Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes

Single well productivity is an important index of oilfield production planning and economic evaluation. Due to fracture-vuggy reservoirs being characteristically strongly heterogeneous and having complex fluid distribution, the commonly used single well productivity prediction methods for fracture-v...

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Main Authors: Shuozhen Wang, Shuoliang Wang, Chunlei Yu, Haifeng Liu
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/14/4134
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spelling doaj-6597d8218876453aa820d55b246e0b7b2021-07-23T13:38:40ZengMDPI AGEnergies1996-10732021-07-01144134413410.3390/en14144134Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic AttributesShuozhen Wang0Shuoliang Wang1Chunlei Yu2Haifeng Liu3College of Energy Resources, China University of Geosciences, Beijing 100083, ChinaCollege of Energy Resources, China University of Geosciences, Beijing 100083, ChinaShengli Oil Field Exploration and Development Research Institute, Dongying 257001, ChinaResearch Institute of Exploration and Development, PetroChina Changqing Oilfield Company, Xi’an 710018, ChinaSingle well productivity is an important index of oilfield production planning and economic evaluation. Due to fracture-vuggy reservoirs being characteristically strongly heterogeneous and having complex fluid distribution, the commonly used single well productivity prediction methods for fracture-vuggy reservoirs have many problems, such as difficulty in obtaining reservoir parameters and producing large errors in the forecast values of single well productivity. In this paper, based on the triple medium model, the Laplace transform and Duhamel principle are used to obtain the productivity equation of a single well in a fracture-vuggy reservoir. Secondly, the seismic attributes affecting the productivity of a single well are selected using the Spearman and Pearson correlation index calculation method. Finally, the selected seismic attributes are introduced into the productivity equation of the triple medium model through the interporosity flow coefficient and the elastic storativity ratio, and the undetermined coefficients under different karst backgrounds are determined using multiple nonlinear regression. From these, a new method for predicting single well productivity of fracture-vuggy reservoir is established. In order to verify the feasibility of the new method, based on the actual production data of a fracture-vuggy reservoir in Xinjiang, the new single well productivity prediction method is used to predict the productivity of 134 oil wells. The results show that the new productivity prediction method not only reduces calculation workload, but also improves the accuracy of productivity prediction, which contributes to a good foundation for future oilfield development.https://www.mdpi.com/1996-1073/14/14/4134single well productivity predictionfracture–vuggy reservoirtriple medium modelthree-dimensional seismic attributemultivariate nonlinear regression
collection DOAJ
language English
format Article
sources DOAJ
author Shuozhen Wang
Shuoliang Wang
Chunlei Yu
Haifeng Liu
spellingShingle Shuozhen Wang
Shuoliang Wang
Chunlei Yu
Haifeng Liu
Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
Energies
single well productivity prediction
fracture–vuggy reservoir
triple medium model
three-dimensional seismic attribute
multivariate nonlinear regression
author_facet Shuozhen Wang
Shuoliang Wang
Chunlei Yu
Haifeng Liu
author_sort Shuozhen Wang
title Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
title_short Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
title_full Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
title_fullStr Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
title_full_unstemmed Single Well Productivity Prediction Model for Fracture-Vuggy Reservoir Based on Selected Seismic Attributes
title_sort single well productivity prediction model for fracture-vuggy reservoir based on selected seismic attributes
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2021-07-01
description Single well productivity is an important index of oilfield production planning and economic evaluation. Due to fracture-vuggy reservoirs being characteristically strongly heterogeneous and having complex fluid distribution, the commonly used single well productivity prediction methods for fracture-vuggy reservoirs have many problems, such as difficulty in obtaining reservoir parameters and producing large errors in the forecast values of single well productivity. In this paper, based on the triple medium model, the Laplace transform and Duhamel principle are used to obtain the productivity equation of a single well in a fracture-vuggy reservoir. Secondly, the seismic attributes affecting the productivity of a single well are selected using the Spearman and Pearson correlation index calculation method. Finally, the selected seismic attributes are introduced into the productivity equation of the triple medium model through the interporosity flow coefficient and the elastic storativity ratio, and the undetermined coefficients under different karst backgrounds are determined using multiple nonlinear regression. From these, a new method for predicting single well productivity of fracture-vuggy reservoir is established. In order to verify the feasibility of the new method, based on the actual production data of a fracture-vuggy reservoir in Xinjiang, the new single well productivity prediction method is used to predict the productivity of 134 oil wells. The results show that the new productivity prediction method not only reduces calculation workload, but also improves the accuracy of productivity prediction, which contributes to a good foundation for future oilfield development.
topic single well productivity prediction
fracture–vuggy reservoir
triple medium model
three-dimensional seismic attribute
multivariate nonlinear regression
url https://www.mdpi.com/1996-1073/14/14/4134
work_keys_str_mv AT shuozhenwang singlewellproductivitypredictionmodelforfracturevuggyreservoirbasedonselectedseismicattributes
AT shuoliangwang singlewellproductivitypredictionmodelforfracturevuggyreservoirbasedonselectedseismicattributes
AT chunleiyu singlewellproductivitypredictionmodelforfracturevuggyreservoirbasedonselectedseismicattributes
AT haifengliu singlewellproductivitypredictionmodelforfracturevuggyreservoirbasedonselectedseismicattributes
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