Drift-Robust TinyMLChronological drift · resource-aware XAI · edge deployment
Concept visualization

3D Concept Gallery

Visual design references for the DriftTwin AI Lab experience, kept separate from scientific evidence and physical-lab documentation.

CONCEPT VISUALS — NOT EXPERIMENTAL EVIDENCE

These images communicate the intended device, laboratory, and digital-twin experience. They introduce no new measurement or hardware claim. Research status continues to come from the project evidence registry and the live Digital Twin.

Conceptual DriftTwin AI Lab dashboard showing a sensor chamber, signal acquisition, nRF52840 edge device, gateway laptop, AI cloud, telemetry charts, and evidence-aware status panels.

Integrated DriftTwin lab dashboard concept

AI-generated concept visualization of the intended integrated laboratory experience. It is explanatory artwork, not a photograph of the physical laboratory and not evidence of hardware execution.

Conceptual engineering infographic showing the DriftTwin sensor-to-edge pipeline, an exploded device view, and example 3D implementation stages.

System and exploded-device concept

AI-generated concept visualization of the system architecture and planned device presentation. The exploded geometry is conceptual and does not represent verified CAD or a measured physical assembly.

Open interactive Digital TwinOpen exploded device viewOpen system map