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基于WOA-LSSVM模型的近临界区CO_(2)物性预测 被引量:2
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作者 贺三 唐凯 +2 位作者 张茂超 薛雅文 薛世奇 《计量学报》 CSCD 北大核心 2023年第5期803-809,共7页
针对CO_(2)状态方程难以准确预测CO_(2)在近临界区的物性参数的问题,采用以鲸鱼优化算法(WOA)优化最小二乘支持向量机(LSSVM)的组合模型(WOA-LSSVM),对近临界区CO_(2)物性进行预测。预测结果表明:同REFPROP软件与PSO-LSSVM模型相比,WOA-... 针对CO_(2)状态方程难以准确预测CO_(2)在近临界区的物性参数的问题,采用以鲸鱼优化算法(WOA)优化最小二乘支持向量机(LSSVM)的组合模型(WOA-LSSVM),对近临界区CO_(2)物性进行预测。预测结果表明:同REFPROP软件与PSO-LSSVM模型相比,WOA-LSSVM模型预测近临界区CO_(2)物性具有更高的精度。相比REFPROP软件,WOA-LSSVM模型将密度与粘度预测结果的均方根误差由133.67、9.33降至35.61、1.58,平均相对误差由31.8%、30.25%降至6.88%、3.88%,决定系数由0.59、0.62提高至0.86、0.83。此外,相对误差在10%以下占比均由0%分别提高到69.23%、92.31%。 展开更多
关键词 计量学 co_(2)物性预测 鲸鱼优化算法 最小二乘支持向量机 近临界区 密度 粘度
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含杂质CO_(2)物性变化规律及其机理研究 被引量:8
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作者 高飞 辛建旭 +2 位作者 郭志强 李欣欣 孙广宇 《石油化工高等学校学报》 CAS 2022年第4期18-25,共8页
在国家“双碳”战略背景下,利用CO_(2)提高油田采收率是封存CO_(2)的重要手段,但液态CO_(2)的安全储存、输送仍存在挑战,其中杂质气体对液态CO_(2)热力学物性的影响非常大。对现场取样的CO_(2)进行分析,确定了常见的7种杂质气体,并利用H... 在国家“双碳”战略背景下,利用CO_(2)提高油田采收率是封存CO_(2)的重要手段,但液态CO_(2)的安全储存、输送仍存在挑战,其中杂质气体对液态CO_(2)热力学物性的影响非常大。对现场取样的CO_(2)进行分析,确定了常见的7种杂质气体,并利用HYSYS、分子动力学模拟方法对含杂质CO_(2)的物性变化进行模拟计算,绘制物性版图并将其与纯CO_(2)的物性进行比较。研究表明,7种杂质均能使CO_(2)相图的气液共存两相区范围扩大,但不同杂质使气液共存两相区范围的扩大幅度不同;杂质主要通过泡点线的变化扩大气液共存两相区,而对露点线的变化影响不大;在含C_(2)H_(6)、C_(3)H_(8)、C_(2)H_(4)杂质的CO_(2)混合气体中静电势能占据主导作用,因此相比于含H_(2)、CO_(2)、CH_(4)、羰基硫(OCS)的混合气体,其宏观物性受温度、压力波动的影响较小。 展开更多
关键词 co_(2)物性 杂质 分子动力学 co_(2)储存 相互作用能
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CO_(2)与清水的压裂特征对比 被引量:3
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作者 罗攀 孙晓 +4 位作者 贺沛 马春晓 郭兴 穆景福 刘保录 《大庆石油地质与开发》 CAS 北大核心 2023年第4期90-98,共9页
CO_(2)压裂技术以压裂液流动性好、不伤害储层、返排快、易于形成复杂缝网等优势而备受关注。与清水压裂相比,CO_(2)黏度、密度和压缩性与清水存在很大不同,且CO_(2)物性受地层温度和压力的影响较大。基于Helmholtz自由能建立了热物性... CO_(2)压裂技术以压裂液流动性好、不伤害储层、返排快、易于形成复杂缝网等优势而备受关注。与清水压裂相比,CO_(2)黏度、密度和压缩性与清水存在很大不同,且CO_(2)物性受地层温度和压力的影响较大。基于Helmholtz自由能建立了热物性状态方程,完全可以满足CO_(2)压裂中所能面临的热物性计算需求。对比研究了液态CO_(2)压裂、超临界CO_(2)压裂及清水压裂的液体热物理性质、裂缝起裂压力、简单双翼裂缝的扩展和天然裂缝性储层中的复杂裂缝网络的扩展。结果表明:相比于超临界CO_(2)压裂,清水压裂由于滤失小、增压速度相对快,更易形成较简单的裂缝网络,尤其是简单的双翼裂缝;超临界CO_(2)的增压范围略大于液态CO_(2),两种相态的CO_(2)大于清水的增压范围,CO_(2)压裂更有利于张裂缝和剪切裂缝的混合扩展,形成复杂的裂缝网络。研究成果对CO_(2)压裂和清水压裂的取舍和设计具有一定指导意义。 展开更多
关键词 co_(2)压裂 清水压裂 co_(2)物性 裂缝模拟 裂缝起裂压力 裂缝网络
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Combination of binary active sites into heterogeneous porous polymer catalysts for efficient transformation of CO_(2) under mild conditions 被引量:3
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作者 Zhifeng Dai Yongquan Tang +7 位作者 Fei Zhang Yubing Xiong Sai Wang Qi Sun Liang Wang Xiangju Meng Leihong Zhao Feng-Shou Xiao 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 2021年第4期618-626,共9页
The transformation of CO_(2)into cyclic carbonates via atom-economical cycloadditions with epoxides has recently attracted tremendous attention.On one hand,though many heterogeneous catalysts have been developed for t... The transformation of CO_(2)into cyclic carbonates via atom-economical cycloadditions with epoxides has recently attracted tremendous attention.On one hand,though many heterogeneous catalysts have been developed for this reaction,they typically suffer from disadvantages such as the need for severe reaction conditions,catalyst loss,and large amounts of soluble co-catalysts.On the other hand,the development of heterogeneous catalysts featuring multiple and cooperative active sites,remains challenging and desirable.In this study,we prepared a series of porous organic catalysts(POP-PBnCl-TPPMg-x)via the copolymerization metal-porphyrin compounds and phosphonium salt monomers in various ratios.The resulting materials contain both Lewis-acidic and Lewis-basic active sites.The molecular-level combination of these sites in the same polymer allows these active sites to work synergistically,giving rise to excellent performance in the cycloaddition reaction of CO_(2)with epoxides,under mild conditions(40℃ and 1 atm CO_(2))in the absence of soluble co-catalysts.POP-PBnCl-TPPMg-12 can also efficiently fixate CO_(2)under low-CO_(2)-concentration(15%v/v N2)conditions representative of typical CO_(2)compositions in industrial exhaust gases.More importantly,this catalyst shows excellent recyclability and can easily be separated and reused at least five times while maintaining its activity.In view of their heterogeneous nature and excellent catalytic performance,the obtained catalysts are promising candidates for the transformation of industrially generated CO_(2)into high value-added chemicals. 展开更多
关键词 coPOLYMERIZATION Porous organic polymers Binary active sites Carbon dioxide fixation Heterogeneous catalysis
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AMF colonization and community of a temperate invader and co-occurring natives grown under different CO_(2) concentrations for 3 years 被引量:3
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作者 Xiu-Rong Lu Wei-Wei Feng +5 位作者 Wen-Jun Wang Ji-Xin Chen Jian-Kun Sun Bo Qu Ming-Chao Liu Yu-Long Feng 《Journal of Plant Ecology》 SCIE CSCD 2022年第3期437-449,共13页
Global changes such as atmospheric CO_(2)enrichment often facilitate exotic plant invasions and alter soil arbuscular mycorrhizal fungi(AMF)community.However,it is still unclear whether the effects of CO_(2)enrichment... Global changes such as atmospheric CO_(2)enrichment often facilitate exotic plant invasions and alter soil arbuscular mycorrhizal fungi(AMF)community.However,it is still unclear whether the effects of CO_(2)enrichment on exotic plant invasions are associated with its effects on root-AMF symbiosis of invasive and native plants.To address this issue,the annual invasive plant Xanthium strumarium and two phylogenetically related annual natives were compared under ambient and elevated CO_(2)concentrations for three consecutive years.Atmospheric CO_(2)enrichment increased AMF colonization rates for the species only in few cases,and the invader did not benefit more from CO_(2)enrichment in terms of AMF colonization.Under ambient CO_(2)concentration,however,the invader had a higher AMF colonization rate than the natives in the first year of the study,which disappeared in the second and third year of the study due to the increase of AMF colonization rates in the natives but not in the invader.The influences of species,CO_(2)concentrations and planting year on AMF colonization were associated with their effects on both soil nutrient and AMF community,and the former may be more important as it also influenced the latter.Our results indicate that the invader could more quickly form symbiosis with soil AMF,contributing to adaptation and occupation of new habitats,and that it is necessary to consider the roles of AMF and the effects of time when determining the effects of global changes such as atmospheric CO_(2)enrichment on exotic plant invasions. 展开更多
关键词 AMF coMMUNITY coLONIZATION consecutive planting elevated co_(2) exotic plant invasions soil characteristics
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