Classification on Arduino Nano 33 BLE is not working properly

Help
#1

Project ID:131757

Dear Edge Impulse team,
first of all thank you for such great platform. I’m very excited to use it.

I’m working now on my first projekt. I would like to detect defect pump motors of my heating system (I really have now defect pump motor). So I created a new project, collected data, created impulse, tested the model and deployed it back to my hardware as pre-build firmware via edge impulse CLI. When I run the edge-impulse-run-impulse command and the defect pump starts running the AI-algorithm on the hardware detect it immediately and works very precise & confidential. Hardware detects weak vibrations.

Here the serial output for case: motion
noMotion_prebuild_programm

Here the serial output for case: defect
defect_prebuild_programm

In the serial output I can the values DSP and Classification time is changing.
Due to my wish to transfer the prediction to my smart home automation system I need to modify the code. What’s why I looked at the Arduino library you offer in the deployment area.
So I downloaded the Arduino library, imported it to the Arduino IDE, compiled(nano33_ble_accelerometer.ino) and uploaded to the hardware. The result of the predictions is not like expected. When I put the hardware to the place where I collected the vibration data and where I want to run it, it detects nothing. I have to shake the hardware to get changes in predictions.

Here the serial output for case: motion

noMotion_Arduino_programm
noMotion_Arduino_programm1134×628 91.4 KB

Here the serial output for case: defect

defect_Arduino_programm
defect_Arduino_programm1134×623 92.2 KB

Here you can see the DSP and Classification time are always at same values.

And the value of DSP time is 294ms for Arduino compiled version and 455ms for pre-compiled version. Is it normal?

Can you please help me to fix my problem? I don’t know what the issue is.
If you need more input, let me know.

My hardware is: Arduino Nano 33 BLE Sense

I use Windows 10

Project ID: 131757

Arduino IDE: 1.18.20

#2

Sounds like a Scaling issue. In the EI Studio-Impulse Design-Spectral Features what does your DSP Result chart look like. If it is flat-lined, then enter a value greater that 1 in the Parameters-Filter-Scale Axes textbox.

#3

Hi MMarcial,

thank you for your reply.

This ist how my DSP Result chart looks like.

DSP Result
DSP Result1888×1006 155 KB

But I still can not understand why prebuild firmware(model) transferred to the hardware works well and my self compiled not? How can Parameters-Filter-Scale Axes take effect on it?

Im looking forward for your response!