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An intelligent automatic correlation method of oilbearing strata based on pattern constraints:An example of accretionary stratigraphy of Shishen 100 block in Shinan Oilfield of Bohai Bay Basin,East China
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作者 WU Degang WU Shenghe +1 位作者 LIU Lei SUN Yide 《Petroleum Exploration and Development》 SCIE 2024年第1期180-192,共13页
Aiming at the problem that the data-driven automatic correlation methods which are difficult to adapt to the automatic correlation of oil-bearing strata with large changes in lateral sedimentary facies and strata thic... Aiming at the problem that the data-driven automatic correlation methods which are difficult to adapt to the automatic correlation of oil-bearing strata with large changes in lateral sedimentary facies and strata thickness,an intelligent automatic correlation method of oil-bearing strata based on pattern constraints is formed.We propose to introduce knowledge-driven in automatic correlation of oil-bearing strata,constraining the correlation process by stratigraphic sedimentary patterns and improving the similarity measuring machine and conditional constraint dynamic time warping algorithm to automate the correlation of marker layers and the interfaces of each stratum.The application in Shishen 100 block in the Shinan Oilfield of the Bohai Bay Basin shows that the coincidence rate of the marker layers identified by this method is over 95.00%,and the average coincidence rate of identified oil-bearing strata reaches 90.02% compared to artificial correlation results,which is about 17 percentage points higher than that of the existing automatic correlation methods.The accuracy of the automatic correlation of oil-bearing strata has been effectively improved. 展开更多
关键词 oil-bearing strata automatic correlation contrastive learning stratigraphic sedimentary pattern marker layer similarity measuring machine conditional constraint dynamic time warping algorithm
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Objective evaluation of similarity scores derived by Evofinder^(®) system for marks on bullets fired from Chinese Norinco QSZ-92 pistols
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作者 Feng Dong Yabin Zhao +2 位作者 Yaping Luo Weifang Zhang Yuesong Li 《Forensic Sciences Research》 CSCD 2022年第1期40-46,共7页
In recent years,many studies have been conducted in the field of firearm identification with the objective of providing an objective method of evaluating the comparison of cartridge cases.However,less attention has be... In recent years,many studies have been conducted in the field of firearm identification with the objective of providing an objective method of evaluating the comparison of cartridge cases.However,less attention has been paid to the objective evaluation of bullet comparisons.In this study,1000 registered Chinese Norinco QSZ-92 pistols were used,and a database of 2996 bullets was constructed.Both the receiver operating characteristic(ROC)curve and the score-based likelihood ratio method were used to objectively evaluate the similarity scores derived by the EvofinderVR system.The results indicate that this system has excellent ability to discriminate between the selected pistols.This paper proposes an objective evaluation method,which serves as a response to the ongoing debates regarding the foundation of the discipline. 展开更多
关键词 Forensic sciences firearm identification EvofinderVR likelihood ratio automatic correlation
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Specificity of Characteristic Marks on Cartridge Cases from 3070 Consecutive Firings of a Chinese Norinco QSZ‑929 mm Pistol
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作者 Feng Dong Yabin Zhao +2 位作者 Yaping Luo Weifang Zhang Kaifeng Zhang 《Journal of Forensic Science and Medicine》 2019年第2期87-94,共8页
The specificity of marks was evaluated by differences between marks left by the same firearm(within variability)and differences between marks left by different firearms(between variability).The within variability and ... The specificity of marks was evaluated by differences between marks left by the same firearm(within variability)and differences between marks left by different firearms(between variability).The within variability and between variability of firing pin impressions and breech face marks on cartridge cases from over 3070 consecutive firings of a Chinese Norinco QSZ‑929 mm pistol were investigated based on the automated ballistic identification system Evofinder®.The first 20 cartridge cases and one random specimen out of every set of 10 consecutive cartridge cases of the remaining 3050 cases were entered into the Evofinder®system.Thus,325 cartridges fired from the same pistol were used to estimate the within variability.Then,88 cartridges fired from 88 different pistols of the same model(one cartridge each)were used to estimate the between variability.This study established a database containing 413 cartridges.We used the 325 cartridges fired from the same pistol as a correlation baseline in the database.Both firing pin and breech scores and gaps between these scores were used to analyze the variability.In the score evaluation process,a likelihood ratio system was used to evaluate the likelihood ratio performance.The Evofinder®system correctly discriminated the matches,and the likelihood ratios provided strong support for the true state of the hypothesis.In addition,we found that the score gap was usually greater than the other score differences by more than 1000%in firing pin list and 100%in the breech list.Further analysis of the score and gap can help examiners use the Evofinder®system more efficiently. 展开更多
关键词 Automatic correlation Evofinder® firearm identification likelihood ratio
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