Galaxy Micro Light Technology

Smart hardware
Self-learning systems

GMLPi develops smart hardware and self-learning AI systems for intelligent wearables, solar and battery dispatch, and robot power distribution. We bring sensing, forecasting, and control into real-world applications.

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Project portfolio

Featured projects

Collaborative R&D · Wearables AI Assistive Glasses Energy systems AI Solar & Battery Dispatch Robotics Robot Power Hub

Collaborative R&D

AI Assistive Glasses

Designed for people who are blind or have low vision, the project explores how wearable vision and voice interaction can provide everyday information about their surroundings.

Scene description: Hear descriptions of nearby objects and scenes.
Object finding: Name an object and receive direction and distance cues.
Travel cues: Evaluate how spoken route cues work alongside information about the immediate environment.

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Illustration of the glasses Watch on Bilibili

AI Energy Dispatch

AI Solar & Battery Dispatch

Forecast next-day solar generation and demand from weather forecasts and historical metering. Plan overnight grid charging around time-of-use rates and reserve requirements.

Day-ahead dispatch plan

Example data

Solar forecast: 16.2 kWh
AC grid charge: 2.28 kWh
Battery energy: 1.94 kWh

Day-ahead power forecast

Grid charging window 03:45–05:30

1 h 45 min total

Shading shows off-peak periods and the purple bar marks grid charging. The curves and energy values are illustrative.

Solar forecast correction: Compare historical forecasts with measured solar output to learn forecast bias under different conditions and improve the next-day estimate.
Interval load forecasts: Learn daily patterns from metered circuits and forecast demand at 15-minute intervals, with a range for likely variation.
Cost-aware dispatch: Calculate when and how much to charge based on time-of-use rates, charging efficiency, battery wear, and reserve needs.

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Robot Power Hub

Coming soon

Robot Power Hub

For mobile robots and ROS 2 development platforms, the hub integrates battery input protection, separate power domains, and power monitoring.

Separate power domains: Give motors, compute units, and sensors dedicated power paths.
Power monitoring: Monitor voltage, current, and temperature, and consolidate power fault information.
System integration: Provide power status and fault information to ROS 2 over a CAN interface.

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