<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Low SNR on SignalForge Engineering Notes</title><link>https://blog.signal-forge.app/tags/low-snr/</link><description>Recent content in Low SNR on SignalForge Engineering Notes</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Mon, 23 Feb 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://blog.signal-forge.app/tags/low-snr/index.xml" rel="self" type="application/rss+xml"/><item><title>How STFT Cross-Validation Improves Low-SNR Tone Detection</title><link>https://blog.signal-forge.app/posts/how-stft-cross-validation-improves-low-snr-tone-detection/</link><pubDate>Mon, 23 Feb 2026 00:00:00 +0000</pubDate><guid>https://blog.signal-forge.app/posts/how-stft-cross-validation-improves-low-snr-tone-detection/</guid><description>An engineering explanation of how STFT-based cross-validation stabilizes tonal detection in low-SNR environments, reducing false PSD peaks and enabling deterministic DSP pipelines.</description></item><item><title>Why PSD Peak Detection Fails in Low SNR Signals</title><link>https://blog.signal-forge.app/posts/why-psd-peak-detection-fails-in-low-snr-signals/</link><pubDate>Mon, 23 Feb 2026 00:00:00 +0000</pubDate><guid>https://blog.signal-forge.app/posts/why-psd-peak-detection-fails-in-low-snr-signals/</guid><description>An engineering explanation of why PSD peak detection becomes unreliable at low SNR, how spectral variance creates false peaks, and what deterministic alternatives engineers should use.</description></item></channel></rss>