Research Roadmap

Physically Accurate Differentiable Inverse Rendering for Radio Frequency Digital Twin

Core library for RF digital twin simulation and analysis

Visual editor for creating and managing RF simulations

Visual node-based workflow editor for simulation pipelines

Animation and temporal simulation control interface

Comprehensive documentation and API reference guides

Example extensions and plugins for customization

AI-powered generation examples for RF environment and scenarios

Finite-difference time-domain and frequency-domain electromagnetic solvers

Integration with Mitsuba renderer for physics-based simulation

Integration with Sionna for link-level and system-level simulations

RF Digital Twin Ray Tracing Engine (Mitsuba backend)

RF Digital Twin Ray Tracing Engine (C++ backend)

Fully differentiable pipeline for end-to-end model training

NeRF integration for neural scene representation

3DGS integration for real-time neural rendering

SDF-based geometry representation for efficient rendering

Physics simulation integration for dynamic environments