Snap shots of recent research

Optimal 6G Transmitter Placement in Realistic Urban Environments

Paper: https://arxiv.org/abs/2604.28153. Homepage: Project page.

High-fidelity 3D model of San Francisco used for ray-tracing simulations
High-fidelity 3D model of San Francisco used for ray-tracing simulations.
Data rate coverage maps: AT&T baseline vs. IA-SPA optimized placement
Data rate coverage maps: AT&T baseline (left) vs. IA-SPA optimized placement (right).
Metric AT&T Baseline IA-SPA Change
Throughput [MBps]
Mean Rate 21.17 36.12 +70.62%
Edge Rate (5th pct.) 3.57 8.38 +134.58%
Interference [nW]
Mean Interference 2.24 2.19 −2.04%
Max Interference 495.86 473.93 −4.42%
IA-SPA vs. AT&T real-world deployment in San Francisco — same number of towers.

Pursuit-evasion game of Reeds-Shepps cars using Deep Learning

Papers: https://arxiv.org/abs/2406.10758 .

Demos: