In log recording, certain logs recorded with gaps at few key places, though there exists data of other logs (eg. gamma ray, SP etc.). These gaps can be replaced with high quality synthetic data generated with machine learning. Machine learning model can be trained with logistic regression or Artificial Neural networks with few nodes and one or two hidden layers with the data at other depths or other wells. This model works pretty well in generation of missing logs.
Machine Learning is under utilized but highly promising tool in the field of Oil and Gas.
Machine Learning and Artificial Intelligence is highly dynamic and the quantum of development it is witnessing is unimaginable. Oil and gas unable to catch the pace of ML progress when it comes to application of latest developments of ML in Oil&Gas. This is mainly because of skeptism and low to average understanding of ML utility.
We at Ameyem does a lot of reseach on how the ML tools can be utilized in every aspect of Oil&Gas for better productivity interms of lowering the manpower, improving the quality of output and there by reducing the OPEX. Here we list down a few places where ML techniques can be utilized.
Petroleum Industry and Mining Industry face different kind of problems at different times. We at Ameyem are equipped with smart tools to tackle all sorts of problems faced by industry. Ameyem not only provide conventional solutions like, Seismic Data interpretation, Petrophysical Analysis, Rock Physics, AVO analysis but also provide solutions to those problems with unique requirements, such as Well log digitization, Seismic signal digitization from hard copies. We employ various Machine Learning techniques to address specific problems of industry, such as missing log generation, un-recorded log generation, petrophysical log creation using core samples and wireline logs and seismic inversion with ultimate quality.
1-12 weeks
Geophysical services such as Seismic Interpretation from strat to prospectivity analysis & volumetrics, various Geophysical surveys- we provide services with utmost care on quality. We not only provide conventional services but we are equipped with the tools to provide most advanced services like Machine learning applications in Oil & Gas Industry.
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