Automated Management for Low-Resource 5G Deployments
Talk on automated management techniques for low-resource 5G deployments, presented at the Facebook Magma Conference.
I am an Assistant Research Professor in the Department of Electrical and Computer Engineering at Rice University. My research is at the intersection of computer systems and wireless networking — building programmable, intelligent infrastructure for 5G/6G and Open RAN, with a focus on algorithm and system design across FPGA, GPU, and CPU. This spans software-defined massive MIMO baseband, scalable many-antenna platforms, virtualized RAN systems, and machine-learning-driven scheduling.
I currently lead ETHOS — a multi-dimensional approach to ML-enabled RAN software design (NTIA Public Wireless Supply Chain Innovation Fund, 2024–2028) — and co-lead Houdini, an open-access multi-band software-defined radio platform (NSF CNS-2346550), and 3DML, a community platform for ML-driven wireless research (NSF CCRI, 2020–2026). Previously, I co-led RENEW (NSF PAWR, 2018–2023) — an open-source software-defined massive MIMO platform deployed on the POWDER testbed.
Many-antenna massive MIMO platforms and real-time baseband. From hardware architectures that scale to hundreds of coherent radio chains, to software-only baseband processing on commodity servers: Agora (ACM CoNEXT'20), ArgosV3 (ACM MobiCom'17).
AI-driven scheduling and RAN slicing. Real-time ML and slice-aware schedulers for massive MIMO: Helix (ACM CoNEXT'24), Deep RL Resource Scheduler (IEEE TMLCN'23).
ML-based massive MIMO detection. Sampling-based detectors that approach ML accuracy at far lower complexity: Annealed Langevin Detector (IEEE TWC'22).
Virtualized Open RAN systems. Measurement and design for 5G O-RAN on commodity infrastructure: ETHOS (ACM WiNTECH'25).
Wireless physical-layer security. PHY techniques that protect legitimate transmissions against eavesdroppers: M3A (ACM MobiCom'23).
I am always happy to discuss collaborations — feel free to reach out.
Talk on automated management techniques for low-resource 5G deployments, presented at the Facebook Magma Conference.
Presentation introducing the RENEW shared software-defined massive MIMO platform at the IEEE Communications Theory Workshop.
I will serve as Workshop Co-Chair for ACM MobiCom 2026 — the ACM International Conference on Mobile Computing and Networking.
Qing An successfully defended his PhD thesis and has joined Apple. Congratulations Dr. An!
I will serve as Local Chair for ACM MobiHoc 2025 — the ACM International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing.
New 5-year project on ML-enabled RAN software testing kicks off, funded by the NTIA Public Wireless Supply Chain Innovation Fund (2024–2028).