Manivannan / Pipe Leakage detection Public

Target: Arduino Portenta H7 (Cortex-M7 480MHz) Clone this project

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Pipe Leakage detection

Audio

About this project

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Data (25 samples)

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water flow - normal.364dsupp

ID: 110197482

Label: water flow - normal

Sample length: 35s

water flow - leakage.364dp858.s6

ID: 110197474

Label: water flow - leakage

Sample length: 5s

water flow - normal.364di19h

ID: 110197483

Label: water flow - normal

Sample length: 30s

water flow - leakage.364dm39i.s2

ID: 110197467

Label: water flow - leakage

Sample length: 5s

Idle.364e3034

ID: 110197480

Label: Idle

Sample length: 33s

water flow - leakage.364dm39i.s1

ID: 110197472

Label: water flow - leakage

Sample length: 5s

water flow - leakage.364dm39i.s6

ID: 110197468

Label: water flow - leakage

Sample length: 3s

water flow - leakage.364dp858.s2

ID: 110197478

Label: water flow - leakage

Sample length: 5s

Model accuracy (Unoptimized (float32))

Validation set

99.1%

Test set

100.0%

On-device performance (Arduino Portenta H7 (Cortex-M7 480MHz), Quantized (int8))

Latency

133 ms.

Peak RAM usage

53.6K

Flash usage

51.6K

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Dataset summary

Data collected

6m 6s

Sensor

audio @ 16KHz

Labels

Idle, water flow - leakage, water flow - normal

Project info

Project ID	111978
Project version	1
License	No license attached
No. of views	21,137
No. of clones	70