Research and application of sandstone thickness prediction method based on BO-XGBoost optimization method
Channel sand body prediction plays a vital role in oil and gas exploration,but in actual exploration and develop-ment,the buried depth of complex channel sand body and the complexity of channel structure will make its well seismic rela-tionship poor,leading to low sandstone prediction accuracy.Given this problem,this paper uses the seismic multi-attribute in-formation,gives full play to the advantages of the dense well pattern,and uses the BO-XGBoost sandstone thickness prediction method to achieve the best prediction effect when the validation set proportion is 25%.The prediction effect is better than the conventional SVM and XGBoost methods.The research method can be used for reference in sandstone thickness prediction of similar complex reservoirs.
国家科技期刊平台
NSTL
万方数据
维普
