# Seeking Collaboration with ObsPy Enthusiasts: Real-Time SKA for Seismic Regime Detection

**URL:** <https://discourse.obspy.org/t/seeking-collaboration-with-obspy-enthusiasts-real-time-ska-for-seismic-regime-detection/2260>\
**Category:** ObsPy Related Projects\
**Created:** [July 14, 2025, 5:25am UTC](https://discourse.obspy.org/t/seeking-collaboration-with-obspy-enthusiasts-real-time-ska-for-seismic-regime-detection/2260 "2025-07-14T05:25:01Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![Bouarfa\_Mahi](https://discourse.obspy.org/user_avatar/discourse.obspy.org/bouarfa_mahi/32/1102_2.png) [@Bouarfa\_Mahi](https://discourse.obspy.org/u/Bouarfa_Mahi)\
**Post date:** [July 14, 2025, 5:25am UTC](https://discourse.obspy.org/t/seeking-collaboration-with-obspy-enthusiasts-real-time-ska-for-seismic-regime-detection/2260/1 "2025-07-14T05:25:01Z")

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Hi everyone,

I’m exploring the application of **Structured Knowledge Accumulation (SKA)**—an entropy-based, forward-only learning framework—to **real-time seismic data** , and I’m looking to collaborate with open-source seismology developers and researchers, especially those familiar with **ObsPy** and continuous data streaming.

**Background:** SKA has demonstrated success in financial market regime detection and we are currently piloting it for medical signal analysis.. We’re now exploring its application to seismic time series.

**Project Goals:**

- Apply SKA to continuous seismic waveforms to identify **entropy trajectories** and regime transitions at millisecond resolution
- Detect subtle **state changes** (e.g., microseismic regimes) beyond classical trigger or arrival-time analysis
- Share open-source tools, annotated data, and reproducible examples

**Who I’m Looking For:**

- ObsPy users experienced with **real-time data pipelines** (SeedLink/FDSN)
- Researchers interested in **entropy, regime detection** , or **information-theoretic approaches** to seismology
- Contributors open to building a collaborative, open-source foundation for SKA‑based seismic analysis

**What You’ll Get:**

- Access to SKA framework adapted for seismic time-series
- Support integrating SKA into your ObsPy workflows via API
- Potential co-authorship on publications exploring entropy-driven seismic regimes

\*\*Project Repository: [SKA RealTime Seismic](https://github.com/quantiota/SKA-RealTime-Seismic)

Contact: Bouarfa Mahi