Digital Twin for Wireless

PHY-Layer Digital Twin Enabled Context Aware Resource Control

You want to track the real-time channel in virtual domain to have a low-overhead control of wireless resource? Try this approach!!

PHY-Layer Digital Twin Enabled Beam Selection for UAV

You want to track channel state information (CSI) low computational overhead for beam selection among multiple base station? Try this approach!!

Want to know more about it?

P. Tarafder, I. Ahmed, D. B. Rawat, Z. Hassan, and K. Hasan, “Digital-Twin Empowered Site-Specific Radio Resource Management in 5G Aerial Corridor,” in IEEE MILCOM(accepted), 2025. 

Channel Twin for IRS-Assisted Cell-Free Massive MIMO

You want to track CSI for resource allocation in cell-free massive MIMO network with low computational complexity? Try this approach!!

LLM-DTNet: LLM Integrated Hierarchical Digital Twin

You want your digital twin to not just mirror the network but reason about it —> parsing policies, selecting contexts, and orchestrating radio resources across the whole protocol stack? Try this approach!!

Want to know more about it? 

M. Haider, I. Ahmed, Z. Hassan, K. Hasan, H. V. Poor, "LLM-Integrated Digital Twins for Hierarchical Resource Allocation in 6G Networks", IEEE Commun. Standards Magazine (Early Access), Mar. 2026. 

Calibrating the Channel Twin: Sim-to-Lab Adaptation at W-Band

Build a site-specific Sionna RT channel twin → Capture real OFDM CFRs on a COTS W-band testbed (USRP-B200 + WR-10 converters, 92–95 GHz) → Learn an unpaired, non-adversarial mapping that aligns the channel statistics receivers actually care about: PDP, sub-band PDP, RMS delay-spread distribution, and per-subcarrier magnitude

No paired simulated/measured samples. No discriminators. No retraining per carrier — the 95 GHz checkpoint transfers zero-shot to 92–94 GHz!!

Digital Twin Empowered DRL for UAV Aerial Corridors

You want real-time, interference-aware UAV-BS-beam association — without global CSI overhead and without NP-hard combinatorial search at every decision step? Try this approach!!

SionnaRTStudio

SionnaRTStudio is an open-source, 𝐛𝐫𝐨𝐰𝐬𝐞𝐫-𝐛𝐚𝐬𝐞𝐝 wireless digital twin built on NVIDIA 𝐒𝐢𝐨𝐧𝐧𝐚 𝐑𝐓. Its global map interface lets users select and load 𝐎𝐩𝐞𝐧𝐒𝐭𝐫𝐞𝐞𝐭𝐌𝐚𝐩 𝐝𝐚𝐭𝐚 𝐟𝐨𝐫 𝐥𝐨𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐚𝐧𝐲𝐰𝐡𝐞𝐫𝐞 𝐢𝐧 𝐭𝐡𝐞 𝐰𝐨𝐫𝐥𝐝, transform them into interactive 3D radio environments, and connect the browser directly to hardware-accelerated ray tracing.

The workbench supports:

- Multipath and radio coverage analysis

- Configurable antenna arrays and propagation mechanisms

- Multi-transmitter mobility with per-cell received signal strength

- Best-server tracking and 3GPP A3-style handover analysis

- Link-level analysis with Shannon capacity, spectral efficiency, throughput, effective rank, coherence bandwidth, and link-budget SNR

- CIR and CFR tensor export and standalone Sionna RT scene export

- Optional 5G NR PUSCH BER and BLER evaluation