HQZN / APPLIED AI
Products
From operations software to on-device AI.
We develop data interfaces, model applications and scene components. Operations software, edge intelligence and digital twins each evolve around specific tasks.
CHARGING OPERATIONS
Charging operations
We build data interfaces and operational software for station status, alerts, orders and tariffs, supporting investigation, historical replay and operational analysis.
- Station data and equipment status integration
- Traceable tariffs and historical order replay
- Demand forecasting and operational analysis research
Station data interfaces and historical replay workflows validated.
EDGE INTELLIGENCE
Edge intelligence
We research edge computing and on-device inference for field equipment, exploring how data processing supports intelligent applications while validating reliability and deployment requirements.
- Device data collection and protocol integration
- On-device inference and application validation
- Edge computing and deployment research
Embedded-board and site-level inference experiments underway.
STATION DIGITAL TWINS
Station digital twins
We connect CAD assets, equipment information and telemetry to OpenUSD scenes through asset conversion, state mapping and visualization tools.
- CAD / IFC to OpenUSD asset pipelines
- Telemetry-to-scene attribute mapping
- Equipment status and fault visualization experiments
Prototype validated with telemetry from real charging sites.
LET’S BUILD WHAT’S NEXT
Let's talk equipment, data and operations.
Discuss device integration, operations software, on-device inference or digital twins with our team.