Application notes
In-depth technical guides for real-world Particle applications

Power optimization strategies for Generation 4 Devices
Build robust applications using Particle's Gen 4 devices without compromising on energy efficiency.
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Training data acquisition over LTE
Use an LTE-enabled module to remotely gather training data for an AI model.
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AI system controller with M-HAT and Particle Ledger
Configure a system that you can operate with your voice.
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Creating an inventory management system
Keep track of stock levels using a Particle M-SoM with a custom carrier PCB.
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Identifying birds with an LTE-enabled smart feeder
Flockr can classify the species of bird from a video feed without Wi-Fi access.
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Reprogramming a Raspberry Pi with Asset OTA and a B504e
Perform a remote software update on a Raspberry Pi over LTE.
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Logging data with Ledger
Gain remote access to detailed logging and device metadata for faster troubleshooting.
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Cellular modem for Linux devices
For remote deployments where Wi-Fi isn’t available.
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Building a regression model
Developed with Edge Impulse to compensate for a system’s drift.
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