History Matching

๐ŸŒ Pleased to share our progress in history matching with seismic data assimilation ๐Ÿš€

2 Apr , 2025 AI,Deep Learning,History Matching

๐ŸŒ Pleased to share our progress in history matching with seismic data assimilation ๐Ÿš€

Weโ€™ve been investigating how AI can support the Ensemble Smoother with Multiple Data Assimilation (ES-MDA) to improve history matching and reservoir model updates. By using AI to reduce seismic data volume, weโ€™ve been able to save time while achieving results comparable to the standard ES-MDA approach. ๐Ÿ“Š Key Achievements: โœ… Reduced seismic data using pre-trained […]

๐Ÿš€ Accelerating History Matching with AI & ES-MDA ๐ŸŽฏ๐Ÿ”ฌ

11 Mar , 2025 AI,Deep Learning,Geophysics,Geostatistics,History Matching

๐Ÿš€ Accelerating History Matching with AI & ES-MDA ๐ŸŽฏ๐Ÿ”ฌ

4D Seismic monitoring provides crucial insights for reservoir management, but its high dimensionality and processing complexity significantly impact the efficiency of inversion problems like history matching with Ensemble Smoother with Multiple Data Assimilation (ES-MDA). ๐Ÿ” The Challenge:4D seismic data requires intensive processing, which can degrade assimilation performance and slow down model updates. ๐Ÿ’ก Our Solution:By […]