By Constantin Cranganu,Henri Luchian,Mihaela Elena Breaban
This publication provides a number of clever techniques for tackling and fixing tough sensible difficulties dealing with these within the petroleum geosciences and petroleum undefined. Written through skilled teachers, this publication deals state of the art operating examples and gives the reader with publicity to the most recent advancements within the box of clever tools utilized to grease and fuel examine, exploration and creation. It additionally analyzes the strengths and weaknesses of every strategy provided utilizing benchmarking, while additionally emphasizing crucial parameters reminiscent of robustness, accuracy, pace of convergence, desktop time, overlearning and the function of normalization. The clever ways offered contain synthetic neural networks, fuzzy common sense, lively studying approach, genetic algorithms and aid vector machines, among others.
Integration, dealing with information of giant measurement and uncertainty, and working with threat administration are between the most important matters in petroleum geosciences. the issues we need to resolve during this area have gotten too complicated to depend on a unmarried self-discipline for powerful strategies and the prices linked to negative predictions (e.g. dry holes) raise. as a result, there's a have to determine a brand new process geared toward right integration of disciplines (such as petroleum engineering, geology, geophysics and geochemistry), information fusion, hazard relief and uncertainty administration. those clever suggestions can be utilized for uncertainty research, danger review, information fusion and mining, information research and interpretation, and information discovery, from assorted information reminiscent of 3D seismic, geological info, good logging, and creation info. This ebook is meant for petroleum scientists, information miners, information scientists and execs and post-graduate scholars fascinated about petroleum industry.
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