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Detecting the backfill pipeline blockage and leakage through an LSTM-based deep learning model

International Journal of Minerals,Metallurgy and Materials 2023年第8期30卷 1573-1583页

作者： Bolin xiao Shengjun Miao daohong xia Huatao Huang Jingyu Zhang State Key Laboratory of High-Efficiency Mining and Metal Mine Safety Ministry of EducationUniversity of Science and Technology BeijingBeijing 100083China School of Advanced Engineering University of Science and Technology BeijingBeijing 100083China School of Civil and Resource Engineering University of Science and Technology BeijingBeijing 100083China Yunnan Jinchengxin Mining Management Co. Ltd.Kunming 650217China Xinjiang Daming Mining Group Co. Ltd.Hami 839121China

Detecting a pipeline's abnormal status,which is typically a blockage and leakage accident,is important for the continuity and safety of mine *** pipeline system for gravity-transport high-density backfill(GHB)is *** designed,efficient,and accurate abnormal pipeline detection methods for GHB are *** work presents a long short-term memory-based deep learning(LSTM-DL)model for GHB pipeline blockage and leakage ***,an industrial pipeline monitoring system was introduced using pressure and flow ***,blockage and leakage field experiments were designed to solve the problem of negative sample *** pipeline's statistical characteristics with different working statuses were analyzed to show their ***,the architecture of the LSTM-DL model was elaborated on and ***,the LSTM-DL model was compared with state-of-the-art(SOTA)learning *** results show that the backfilling cycle comprises multiple working phases and is *** pressure and flow signals fluctuate stably in a normal cycle,their values are diverse in different *** causes a sudden change in interval signal features;leakage results in long variation duration and a wide fluctuation *** the SOTA models,the LSTM-DL model has the highest detection accuracy of98.31%for all states and the lowest misjudgment or false positive rate of 3.21%for blockage and leakage *** proposed model can accurately recognize various pipeline statuses of complex GHB systems.

关键词： mine backfill blockage and leakage pipeline detection long short-term memory networks deep learning

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Effect of H_2S on the transformation of 1-hexene over NiMoS/γ-Al_2O_3 with hydrogen

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Journal of Natural Gas Chemistry 2010年第2期19卷 185-188页

作者： Xiqiang Si daohong xia Yuzhi xiang Yulu Zhou State Key Laboratory of Heavy Oil College of Chemistry and Chemical Engineering China University of Petroleum Qingdao 266555 Shandong China

The effect of H2S contents on the transformation of 1-hexene with hydrogen over NiMoS/γ-Al2O3 catalyst was *** of H2S on both hydrogenation and isomerization reactions of olefin has been *** the promotion effect of H2S on the formation of C6 thiols and C12 thioethers has also been *** was found out that there was only one type of active site on the NiMoS/γ-Al2O3 for reactions which include hydrogenation reaction,isomerization reaction and sulfides formation reaction,and the formation reactions of sulfides were superior to both hydrogenation and isomerization *** reaction network for the conversion of 1-hexene in the presence of H2S was proposed.

关键词： 1-hexene H2S recombination mercaptan sulfide hydrogen

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高硫石油焦脱硫方法研究现状与展望

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精细石油化工 2024年第5期41卷 66-70页

作者：黄国生翟晓雪赵德明张隆朱丽君夏道宏中国石油大学(华东)化学化工学院重质油全国重点实验室山东青岛266580 山东京博石油化工有限公司山东滨州256600

介绍了石油焦中硫的存在形态及分布,详细叙述了化学氧化脱硫、高温煅烧脱硫、微生物脱硫和溶剂萃取法脱硫方法的优缺点,对比了脱硫机理,总结了高硫石油焦脱硫的研究进展,对于石油焦脱硫的未来发展方向提出了展望。

关键词：高硫石油焦硫形态脱硫方法脱硫机理

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The biomimetic catalytic synthesis of acetal compounds using β-cyclodextrin as catalyst

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Chinese Journal of Chemical Engineering 2016年第1期24卷 146-150页

作者： daohong xia Shengjuan Jiang Lantao Li Yuzhi xiang Lijun Zhu State Key Laboratory of Heavy Oil Processing College of Chemical Engineering China University of PetroleumQingdao

Based on the principle of biomimetic catalysis, β-cyclodextrin was applied to the acetalation reaction as a facile and efficient catalyst, and the synthesis was environmentally friendly with atomic economy. The influencing factors of the acetalation reaction e.g. the reaction time, the volume of water-carrying agent,the molar ratio of catalyst to benzaldehyde and the molar ratio of glycol to benzaldehyde had been *** yield of benzaldehyde glycol acetal would reach a maximum of 81.3% under the conditions *** of other acetals were also synthesized. Moreover, a plausible reaction mechanism for the formation of acetal had been proposed.

关键词： β-Cyclodextrin Biomimetic catalysis Synthesis Acetal

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Color stability of FCC gasoline

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Petroleum Science 2012年第2期9卷 257-261页

作者： Song Lechun Li Peibo Lu Liang Chen Jihai Zhou Yulu xiang Yuzhi xia daohong State Key Laboratory of Heavy Oil Processing China University of PetroleumQingdaoShangdong 266580China

The color changes of one representative FCC gasoline were studied. The red substance in the FCC gasoline was concentrated and separated by chromatography and analyzed by elemental analysis and gas chromatography-mass spectrometry （GC-MS）. The main components of the red substance were found to be aromatic amines. Complexes formed from quinones and aromatic amines are the reason why gasoline being red, and acids can destroy the complex by reaction with aromatic amines leading to decoloration of red gasoline. A mechanism for the color change of gasoline is proposed.

关键词： Gasoline color stability phenol basic nitrogen compounds

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Catalytic Desulfurization of n-Butyl-sulfide over HZSM-5 Zeolite in the Presence of a Hydrogen Provider

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Petroleum Science 2005年第4期2卷 66-70页

作者： Luo Liwen Pan Peng Li Hu xia daohong State Key Laboratory of Heavy Oil Processing China University of Petroleum （East China） Dongying 257061 China SINOPEC Engineering Incorporation Beijing 100101 China

The catalytic desulfurization of a model organic sulfurous compound n-butyl-sulfide in a fixed bed microreactor is studied in the presence of catalyst and a hydrogen provider. The experimental results show that the appropriate reaction conditions are： a mixed catalyst of HZSM-5 zeolite and Co-Mo/Al2O3-TiO2, a reaction temperature of 300℃, atmosphere pressure, a feed speed of 50 mL/h and a mass hourly space velocity of 3.0 h^-1 A higher catalytic property and desulfurization efficiency of the mixed catalyst of HZSM-5 zeolite and Co-Mo/Al2O3-TiO2 is achieved. The adsorption and desulfurization efficiency of the FCC gasoline from Shenghua Refinery, which is affiliated to China University of Petroleum （East China）, is 53.0 %.

关键词： Thioether ZSM-5 zeolite hydrogen provider desulfurization

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Redox modulated hydrogelation of a self-assembling short peptide amphiphile

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Chinese Science Bulletin 2012年第32期57卷 4296-4303页

作者： CAO ChangHai CAO MeiWen FAN HaiMing xia daohong XU Hai LU Jian R The Centre for Bioengineering and Biotechnology China University of Petroleum(East China)Qingdao 266580China Biological Physics Group School of Physics and AstronomyUniversity of ManchesterManchester M139JPUnited Kingdom

Hydrogels resulting from the self-assembly of small peptides are smart nanobiomaterials as their nanostructuring can be readily tuned by environmental stimuli such as pH,ionic strength and temperature,thereby favoring their practical *** work reports experimental observations of formation of peptide hydrogels in response to the redox ***-I 3 K-NH 2 is a short peptide amphiphile that readily self-assembles into long nanofibers and its gel formation occurs at concentrations of about 10 mmol/*** of a Cys residue into the hydrophilic region leads to a new molecule,Ac-I 3 CGK-NH 2,that enables the formation of disulfide bonds between self-assembled nanofibers,thus favoring cross-linking and promoting hydrogel *** oxidative environment,Ac-I 3 CGK-NH 2 formed hydrogels at much lower concentrations(even at 0.5 mmol/L).Furthermore,the strength of the hydrogels could be easily tuned by switching between oxidative and reductive conditions and ***,AFM,TEM,and CD measurements revealed little morphological and structural changes at molecular and nano dimensions,showing no apparent influence arising from the disulfide bond formation.

关键词：氧化还原环境水凝胶自组装短肽透射电子显微镜调制纳米结构纳米生物材料

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分子内反应与分子内催化 Ⅲ.溶剂效应对 2-(2′-苯并咪唑基)乙酸乙酯及3-(2′-苯并咪唑基)丙酸乙酯碱性水解的影响

引用

化学学报 1994年第5期52卷 506-510页

作者：夏道宏夏炽中石油大学化学工程系东营257062 山西大学分子科学研究所太原030006

测定了2-(2′-苯并咪唑基)乙酸乙酯及3-(2′-苯并咪唑基)丙酸乙酯在DMSO-水、1,4-二氧六环-水混合溶剂体系中的碱性水解动力学.随着DMSO-H_2O混合溶剂中DMSO含量增加,两种酯水解表观速率常数分别呈现出不规则的钟形变化.实验结果与我们... 详细信息

测定了2-(2′-苯并咪唑基)乙酸乙酯及3-(2′-苯并咪唑基)丙酸乙酯在DMSO-水、1,4-二氧六环-水混合溶剂体系中的碱性水解动力学.随着DMSO-H_2O混合溶剂中DMSO含量增加,两种酯水解表观速率常数分别呈现出不规则的钟形变化.实验结果与我们所提出的酯水解历程中既包括分子间氢氧根离子特殊碱催化又包括分子内苯并咪唑基一般碱催化两种催化方式相符合.

关键词：分子内催化溶剂效应酯水解反应

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CH_3SH与H_2O_2气相反应机理的理论研究

引用

化学学报 2010年第11期68卷 1050-1056页

作者：张士国卞贺夏道宏滨州学院化学与化工系滨州市材料化学重点实验室滨州256603 中国石油大学(华东)化学化工学院东营257061

采用密度泛函理论的B3LYP方法,在6-311+G(d,p)基组水平上研究了CH3SH与H2O2的微观反应机理,全参数优化了反应势能面上各驻点的几何构型,振动分析和内禀反应坐标(IRC)分析结果证实了中间体和过渡态的真实性,计算所得的键鞍点电荷密度的... 详细信息

采用密度泛函理论的B3LYP方法,在6-311+G(d,p)基组水平上研究了CH3SH与H2O2的微观反应机理,全参数优化了反应势能面上各驻点的几何构型,振动分析和内禀反应坐标(IRC)分析结果证实了中间体和过渡态的真实性,计算所得的键鞍点电荷密度的变化情况也确认了反应过程.结果表明,反应共分三大步进行,包含两条反应通道,第二步由IM1到CH3SO2H的反应为决速步骤,其中的第一条通道是主要反应通道,相应活化能为157.3和109.7kJ/mol.

关键词：硫醇过氧化氢反应机理电子密度拓扑分析

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Study of Modification and Performance of HZSM-5 Catalyst for Isomerization of Light Paraffin

引用

Petroleum Science 2005年第2期2卷 112-115页

作者： LuoLiwen LiJunling xiadaohong CollegeofChemistryandChemicalEngineering StateKeyLaboratoryofHeavyOilProcessingChinaUniversityofPetroleumDongyingShandong257061China

The isomerization of light paraffin over HZSM-5-Ni-Mo-F synthetic zeolite catalysts was studied, and the effects of reaction conditions on the isomerization were investigated. The results show that the optimum reaction condition can be obtained to enhance the research octane number (RON) of product and the liquid yield. The optimum experimental condition is: HZSM-5 catalyst with 1.5wt% of Ni, 2wt% of Mo and 0.4wt% of F, at a temperature of 345℃ and a reaction mass hourly space velocity (MHSV) of 0.2 h-1. The isomerization reaction of light paraffin from Tarim refinery was studied and the research octane number (RON) of gasoline product could be enhanced by 20 units under the condition of nonhydrogenization and optimum experimental status.

关键词： Light paraffin isomerization catalyst octane number ZSM-5 modification

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