Advancing Seismological Analysis Through AI

Specialized machine learning solutions for enhanced seismic monitoring and data processing

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Services

Custom ML Solutions

Bespoke machine learning models for seismic signal processing, including denoising, event detection, and phase picking

Implementation

End-to-end support for model deployment, data pipeline setup, and team training

Technical Consulting

Expert guidance on ML strategy and implementation for seismological applications

Areas of Expertise

DAS Processing

Advanced signal processing for Distributed Acoustic Sensing data, including real-time denoising and event detection algorithms.

Deep Learning

Design and implementation of custom neural networks for seismological applications, optimized for production environments.

Seismic Monitoring

Real-time seismic monitoring solutions for geothermal, CCS, and infrastructure applications.

AI Training

Comprehensive training programs for teams implementing ML solutions in seismological applications.

Signal Processing

Advanced algorithms for seismic phase picking, event detection, and signal enhancement.

Research

Pioneering research in ML applications for seismological monitoring, with multiple peer-reviewed publications.

Featured Work

DAS Signal Enhancement Using Real-World Noisy Data

Challenge

Developing a high-performance ML solution for denoising Distributed Acoustic Sensing (DAS) data in real-time monitoring applications.

Solution

Weakly supervised deep learning model optimized for retaining high-frequency signal content, efficient processing and deployment in production environments.

Key Achievements

  • Vastly Improved signal-to-noise levels
  • Real-time Processing capability (fraction of acquisition time)
  • Optimized Cross-system processing and easy deployment

The Team

Dr. Sacha Lapins

Dr. Sacha Lapins

Founder & Lead Consultant

Expert in seismology and machine learning with extensive research background in developing novel AI solutions for seismic monitoring. Published pioneer in deep learning applications for seismological data processing, combining mathematical expertise with practical industry implementation.

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