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Step 6.2: Setting and running the web application on LattePanda 3 Delta
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
Since I wanted to build a budget-friendly and accessible AIoT mechanical anomaly detector not dependent on cloud or hosting services, I decided to host my web application on LattePanda 3 Delta 864. Therefore, I needed to set up a LAMP web server....

Step 7: Setting up FireBeetle 2 ESP32-S3 and Beetle ESP32-C3 on Arduino IDE
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
Since the Fermion IPS TFT display provides a microSD card module to read and write files on a microSD card, I decided to capture image samples with the built-in OV2640 camera on FireBeetle 2 ESP32-S3 and save them directly without applying any additional...

Step 9: Capturing faulty component (part) images w/ the built-in OV2640 camera
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After setting FireBeetle 2 ESP32-S3 and Beetle ESP32-C3 on the Arduino IDE, I programmed FireBeetle 2 ESP32-S3 to communicate with Beetle ESP32-C3 to obtain the commands transferred by the Android application via serial communication, capture raw image...

Step 9.1: Saving the captured images as samples via the Android application
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
In any Bluetooth® Low Energy (also referred to as Bluetooth® LE or BLE) connection, devices can have one of these two roles: the central and the peripheral. A peripheral device (also called a client) advertises or broadcasts information about...

Step 10.1: Converting the recorded 3GP audio samples to WAV
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
Since Edge Impulse does not support audio samples in the 3GP format, I needed to convert my audio samples to the officially supported WAV format for audio classification. Even though there are various methods to convert audio files, including online...

Step 13: Setting up the object detection model on FireBeetle 2 ESP32-S3
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
After building, training, and deploying my object detection model as an Arduino library on Edge Impulse, I needed to upload the generated Arduino library to FireBeetle 2 ESP32-S3 to run the model directly so as to recognize the specialized components...

Step 14: Running neural network and object detection models simultaneously to inform the user of the root cause of the detected anomaly via SMS
Instructions from Multi-Model AI-Based Mechanical Anomaly Detector
My Edge Impulse neural network model predicts possibilities of labels (operation status classes) for the given audio (features) buffer as an array of 2 numbers. They represent the model's "confidence" that the given features buffer corresponds...

Step 1: Configuring Wireless Interfaces for Hotspot 2.0 on OpenWRT
Instructions from Configuring Hotspot 2.0 on OpenWRT Devices
In the /etc/config/wireless file, customize the settings for your Hotspot 2.0-enabled interface. Ensure the correct device, encryption type, and other parameters are set. Pay attention to the WAN Metrics, NAI Realm, and Domain Names sections to tailor...

AHT10 Sensor with XIAO Setup
Instructions from Live TEMP Meter with XIAO and AHT10
The AHT10 Temp and Humidity Sensor Module is being used in this project, and it is a compact and highly accurate sensor designed to measure temperature and humidity in various applications. The module integrates a high-performance AHT10 sensor chip,...

PCB DESIGN
Instructions from Live TEMP Meter with XIAO and AHT10
The next step of this project was to put everything together to create a basic PCB that would contain all of the components we used to create the breadboard version, in addition to a lithium cell with a charge discharge circuit to power the XIAO module,...

Circuit
Instructions from Makeshift Reflow Hotplate
Let us now analyze the main control circuit. Three sections make up this circuit: the XIAO M0 Microcontroller section, the MAX6675 Setup, and the AC section, which is connected to an isolated SMPS and relay. Let us begin with the primary part of this...

Adding type-K thermocouple
Instructions from Makeshift Reflow Hotplate
Following circuit completion, we connected the K-type Thermistor supplied by the MAX6675 module to the MAX6675 IC's CON2 screw connection. In order to test the circuit, we heat the temperature sensor with a lighter and set the threshold to 40°C....

Parts list
Instructions from Analog meter Arduino Clock
Magnets - each clock needs 8 https://www.amazon.com/gp/product/B097HBZ39T/ref=ppx_yo_dt_b_asin_title_o01_s00?ie=UTF8&psc=1 Rubber Bands https://www.amazon.com/dp/B07849G52M?psc=1&ref=ppx_yo2ov_dt_b_product_details Aligator clips (used to...

First meeting
Instructions from Analog meter Arduino Clock
The clock can be built in 4 or 5 meetings with kids. Recommend ages 10 - 18. Younger kids will need more help. One person can handle 8 - 10, with more you will need some help First meeting 1. I talk about what an...

Second meeting
Instructions from Analog meter Arduino Clock
Second meeting 1. Hand out the Arduino, RTC module, wires, alligator clips, USB power block and USB cable 2. I ask them how we are going to have the Arduino control the meters ? I explain what PWM signal is and how we can use...

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