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

Occupied.3npvftcp

ID: 177516381

Label: Occupied

Sample length: 960ms

Idle.3nq4lgqn

ID: 177516341

Label: Idle

Sample length: 1s

Vacant.3npvaiar

ID: 177516384

Label: Vacant

Sample length: 780ms

Idle.3nq6d7b4

ID: 177516296

Label: Idle

Sample length: 1s

Vacant.3npvl30m

ID: 177516379

Label: Vacant

Sample length: 850ms

Occupied.3nq66oq1

ID: 177516310

Label: Occupied

Sample length: 690ms

Occupied.3nq35vn8

ID: 177516351

Label: Occupied

Sample length: 1s

Occupied.3nq6808l

ID: 177516308

Label: Occupied

Sample length: 750ms

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

On any device

Clone project

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	16,687
No. of clones	15