Early warning system for e-bikes, e-scooters, and mopeds

Inspiration

News on battery fire caused injuries

What it does

Monitors battery voltage fluctuations and alarm user then thermal runaway events may happen

How we built it

Microcontroller and associated IoT enviornment

Challenges we ran into

Noise in real-world data, hard to build accurate stimulation of device

Accomplishments that we're proud of

We've successfully measured Voltage fluctuation on our platform & working on setting up algorithm in precise prediction based on data collected.

What we learned

UL 95 48 may help us with precise lab testing; additional acoustic and temperature signals may help us improve model success

What's next for Early warning system for e-bikes, e-scooters, and mopeds

Mass-production, testing with users & improve based on feedback.

Built With

• c++
• microcontroller