Eoin / OBDII ELM Bluetooth Dataset Public

Target: Raspberry Pi 4 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.

OBDII ELM Bluetooth Dataset

About this project

Data capture script - https://github.com/edgeimpulse/obd-automotive-data/blob/main/collect_obd_data.py

Tutorial - https://docs.edgeimpulse.com/tutorials/end-to-end/obd-automotive-data

Data (230 samples)

View all

airleak_MAF_NOx.s9

ID: 2203737919

Label: airleak_nox

Sample length: 11s

airleak_MAF_NOx.s92

ID: 2203738089

Label: airleak_nox

Sample length: 11s

healthy_MAF_NOx.s61

ID: 2203738257

Label: healthy

Sample length: 11s

healthy_MAF_NOx.s62

ID: 2203738259

Label: healthy

Sample length: 11s

healthy_MAF_NOx.s29

ID: 2203738193

Label: healthy

Sample length: 11s

healthy_MAF_NOx.s27

ID: 2203738189

Label: healthy

Sample length: 11s

airleak_MAF_NOx.s109

ID: 2203738123

Label: airleak_nox

Sample length: 11s

healthy_MAF_NOx.s46

ID: 2203738227

Label: healthy

Sample length: 11s

Model accuracy (Unoptimized (float32))

Validation set

95.6%

Test set

On-device performance (Raspberry Pi 4, Unoptimized (float32))

Latency

1 ms.

Flash usage

15.8K

Run this model

On any device

Clone project

Dataset summary

Data collected

40m 0s

Sensors

RPM [RPM], PEDAL INPUT [%], MAF [g/s], NOx [ppm] @ 2Hz

Labels

airleak_nox, healthy

Project info

Project ID	767694
License	BSD 3-Clause Clear
No. of views	7,240
No. of clones	4