper in Prototyping Wireless Networks.
- Congratulations to Yong and Mohammed on the acceptance of their paper "Distributed Resource Allocation for Network Slicing over Licensed and Unlicensed Bands" for the IEEE JSAC.
- Congratulations to Yong on the acceptance of his paper "Distributed Optimization for Energy-efficient Fog Computing in the Tactile Internet" for the IEEE JSAC.
- Congratulations to Yong on the acceptance of his paper "Dynamic Network Slicing for Scalable Fog Computing Systems with Energy Harvesting" for the IEEE JSAC.
- Congratulations to Irmak on the acceptance of her paper "FastLink: An Efficient Initial Access Protocol for Millimeter Wave Systems" for the ACM MSWiM 2018.
- Congratulations to Yong and Mohammed on the acceptance of their paper "On Modeling and Optimizing LTE/Wi-Fi Coexistence with Prioritized Traffic Classes" and "On the Privacy and Utility Tradeoff in Database-Assisted Dynamic Spectrum Access" for the IEEE DYSPAN 2018.
- Congratulations to Peyman on the acceptance of his paper "Power Games for Secure Communications in Single-stream MIMO Interference Networks" for the IEEE Transactions on Wireless Communications.
- Irmak Aykin and Mohammed Hirzallah respectively join Keysight Technologies, CableLabs for summer research internships.
- Congratulations to Dr. Rahbari on receiving the INFOCOM 2018 best-in-session presentation award.
- Congratulations to Yong and Mohammed on the acceptance of their paper "Optimizing Inter-operator Network Slicing over Licensed and Unlicensed Bands" for the IEEE SECON 2018.
- Dr. Krunz will be hosting the 3rd mmW RCN Workshop at the UA, Jan. 18 and 19, 2018. See article on the UA College of Engineering news.
2017
- Congratulations to Berk for winning GPSC travel grant award for IEEE CNS 2017.
- Congratulations to Berk for receiving 2017 IEEE CNS NSF/ARO Student Travel Grant.
- Congratulations to Berk on the acceptance of his paper "Pilot Contamination Attacks in Massive MIMO Systems" for the IEEE CNS 2017.
- Irmak Aykin, Berk Akgun, and Peyman Siyari respectively join Keysight Technologies, InterDigital, and Ridgetop Group for summer research internships.
- Congratulations to Peyman Siyari, Marwan Krunz, and Diep Nguyen on the acceptance of their paper "Joint Transmitter- and Receiver-based Friendly Jamming in a MIMO Wiretap Interference Network" for the IEEE ICC 2017.
- Congratulations to Dr. Krunz on his recent appointment as the Editor-in-Chief (EiC) for the IEEE Transactions on Mobile Computing (TMC).
- Feature article about our recent NSF project on designing a MIMO system with a broad frequency coverage for DSA applications.
2016
- Dr. Krunz organizes and moderates an Executive Panel of the IEEE WCNC 2016 Conference on the topic of "Global Research Funding Opportunities: Models & Lessons Learnt”. Panelists include: Dr. Abdul Sattar Al-Taie, Executive Director, QNRF; Dr. Chengshan Xiao, Program Director, NSF; Dr. Monique Beaudoin, Associate Director, U.S. Office of Naval Research Global, London; and Dr. Ajit Chaturvedi, Professor & Deputy Director, IIT-Kanpur.
- Our innovative hardware design for dynamic spectrum access (DSA) squeezes more Wi-Fi connections from limited spectrum, which is highlighted by UA media.
- Congratulations to Wessam on winning a GPSC travel grant award to attend the Asilomar 2016 Conference.
- Congratulations to Dr. Afifi on passing his Ph.D. defense exam.
- Congratulations to Peyman on the acceptance of his paper "Friendly Jamming in a MIMO Wiretap Interference Network: A Non-Convex Game Approach" for the IEEE Journal on Selected Areas in Communications.
- Congratulations to Berk on the acceptance of his paper "Exploiting Full-duplex Receivers for Achieving Secret Communications in Multiuser MISO Networks" for the IEEE Transactions on Communications.
- Congratulations to Mohammed and Wessam on the acceptance of their paper "Full-duplex-based Rate/Mode Adaptation Strategies for Wi-Fi/LTE-U Coexistence: A POMDP Approach" for the IEEE Journal on Selected Areas in Communications.
- Congratulations to Peyman on the acceptance of his paper "A Game Theoretic Design of Artificial-Noise Aided Transmissions in MIMO Wiretap Interference Network" for the IEEE Globecom 2016.
- Congratulations to Mohammed and Wessam on the acceptance of their paper "Full-duplex Spectrum Sensing and Fairness Mechanisms for Wi-Fi/LTE-U Coexistence" for the IEEE Globecom 2016.
- Congratulations to Irmak on the acceptance of her paper "Proactive Sensing and Interference Mitigation in Multi-link Satellite Networks" for the IEEE Globecom 2016.
- Congratulations to Hanif on the acceptance of his paper "Rolling Preambles: Mitigating Stealthy FO Estimation Attacks in OFDM-based 802.11 Systems" for the IEEE CNS 2016.
- Congratulations to Wessam for winning GPSC travel grant award for IEEE WiOpt 2016.
- Congratulations to Wessam on the acceptance of his paper "Coexistence in wireless networks with heterogeneous self-interference cancellation capabilities" for the IEEE WiOpt 2016.
- Congratulations to Wessam on the acceptance of his paper "Throughput-fairness tradeoff evaluation for next-generation WLANs with adaptive clear channel assessment" for the IEEE ICC 2016.
- Congratulations to Hanif on the acceptance of his paper "Full Frame Encryption and Modulation Obfuscation Using Channel-independent Preamble Identifier" for the IEEE Transactions on Information Forensics and Security.
- Congratulations to Wessam for winning the best poster award in BWAC I/UCRC IAB Spring Meeting 2016.
- Congratulations to Mohammed and Wessam on the acceptance of their paper "Integrating full-duplex capabilities in heterogeneous spectrum sharing" for the Asilomar 2016.
- Congratulations to Wessam on the acceptance of his paper "Enabling media streaming over LTE-U small cells"for the IEEE WCNC 2016.
- Congratulations to Wessam for winning an honorable mention certificate from the graduate division of student showcase, University of Arizona.
2015
- Congratulations to Berk for winning COE travel grant award for IEEE Globecom 2015.
- Congratulations to Dr. Rahbari on passing his Ph.D. defense exam.
- Congratulations to Peyman on the acceptance of his paper "Price-based Friendly Jamming in a MISO Interference Wiretap Channel" for the IEEE INFOCOM 2016.
- Congratulations to Irmak for winning the best poster award in BWAC I/UCRC IAB Fall Meeting 2015.
- Congratulations to Berk on the acceptance of his paper "Receiver-based friendly jamming with single-antenna full-duplex receivers in a multiuser broadcast channel" for the IEEE Globecom 2015.
- Congratulations to Hanif on the acceptance of his paper "Supporting PHY-layer security in multi-link wireless networks using friendly jamming" for the IEEE Globecom 2015.
- Congratulations to Hanif on the acceptance of his paper "Swift jamming attack on frequency offset estimation: The Achilles' heel of OFDM systems" for the IEEE Transactions on Mobile Computing.
- Congratulations to Peyman for winning GPSC travel grant award.
- Congratulations to Wessam on the acceptance of his paper "Incorporating self-interference suppression for full-duplex operation in opportunistic spectrum access systems" for the IEEE Transactions on Wireless Communications.
Older News
- News article about our research on securing Wi-Fi, reported inthe UA College of Engineering news letter (UA Engineering Research Aims to Secure Wi-Fi and Shut Out Snoops, or here (10/31/2014)
- Our research highlighted in the Arizona Daily Star (UA leads research on next-generation wireless) (10/6/2013)