Raymobtime is a methodology for generating realistic wireless communication datasets using ray-tracing combined with 3D dynamic scenarios. The framework ensures physical consistency across time, frequency, and space, enabling high-fidelity modeling of mobility and channel evolution. To enrich the datasets for machine learning, sensing, and multimodal research, we incorporate: LiDAR simulations (via Blensor), RGB camera rendering (via Blender), Position and mobility metadata, Ray-tracing (computed with Remcom Wireless InSite), Vehicle and pedestrian mobility (modeled by SUMO) and Realistic urban maps from CadMapper and OpenStreetMap.
Raymobtime datasets have been used in research on beam selection, beam tracking, blockage prediction, V2V modeling, and multimodal AI for next-generation mmWave/THz communications. For technical details, please refer to our publications.

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Dataset Name Scenario Description Modality Dataset Structure Suggested Application(s) Link/legacy name
Scenario 1 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing 100 ms scenes · 30 s episodes · 116 episodes × 50 scenes · 41K channels Beam selection · Mobility modeling s000
Scenario 2 Rosslyn · 2.8 & 5 GHz · 10 Fixed RX Ray-tracing 5 ms scenes · 37 s episodes · 200 episodes × 10 scenes · 20K channels Beam selection · Link prediction s001
Scenario 3 Rosslyn · 2.8 & 60 GHz · 10 Fixed RX Ray-tracing 1 s scenes · 3 s episodes · 1800 episodes × 1 scene · 18K channels Beam selection · LOS/NLOS analysis s002
Scenario 4 Rosslyn · 2.8 & 5 GHz · 10 Fixed RX Ray-tracing 1 ms scenes · 35 s episodes · 200 episodes × 10 scenes · 20K channels Beam selection s003
Scenario 5 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing 1 s scenes · 30 s episodes · 5000 episodes × 1 scene · 35K channels Beam tracking (short steps) s004
Scenario 6 Rosslyn · 2.8 & 5 GHz · 10 Fixed RX Ray-tracing 10 ms scenes · 35 s episodes · 125 episodes × 80 scenes · 100K channels Link prediction · Beam selection s005
Scenario 7 Rosslyn · 28 & 60 GHz · 10 Fixed RX Ray-tracing 1 ms scenes · 35 s episodes · 200 episodes × 10 scenes · 20K channels Multi-band modeling s006
Scenario 8 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing 0.5 s scenes · 5 s episodes · 100 episodes × 50 scenes · 30K channels Beam tracking · Mobility s010
Scenario 9 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing 0.5 s scenes · 6 s episodes · 76 episodes × 20 scenes · 13K channels Beam tracking s011
Scenario 10 Rosslyn · 60 GHz · 10 Fixed RX Ray-tracing 0.5 s scenes · 6 s episodes · 105 episodes × 20 scenes · 21K channels Beam selection s012
Scenario 11 Beijing · 2.8 & 60 GHz · 10 Mobile RX Ray-tracing + LiDAR + Camera 1 s scenes · 5 s episodes · 50 episodes × 40 scenes · 15K channels Multimodal ML · Beam tracking s007
Scenario 12 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing + LiDAR + Camera 0.1 s scenes · 30 s episodes · 2086 episodes × 1 scene · 11K channels Multimodal ML · Beam selection s008
Scenario 13 Rosslyn · 60 GHz · 10 Mobile RX Ray-tracing + LiDAR + Camera 0.1 s scenes · 30 s episodes · 2000 episodes × 1 scene · 10K channels Multimodal ML · Beam selection s009
Scenario 14 Rosslyn · 5m Antenna · 20% NLOS · 60 GHz · 5 RX Ray-tracing (Beam Tracking) 80 ms scenes · 30 s episodes · 145 episodes × 40 scenes · 28997 channels Beam tracking · Multimodal ML t003
Scenario 15 Rosslyn · 10m Antenna · 50% NLOS · 60 GHz · 5 RX Ray-tracing (Beam Tracking) 80 ms scenes · 30 s episodes · 145 episodes × 40 scenes · 28288 channels Beam tracking · Multimodal ML t004
Scenario 16 Marseille · 25m Antenna · 10% NLOS · 60 GHz · 5 RX Ray-tracing (Beam Tracking) 80 ms scenes · episodes missing · 145 episodes × 40 scenes Beam tracking · Multimodal ML t005
Scenario 17 Rosslyn · 25m Antenna · 10% NLOS · 60 GHz · 5 RX Ray-tracing (Beam Tracking) 80 ms scenes · episodes missing · 145 episodes × 40 scenes Beam tracking · Multimodal ML t006
Scenario 18 LASSE Indoor · 60 GHz Indoor Ray-tracing 100 ms scenes · 1 episode × 800 scenes Indoor communications · Beam selection
Feature Validation
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Scenario 19 Indoor dataset (details missing) Indoor Ray-tracing 200 ms scenes · 1 episode × 442 scenes Indoor propagation ir002
Scenario 20 Rosslyn · 60 GHz · 2 TX · 5 RX Ray-tracing (V2V) 100 ms scenes · 30 s episodes · 20 episodes × 50 scenes · 8.5K channels V2V modeling · Beam selection ir002
Scenario 21 Rosslyn · 60 GHz · 1 TX · 5 RX Ray-tracing (V2V) 0.1 s scenes · 0.1 s episodes · 2500 episodes × 1 scene · 12.5K channels V2V short-range · Beam tracking v002