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Batear

I built a $15 edge-only acoustic drone warning system

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HN · launched Mar 21, 2026 · 6 upvotes (top 71%) · 1 view

Niche: rf and signal detection equipment · 19 launches, 2 in the last 7 days · Explore this niche →

Category and tags

  • Security
  • Hardware & robotics
  • B2C
  • Not AI
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

No An acoustic drone detector on a $15 edge device requires physical microphone hardware, embedded digital signal processing, and a custom micro-ML classification model tuned to drone acoustic signatures.

What it would actually take: Built on microcontrollers like the ESP32 or Raspberry Pi Pico with an I2S MEMS microphone array running FreeRTOS. The critical engineering challenges are low-power edge digital signal processing (FFT, Mel-frequency spectrograms), training an audio classification neural network on sparse drone acoustic data, and quantizing it (via TensorFlow Lite for Microcontrollers or Edge Impulse) to fit micro-SRAM limits.

Discussion

2 comments analyzed.

Competitors mentioned: Radar drone detection systems, Camera array surveillance

Concerns raised: Whether it actually works in real-world conditions, Requires per-environment calibration for thresholds, Accuracy in noisy environments

Feature requests: ESP-NN / TensorFlow Lite Micro integration for better accuracy

Competitors

Other products that read as similar to this one : 848 launches clear the similarity bar, closest 8 shown.

Attention rank: #600 of 849 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 136 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.