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Geostatistical seismic inversion with TensorFlow

Accelerating geostatistical seismic inversion using the distributed TensorFlow with GPUs.

Setup

  • TensorFlow, version r1.0 or later
pip install tensorflow        (CPU version)
pip install tensorflow-gpu    (GPU version)

Usage

  • Setting parameters in conf/setting.py to configure computing devices, geostatistical simulation parameters, etc.
  • After configuration, you can run the bin/start.py:
python bin/start.py

Dataset

  • Because of data confidentiality, the full dataset are not provided herein, but I provide a small dataset (100 * 100 * 200) in the folder db for test and play with the code.

Contact

  • Feel free to email mingliangliu[at]outlook[dot]com for any pertinent questions/bugs regarding the code.

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