Adam Milton-Barker / Hospital Bed Occupancy Detection Public

Target: Cortex-M4F 80MHz Clone this project

Welcome to Edge Impulse, the largest community of edge AI developers!
This is a public Edge Impulse project, use the navigation bar to see all data and models in this project; or clone to retrain or deploy to any edge device.

Hospital Bed Occupancy Detection

An AI project using Edge Impulse & Arduino Nano BLE Sense to monitor hospital bed occupancy

About this project

This public Edge Impulse project does not have a README yet. Clone this project to add new data or retrain this project, or to deploy this project to a device.

Data (121 samples)

View all

Vacant.3npv7ii5

ID: 177516386

Label: Vacant

Sample length: 830ms

Vacant.3nq5ioua

ID: 177516320

Label: Vacant

Sample length: 580ms

Idle.3nq4m24t

ID: 177516339

Label: Idle

Sample length: 1s

Occupied.3npvlm48

ID: 177516380

Label: Occupied

Sample length: 890ms

Vacant.3nq0mlqh

ID: 177516366

Label: Vacant

Sample length: 860ms

Idle.3nq6d08s

ID: 177516301

Label: Idle

Sample length: 1s

Vacant.3nptct5d

ID: 177516390

Label: Vacant

Sample length: 1s

Vacant.3nq5dcq2

ID: 177516325

Label: Vacant

Sample length: 490ms

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

100.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

64 ms.

Peak RAM usage

8.0K

Flash usage

18.4K

Run this model

Scan QR code or launch in browser

Launch in browser

Dataset summary

Data collected

1m 45s

Sensors

accX, accY, accZ, gyrX, gyrY, gyrZ, magX, magY, magZ @ 100Hz

Labels

Idle, Occupied, Vacant

Project info

Project ID	181529
Project version	2
License	Apache 2.0
No. of views	29,429
No. of clones	34