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绝缘油ISMA-SVM法含气监测应用
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作者 杨昭 刘冲 +2 位作者 杨嘉蕾 张灏 寇林 《热力发电》 CAS CSCD 北大核心 2023年第1期165-169,共5页
对于变压器绝缘油含气(DGA)故障诊断识别准确率低问题,利用反向学习策略对黏菌算法(SMA)改进形成ISMA算法,提升全局寻优能力,并优化支持向量机(SVM),建立ISMA-SVM优化故障诊断模型,用样本集进行学习训练。将诊断识别结果与灰狼算法GWO-... 对于变压器绝缘油含气(DGA)故障诊断识别准确率低问题,利用反向学习策略对黏菌算法(SMA)改进形成ISMA算法,提升全局寻优能力,并优化支持向量机(SVM),建立ISMA-SVM优化故障诊断模型,用样本集进行学习训练。将诊断识别结果与灰狼算法GWO-SVM和粒子群算法PSO-SVM优化模型进行对比,ISMA-SVM故障诊断识别准确率为93.3%,相比GWO-SVM、PSO-SVM分别提高了6.66百分点、10.66百分点。 展开更多
关键词 绝缘油 含气故障 黏菌算法 支持向量机 诊断识别
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A study on accumulation and distribution of gas in southern Songliao Basin 被引量:4
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作者 WANG Dehai KANG Haiping +4 位作者 ZHAO Yanwei ZHAO Dalin LV Shicong WU Jianan CHEN Chunguang 《Global Geology》 2013年第1期35-42,共8页
A number of isolated fault sags in Late Jurassic--Early Cretaceous were developed in the early stage of southern Songliao Basin,and unified to a depression basin in the late stage.Therefore,multiple isolated lower pet... A number of isolated fault sags in Late Jurassic--Early Cretaceous were developed in the early stage of southern Songliao Basin,and unified to a depression basin in the late stage.Therefore,multiple isolated lower petroliferous systems were formed with fault sags as source rocks.The source rocks of fault sags in Late Jurassic--Early Cretaceous were mainly described with gas generation as favorable source rocks,leading to the southern Songliao Basin rich in natural gas resources combined with organic gas resources in Nenjiang Formation.A number of tectonic movements in southern Songliao Basin led to the formation of abundant structural traps and complex fault systems,and controlled the distribution strata and positions of sources rocks in Late Jurassic--Early Cretaceous fault sags.The oil-gas reservoirs can be divided into two types,i.e.,primary and secondary ones.The primary oil-gas reservoirs were distributed in the fault sag strata and the bottom of overlying depression strata(lower Quan-1 Member).The oil-gas reservoir accumulation depended on the trap development situation and the distance from source rocks.The preservation conditions of oil-gas reservoirs depended on the degree of reconstruction in the late tectonism.The secondary oil-gas reservoirs were distribution in the Quantou Formation of depression strata,where oil and gas reservoir accumulation depended on three conditions,i.e.,trap development situation,deep gas sources and the fault to connect the shallow traps and deep gas sources.The southern Songliao Basin is rich in lower coal type gas,upper oil-gas and biogas resources,which are important resources in the future. 展开更多
关键词 southern Songliao Basin fault sag oil and gas reservoir BIOGAS
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New indicators from bedding-parallel beef veins for the fault valve mechanism 被引量:5
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作者 ZHANG Bo YIN CongYuan +3 位作者 GU ZhiDong ZHANG JinJiang YAN ShuYu WANG Yang 《Science China Earth Sciences》 SCIE EI CAS CSCD 2015年第8期1320-1336,共17页
Beef structures(bedding-parallel veins of fibrous calcite)are widespread within the Lower Triassic carbonate rocks in the Sichuan Basin of China,especially within clay-rich strata of low permeability.In the veins,fibr... Beef structures(bedding-parallel veins of fibrous calcite)are widespread within the Lower Triassic carbonate rocks in the Sichuan Basin of China,especially within clay-rich strata of low permeability.In the veins,fibrous calcite occurs in the outer zones,and coarse equant calcite in the inner zones.At least two generations of calcite crystallization took place during aqueous alteration,at the same time as deformation recorded by the calcite.The first-generation calcite fibers are at steep angles to the hydrocarbon-bearing host beds,and they grew vertically against the force of gravity at a time when the source rocks were maturing.Second-generation calcite occurs as coarse equant grains that sealed pores via localized fluid flow during horizontal tectonic compression,so that shear stresses acted at the fracture margins.Shearing of the host rock was accommodated in part by dissolution-precipitation creep(DPC),grain rotation,and grain slippage,recorded in crystallographic preferred orientations(CPOs)of the host calcite grains beside the crack walls.The beef veins formed during high pore-fluid overpressures along hydrofractures.We propose that the bedding-parallel veins with beef structures are evidence of a"crack-seal slip"fault valve process during hydrocarbon generation.The hydrocarbon-bearing calcite beef structure may be a good indicator of oil or gas migration,and of the flow direction of aqueous solutions. 展开更多
关键词 calcite vein beef structure crack-seal slip EBSD carbonate rock Sichuan Basin
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