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Mixed Attributes Two-Stage-Clustering Entity Resolution
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作者 LEI Gang 《通讯和计算机(中英文版)》 2015年第6期297-302,共6页
Record matching and clustering are two essential steps in the process of entity resolution,and the single text similarity clustering based on tf-idf(term frequency-inverse document frequency)feature often leads to poo... Record matching and clustering are two essential steps in the process of entity resolution,and the single text similarity clustering based on tf-idf(term frequency-inverse document frequency)feature often leads to poor precision in spots entity resolution.The paper outlines a mixed attributes two-stage-clustering entity resolution framework(abbreviated in MATC-ER)and designs an approach to measure the similarity by mixing spot name and spot introduction,which makes good use of the record information at different stages.Then the paper proves its efficiency based on the comparative experiments on the real data of travel spots. 展开更多
关键词 mixed attributes two-stage clustering entity resolution spots entity.
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Injection of biosurfactant and chemical surfactant following hot water injection to enhance heavy oil recovery 被引量:3
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作者 Yahya Al-Wahaibi Hamoud Al-Hadrami +3 位作者 Saif Al-Bahry Abdulkadir Elshafie Ali Al-Bemani Sanket Joshi 《Petroleum Science》 SCIE CAS CSCD 2016年第1期100-109,共10页
This study investigates the potential of enhancing oil recovery from a Middle East heavy oil field via hot water injection followed by injection of a chemical surfactant and/or a biosurfactant produced by a Bacillus s... This study investigates the potential of enhancing oil recovery from a Middle East heavy oil field via hot water injection followed by injection of a chemical surfactant and/or a biosurfactant produced by a Bacillus subtilis strain which was isolated from oil-contaminated soil.The results reveal that the biosurfactant and the chemical surfactant reduced the residual oil saturation after a hot water flood.Moreover,it was found that the performance of the biosurfactant increased by mixing it with the chemical surfactant.It is expected that the structure of the biosurfactant used in this study was changed when mixed with the chemical surfactant as a probable synergetic effect of biosurfactant-chemical surfactants was observed on enhancing oil recovery,when used as a mixture,rather than alone.This work proved that it is more feasible to inject the biosurfactant as a blend with the chemical surfactant,at the tertiary recovery stage.This might be attributed to the fact that in the secondary mode,improvement of the macroscopic sweep efficiency is important,whereas in the tertiary recovery mode,the microscopic sweep efficiency matters mainly and it is improved by the biosurfactantchemical surfactant mixture.Also as evidenced by this study,the biosurfactant worked better than the chemical surfactant in reducing the residual heavy oil saturation after a hot water flood. 展开更多
关键词 surfactant Injection attributed macroscopic saturation mixing microscopic contaminated tertiary enhancing
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