Projects
A selective snapshot of some of the most important work that I am currently working on or have worked on. If you’re working on similar problems, feel free to reach out. I’m always happy to compare notes.
GPU Accelerated RAN Algorithm
2025–Present
When we realized that 6G SLS would take ~ 100x longer because of massive antenna arrays, wider bandwidths, and the lack of ISAC abstractions, my team and I turned to scalable GPU computing to bring turnaround times back down to under 6 hours.
- GPU
- CUDA C/C++
- AI-RAN
- ISAC
- 6G
AI for 5G/6G Air Interface
2020–Present
Led AI/ML model development & 5G-Advanced simulations for feasibility study on Beam Prediction, CSI Compression, & Positioning, with contributions to 3GPP Release 18/19 standardization.
- CSI feedback
- Positioning
- Model Design
- Beam-management
- Standardization
ISAC System & Standardization
2024–Present
Led ISAC pre-standardization research on algorithms & RAN architecture, and contributed to 3GPP Release 19/20 work on channel modeling, TRP-based monostatic sensing, and 6G ISAC.
- Clutter Cancellation
- Target Localization
- UAV
- Human
- AGV
- Vehicle
- Sensing Assisted Communication
6G Radio Protocol Stack
2025–Present
Assisted in identifying limitations of the existing 5G protocol stack & developing solutions to address them, along with designing enhancements required to support AI/ML & ISAC as part of 6G protocol stack study within 3GPP RAN2.
- SDAP
- PDCP
- RLC
- MAC
- RRC
- Fast-ARQ
- HoL Blocking
5G/5G-Advanced Toolkit
2020–2024
5G-Toolkit™ provides a rich library of functions and modules in Python based on NumPy to design algorithms for 5G and Beyond wireless systems.
- Channel Coding
- Physical channel
- MIMO-OFDM
- Wireless Channels
- AI/ML for Wireless
- Scheduling
- HARQ
Positioning in Cellular Networks
2018–2024
Leading AI/ML models and signal-processing algorithm development for advanced positioning solutions, while contributing to 3GPP RAN1/RAN2 positioning standardization from Releases 16 to 19 and now supporting real-world deployments.
- AI-ML
- RedCap
- Sidelink
- Positioning
5G on SDRs
2021–2022
The course serves as an introduction to 5G standards utilizing software-defined radios (SDRs).
- 5G Networks
- Pluto-SDR
- USRP B210
- Hardwares
CUDA Optimized TR 38.901 Channel Model Implementation
2026–Present
Developing highly optimized CUDA kernels for spatial consistency, temporal evolution, channel coefficient generation, & OFDM channel generation.
- (U/R/S)Ma|UMi|InF/H
- Massive MIMO
- ISAC
- Spatial Consistency
- Near Feild
- C/TDL