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The Proof of the Existence of One-way Fluxes in a Chemical Reaction Network
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作者 SHENG Ying QIAO Luyao YI Hua 《数学进展》 北大核心 2025年第3期637-648,共12页
Peng et al.in[Phys.Rev.Research,2020,2(3):033089,11 pp.]formulated one-way fluxes for a general chemical reaction far from equilibrium,with arbitrary complex mechanisms,multiple intermediates,and internal kinetic cycl... Peng et al.in[Phys.Rev.Research,2020,2(3):033089,11 pp.]formulated one-way fluxes for a general chemical reaction far from equilibrium,with arbitrary complex mechanisms,multiple intermediates,and internal kinetic cycles.They defined the limit of the ratio of mesoscopic one-way fluxes and the volume of the tank reactor when the volume tends to infinity as macroscopic one-way fluxes,but a rigorous proof of existence of the limit is still awaiting.In this article,we fill this gap under a mild hypothesis:the Markov chain associated with the chemical master equation has finite states and any two columns in the stoichiometric matrices are not identical.In fact,an explicit expression of the limit is obtained. 展开更多
关键词 non-equilibrium chemical reaction network kinetic one-way flux Markov chain
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Mapping out the reaction network of humin formation at the initial stage of fructose dehydration in water 被引量:1
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作者 Xing Fu Yexin Hu +4 位作者 Ping Hu Hui Li Shuguang Xu Liangfang Zhu Changwei Hu 《Green Energy & Environment》 SCIE EI CAS CSCD 2024年第6期1016-1026,共11页
The formation of humins hampers the large-scale production of 5-hydroxymethylfurfural(HMF)in biorefinery.Here,a detailed reaction network of humin formation at the initial stage of fructose-to-HMF dehydration in water... The formation of humins hampers the large-scale production of 5-hydroxymethylfurfural(HMF)in biorefinery.Here,a detailed reaction network of humin formation at the initial stage of fructose-to-HMF dehydration in water is delineated by combined experimental,spectroscopic,and theoretical studies.Three bimolecular reaction pathways to build up soluble humins are demonstrated.That is,the intermolecular etherification of β-furanose at room temperature initiates the C12 path,whereas the C-C cleavage of a-furanose at 130-150℃ leads to C11 path,and that of open-chain fructose at 180℃ to C11' path.The successive intramolecular dehydrations and condensations of the as-formed bimolecular intermediates lead to three types of soluble humins.We show that the C12 path could be restrained by using HCl or AlCl_(3) catalyst,and both the C12 and C110 paths could be effectively inhibited by adding THF as a co-solvent or accelerating heating rate via microwave heating. 展开更多
关键词 Carbohydrates 5-HYDROXYMETHYLFURFURAL reaction network Soluble humins TAUTOMER
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Insights into the Reaction Network and Mechanism of Green Aerobic Oxidative Esterification of Methacrolein over Different Heterogeneous Catalysts 被引量:1
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作者 Li Chenhao Xia Changjiu +7 位作者 Liu Yujia Huang Kaimeng Peng Xinxin Liu Jinsheng Lin Min Zhu Bin Luo Yibin Shu Xingtian 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2021年第3期1-11,共11页
The oxidative esterification of methacrolein(MAL)is an important way to prepare high-valued methyl methacrylate(MMA),but this process is ultra-complex due to the high reactivity of both C=O and C=C bonds in MAL molecu... The oxidative esterification of methacrolein(MAL)is an important way to prepare high-valued methyl methacrylate(MMA),but this process is ultra-complex due to the high reactivity of both C=O and C=C bonds in MAL molecule.In order to further improve MMA selectivity,the reaction network and relevant mechanisms have been proposed and profoundly investigated in this paper.Five kinds of fundamental reactions are involved in this process,including(a)the acetal reaction;(b)the aerobic oxidation of hemiacetal;(c)the alkoxylation of C=C double bond;(d)the Diels-Alder reaction;and(e)the hydrogenation reaction of unsaturated double bond.Among them,the Diels-Alder reaction of MAL is non-catalyzed,and the Brönsted acid sites or the Lewis acid sites favor promoting acetal reaction of MAL with methanol,while the alkoxylation of C=C bond with methanol is enhanced under alkaline condition.In particular,by employing the Pd-based catalysts,hydrogenation products are formed in alkaline methanol solution,hence with lower than those obtained by the Au-based catalysts.Notably,it is necessary to match the hemiacetal fromation and aerobic oxidation of hemiacetal,which is relevant with the amount and strength of acid and redox sites.Consequently,this work can provide a good guidance for the further design of both catalysts and processes in future. 展开更多
关键词 METHACROLEIN oxidative esterification MECHANISM reaction network methyl methacrylate
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AN ENGINEERING MODEL FOR MULTICOMPONENT REVERSIBLE REACTION NETWORK
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作者 朱开宏 陈敏恒 袁渭康 《Chinese Journal of Chemical Engineering》 SCIE EI CAS 1985年第1期48-62,共15页
The treatment of a multicomponent reversible reaction network is extremely complicated because largenumber of rate constants must be precisely determined and because the calculation based on these rateconstants is ted... The treatment of a multicomponent reversible reaction network is extremely complicated because largenumber of rate constants must be precisely determined and because the calculation based on these rateconstants is tedious.In order to reduce the degrees of freedom of the process,the authors propose a methodin which the reactor and the separator are regarded as a whole.Based on this approach,an N-componentreversible reaction system can be dealt with as a two—component system.Consequently,a simple and ac-cessible way of the apparent rate determination is suggested.For fiist-order reactions,an explicit,simplifiedexpression has been derived for both lumped and distributed parameter reaction systems. 展开更多
关键词 CSTR ENG AN ENGINEERING MODEL FOR MULTICOMPONENT REVERSIBLE reaction network CR IND
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Computer generation of detailed reaction networks in hydrocracking of Fischer-Tropsch wax
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作者 Jingjing Wang Wei Zhao +4 位作者 Kunpeng Song Hongwei Xiang Liping Zhou Yong Yang Yongwang Li 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2022年第1期342-349,共8页
Fischer-Tropsch synthesis(FTS)wax is a mixture of linear hydrocarbons with carbon number from C7 to C70+.Converting FTS wax into high-quality diesel(no sulfur and nitrogen contents)by hydrocracking technology is attra... Fischer-Tropsch synthesis(FTS)wax is a mixture of linear hydrocarbons with carbon number from C7 to C70+.Converting FTS wax into high-quality diesel(no sulfur and nitrogen contents)by hydrocracking technology is attractive in economy and practicability.Kinetic study of the hydrocracking of FTS wax in elementary step level is very challenging because of the huge amounts of reactions and species involved.Generation of reaction networks for hydrocracking of FTS wax in which the chain length goes up to C70 is described on the basis of Boolean adjacency matrixes.Each of the species(including paraffins,olefins and carbenium ions)involved in the elementary steps is represented digitally by using a(N+3)N matrix,in which a group of standardized numbering rules are designed to guarantee the unique identity of the species.Subsequently,the elementary steps are expressed by computer-aided matrix transformations in terms of proposed reaction rules.Dynamic memory allocation is used in species storage and a characteristic vector with nine elements is designed to store the key information of a(N+3)N matrix,which obviously reduces computer memory consumption and improves computing efficiency.The detailed reaction networks of FTS wax hydrocracking can be generated smoothly and accurately by the current method.The work is the basis of advanced elementary-step-level kinetic modeling. 展开更多
关键词 HYDROCRACKING Fischer-Tropsch synthesis wax Boolean adjacency matrixes reaction network
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DNA Reaction Network Mimicking the Basic Steps of Synaptic Communication
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作者 Minghao Hu Yuqiang Hu +2 位作者 Wenqian Yuan Zhen Zhang Tongbo Wu 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2023年第11期1313-1318,共6页
Biological systems use intricate networks of chemical reactions to exchange information. How to simulate complex systems with simple strand-displacement reactions is crucial to broaden the application scenario of the ... Biological systems use intricate networks of chemical reactions to exchange information. How to simulate complex systems with simple strand-displacement reactions is crucial to broaden the application scenario of the DNA reaction network. Here, we report the artificial DNA reaction network to mimic the operation and function of biological information transfer via strand-displacement reaction. DNA is used as simple artificial analogs to schematize structures and transmit information. Using chemical synapses in neural networks as an example, we show that the proposed network enables core functions of biological systems, such as the long-term potential of synapses, which underpin learning and memory. Also, we performed the simple “silicon mimetic” to link electronic circuits to chemical network-based biological structures. As such, synaptic communication simulated by the DNA reaction network provides a complete demonstration for designing artificial reaction networks based on the essence of information interaction. 展开更多
关键词 reaction networks Strand-displacement cascades DNA nanotechnology SYNAPSE Nucleic acids FLUORESCENCE Synthetic biology
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Global exponential stability of reaction diffusion neural networks with discrete and distributed time-varying delays
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作者 张为元 李俊民 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第3期115-120,共6页
This paper investigates the global exponential stability of reaction-diffusion neural networks with discrete and distributed time-varying delays. By constructing a more general type of Lyapunov-Krasovskii functional c... This paper investigates the global exponential stability of reaction-diffusion neural networks with discrete and distributed time-varying delays. By constructing a more general type of Lyapunov-Krasovskii functional combined with a free-weighting matrix approach and analysis techniques, delay-dependent exponential stability criteria are derived in the form of linear matrix inequalities. The obtained results are dependent on the size of the time-vaxying delays and the measure of the space, which are usually less conservative than delay-independent and space-independent ones. These results are easy to check, and improve upon the existing stability results. Some remarks are given to show the advantages of the obtained results over the previous results. A numerical example has been presented to show the usefulness of the derived linear matrix inequality (LMI)-based stability conditions. 展开更多
关键词 neural networks reaction-DIFFUSION delays exponential stability
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INFLUENCE OF NOISE AND DELAY ON REACTION-DIFFUSION RECURRENT NEURAL NETWORKS
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作者 Li Wu 《Analysis in Theory and Applications》 2006年第3期283-300,共18页
In this paper, the influence of the noise and delay upon the stability property of reaction-diffusion recurrent neural networks (RNNs) with the time-varying delay is discussed. The new and easily verifiable conditio... In this paper, the influence of the noise and delay upon the stability property of reaction-diffusion recurrent neural networks (RNNs) with the time-varying delay is discussed. The new and easily verifiable conditions to guarantee the mean value exponential stability of an equilibrium solution are derived. The rate of exponential convergence can be estimated by means of a simple computation based on these criteria. 展开更多
关键词 Recurrent neural networks reaction-DIFFUSION variable delay white noise mean valueexponential stability method of variation parameter M-matrix properties stochastic analysis
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Molecular dataset based on paraffin oxidative pyrolysis
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作者 YANG Lin YANG Yanfang LU Kuan 《燃料化学学报(中英文)》 北大核心 2026年第3期180-186,共7页
As a key component of shale oil,petroleum fractions,and chemical products,the oxidative pyrolysis behavior of paraffin directly influences energy conversion efficiency and the direction of process optimization.A deep ... As a key component of shale oil,petroleum fractions,and chemical products,the oxidative pyrolysis behavior of paraffin directly influences energy conversion efficiency and the direction of process optimization.A deep understanding of its oxidative pyrolysis mechanism is crucial for addressing wax deposition in oil and gas extraction,enhancing product selectivity in cracking processes,and advancing novel clean fuel technologies.Traditional experimental methods face challenges in capturing transient free-radical reaction pathways at high temperatures,whereas molecular dynamics simulations offer a powerful approach to bridge the research gap in elucidating atomic-scale dynamic mechanisms.This database is constructed based on high-precision molecular dynamics simulations,comprising oxidative pyrolysis trajectory data for three paraffin models featuring different straight-chain hydrocarbon distributions within the temperature range of 2100-2500 K.The COMPASS force field was employed to optimize the initial structures,and the ReaxFF reactive force field was used to simulate the oxidative pyrolysis process.The database includes atomic trajectories,species evolution information,and reaction network analysis results for both heating and isothermal cracking processes,with a total data volume of approximately 141 GB(including 150000 atomic configuration frames).The data is stored in a hierarchical directory structure,supporting multi-scale oxidative pyrolysis mechanism studies and providing atomic-scale dynamic evidence for revealing carbon chain length effects and temperature sensitivity. 展开更多
关键词 paraffin oxidative pyrolysis molecular dynamics ReaxFF force field reaction network
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航空发动机燃烧室多物理场的代理求解与模型封闭研究综述
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作者 张弛 张世红 +5 位作者 王柏森 林宇震 赵明龙 张书华 高宏达 郭舒 《推进技术》 北大核心 2026年第1期1-32,共32页
作为航空发动机的核心部件之一,燃烧室内复杂湍流燃烧的有效组织对提高燃烧室、航空发动机乃至飞机整机的性能都是极其重要的。为了高保真地解析其湍流燃烧过程,实验测量、数值仿真和神经网络等方法在航空发动机燃烧领域的应用均越来越... 作为航空发动机的核心部件之一,燃烧室内复杂湍流燃烧的有效组织对提高燃烧室、航空发动机乃至飞机整机的性能都是极其重要的。为了高保真地解析其湍流燃烧过程,实验测量、数值仿真和神经网络等方法在航空发动机燃烧领域的应用均越来越深入。作为可有效考虑多保真数据与物理信息的方法,神经网络在以实验为主的第一范式、以理论为主的第二范式和以数值仿真为主的第三范式之外开启了以数据为中心的第四类科学研究范式。因此,神经网络有望辅助传统的试验测量、数值仿真等方法以更低的成本获取更高保真度的燃烧场数据。本文以解析燃烧反应流问题的难点和瓶颈为锚点,介绍了有望应用于燃烧反应流问题的典型神经网络方法,综述了各类场景下神经网络方法在燃烧及相关领域的应用现状和前景。 展开更多
关键词 航空发动机 燃烧反应流 神经网络 代理求解 模型封闭 综述
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催化重整36集总反应动力学模型开发
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作者 缪鹏飞 江洪波 +3 位作者 陈玉石 杨彩娟 邱添铮 赵芳磊 《石油学报(石油加工)》 北大核心 2026年第1期174-188,共15页
催化重整是生产高辛烷值汽油和芳烃的重要工艺之一。基于中国石化某炼油厂的芳烃型连续重整装置,依据集总理论构建了包含36个集总组分和72个催化重整反应的动力学模型。采用拟牛顿算法对反应动力学参数进行估算,并利用Runge-Kutta法求... 催化重整是生产高辛烷值汽油和芳烃的重要工艺之一。基于中国石化某炼油厂的芳烃型连续重整装置,依据集总理论构建了包含36个集总组分和72个催化重整反应的动力学模型。采用拟牛顿算法对反应动力学参数进行估算,并利用Runge-Kutta法求解模型方程。通过4套工业实测数据验证模型,结果表明,模型计算值与工业实测值具有良好的一致性。此外,借助该模型分析了催化剂床层内的集总组分分布、温度分布、各反应器压降及催化剂积炭量的变化规律,考察了不同操作条件下干气和液化气收率、C_(5+)液体收率、芳烃收率以及催化剂积炭量的变化趋势。该模型预测精度高、计算效率优异,可为芳烃型连续重整工艺的操作优化提供理论支持。 展开更多
关键词 催化重整 集总 反应网络 反应动力学 积炭
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Study on Disproportionation Reaction of FCC Gasoline on Acid Catalyst
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作者 Xu Youhao Wang Xieqing(Research Institute of Petroleum Processing, SINOPEC, Beijing 100083) 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2004年第2期35-40,共6页
Based on the experimental data relating to the reaction of FCC gasoline on acid catalyst the analysis of product distribution, and composition of gasoline and diesel fractions have been analyzed. The occurrence of dis... Based on the experimental data relating to the reaction of FCC gasoline on acid catalyst the analysis of product distribution, and composition of gasoline and diesel fractions have been analyzed. The occurrence of disproportionation reaction of FCC gasoline on acid catalyst and the network of disproportionation reaction have been identified. Study has also shown that different reaction temperatures can result in different pathways of disproportionation reactions on acid catalyst. 展开更多
关键词 FCC gasoline OLEFIN disproprotionation reaction acid catalyst reaction network
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负极高压海底观测网供电系统海缆故障定位方法
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作者 张尔佳 余墨多 +1 位作者 黄文焘 邰能灵 《中国电机工程学报》 北大核心 2026年第5期1942-1953,I0017,共13页
由于海底观测网具有较低的可观测性和可达性以及单极供电回路内海水-电极的独特供电结构,使得海缆故障定位变得尤为复杂。该文聚焦于海底电缆故障定位这一关键难题,提出一种基于频变阻抗特性的定位方法。该方法基于海缆-海水-电极的阻... 由于海底观测网具有较低的可观测性和可达性以及单极供电回路内海水-电极的独特供电结构,使得海缆故障定位变得尤为复杂。该文聚焦于海底电缆故障定位这一关键难题,提出一种基于频变阻抗特性的定位方法。该方法基于海缆-海水-电极的阻抗特性,建立海底观测网单极供电回路的阻抗模型。通过π型等效建模结合电化学分析,构建海水-电极-海缆频变阻抗模型,进一步在故障条件下计算输入阻抗谱,生成将故障位置与阻抗谐振频率相关联的定位函数。该方法的核心在于仅依靠岸基站采集的电气数据,通过宽频信号注入生成定位函数,从而实现精确的故障距离计算。研究结果表明,该方法在海底电缆故障定位方面具有高精度,并且对不同故障位置和过渡电阻具有良好的鲁棒性。 展开更多
关键词 海水-电极回路 频变阻抗谱 电化学反应 故障定位 海底观测网
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持续性和灵活性注意力训练对稳定期精神分裂症患者注意力的效果研究
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作者 杨宏磊 赵荣荣 +4 位作者 刘振月 谢康 王群山 戈欣怡 李献云 《临床精神医学杂志》 2026年第1期63-67,共5页
目的:探究持续性和灵活性注意力训练对稳定期精神分裂症患者注意力的改善效果。方法:纳入55例稳定期精神分裂症患者。对其实施为期1个月的持续性和灵活性注意力训练任务,采用注意网络(attention network test,ANT)范式对被试者的注意力... 目的:探究持续性和灵活性注意力训练对稳定期精神分裂症患者注意力的改善效果。方法:纳入55例稳定期精神分裂症患者。对其实施为期1个月的持续性和灵活性注意力训练任务,采用注意网络(attention network test,ANT)范式对被试者的注意力进行测评,观察指标包括反应时和换算后的反应时(警觉网络、定向网络和执行控制网络)。结果:经过1个月的训练,在不同线索提示和刺激条件下,训练组稳定期精神分裂症患者的反应时较训练前差异有统计学意义(P<0.001);训练组的警觉网络(Z=-3.142,P=0.002)、定向网络(Z=4.099,P<0.001)和执行控制网络(Z=-2.300,P=0.021)差异均有统计学意义。结论:持续性和灵活性注意力训练任务对稳定期精神分裂症患者的警觉网络、定向网络和执行控制网络有显著改善效果。 展开更多
关键词 精神分裂症 注意力 注意力训练任务 注意网络范式 反应时
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基于GRA-BP模型预测排球扣球落地的vGRF
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作者 刘淑婷 邱沐恩 李卫 《应用力学学报》 北大核心 2026年第1期224-235,共12页
目的建立灰色关联度分析(grey relational analysis,GRA)和BP神经网络(BP neural network)的耦合数学模型来预测排球运动员扣球落地的垂直地面反作用力(vertical ground reaction force,vGRF)从而来代替三维测力台。方法选取北京体育大... 目的建立灰色关联度分析(grey relational analysis,GRA)和BP神经网络(BP neural network)的耦合数学模型来预测排球运动员扣球落地的垂直地面反作用力(vertical ground reaction force,vGRF)从而来代替三维测力台。方法选取北京体育大学20名二级排球运动员,采取两步助跑方式进行排球扣球动作演示,通过运动捕捉系统和三维测力台同步采集运动学和动力学数据。采用OpenSim计算排球运动员在进行两步助跑扣球落地时的运动学数据。采用GRA来筛选关联度低于0.98的运动学指标,采用均方根误差、平均绝对百分比误差和平均绝对误差、R作为GRA-BP模型的评价指标,使用肯德尔W系数评价预测vGRF与测量vGRF之间的一致性。结果GRA结果显示骨盆前后倾角度、骨盆左右倾角度、骨盆旋转角度等13个运动学数据关联度高于0.98。训练集中预测值与测量值间均方根误差为0.271 BW,平均绝对百分比误差为4%,平均绝对误差为0.17 BW,R=0.999;验证集中预测值与测量值间均方根误差为0.235 BW、平均绝对百分比误差为3.9%,平均绝对误差为0.14 BW,R=0.998;测试集中预测值与测量值间均方根误差为0.224 BW,平均绝对百分比误差为3.6%,平均绝对误差为0.14 BW,R=0.998;肯德尔W系数为0.945,P≤0.001。结论本研究所建立的GRA-BP模型可提高排球运动员扣球落地vGRF测量的准确性,缩短测量时间。 展开更多
关键词 垂直地面反作用力 灰色关联度分析 神经网络 排球扣球 OpenSim
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Integration strategies of hydrogen network in a refinery based on operational optimization of hydrotreating units 被引量:4
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作者 Le Wu Xiaoqiang Liang +1 位作者 Lixia Kang Yongzhong Liu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第8期1061-1068,共8页
Inferior crude oil and fuel oil upgrading lead to escalating increase of hydrogen consumption in refineries.It is imperative to reduce the hydrogen consumption for energy-saving operations of refineries.An integration... Inferior crude oil and fuel oil upgrading lead to escalating increase of hydrogen consumption in refineries.It is imperative to reduce the hydrogen consumption for energy-saving operations of refineries.An integration strategy of hydrogen network and an operational optimization model of hydrotreating(HDT)units are proposed based on the characteristics of reaction kinetics of HDT units.By solving the proposed model,the operating conditions of HDT units are optimized,and the parameters of hydrogen sinks are determined by coupling hydrodesulfurization(HDS),hydrodenitrification(HDN)and aromatic hydrogenation(HDA)kinetics.An example case of a refinery with annual processing capacity of eight million tons is adopted to demonstrate the feasibility of the proposed optimization strategies and the model.Results show that HDS,HDN and HDA reactions are the major source of hydrogen consumption in the refinery.The total hydrogen consumption can be reduced by 18.9%by applying conventional hydrogen network optimization model.When the hydrogen network is optimized after the operational optimization of HDT units is performed,the hydrogen consumption is reduced by28.2%.When the benefit of the fuel gas recovery is further considered,the total annual cost of hydrogen network can be reduced by 3.21×10~7CNY·a^(-1),decreased by 11.9%.Therefore,the operational optimization of the HDT units in refineries should be imposed to determine the parameters of hydrogen sinks base on the characteristics of reaction kinetics of the hydrogenation processes before the optimization of the hydrogen network is performed through the source-sink matching methods. 展开更多
关键词 Hydrogenation reaction kinetics Hydrogen network Integration strategies Optimization
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“双碳”战略下的数智融合:等离子体反应和分离耦合驱动CO_(2)加氢制甲醇
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作者 包至朋 王艺霖 +5 位作者 陈愉 贾贝蕊 王从聪 解则安 于学华 赵震 《大学化学》 2026年第1期29-40,共12页
传统的热催化CO_(2)转化要求高温高压条件,等离子体能实现常温常压下驱动CO_(2)加氢制甲醇,是节能降碳、实现“双碳”目标的重要举措。本作品设计新型介质阻挡放电(DBD)等离子体液膜反应器,克服高CO_(2)转化率和高甲醇选择性不可兼得的... 传统的热催化CO_(2)转化要求高温高压条件,等离子体能实现常温常压下驱动CO_(2)加氢制甲醇,是节能降碳、实现“双碳”目标的重要举措。本作品设计新型介质阻挡放电(DBD)等离子体液膜反应器,克服高CO_(2)转化率和高甲醇选择性不可兼得的困难,实现了等离子体反应和分离的高效耦合。本实验中针对等离子体反应控温难和工艺参数优化过程复杂两大问题进行数字化设计:利用红外热成像仪对放电区域温度实时监控,克服传统热电偶存在的测量局部性及容易与高压电极尖端放电等缺点,并通过自动控制模块调节冷凝液温度和流速,维持等离子体放电产热与散热的动态平衡,实现精准控温;通过训练人工神经网络(ANN)模型,定量分析复杂工艺参数与反应性能的关系,并确定其影响权重,实现最优条件的智能预测与工艺优化。本专业实验课程融合数字化技术与人工智能方法,通过智能化实验设计培养学生跨学科创新能力,契合新工科人才培养需求。 展开更多
关键词 红外热成像 自动控温 人工神经网络 反应和分离耦合技术
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基于BP神经网络优化的HyChem方法研究
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作者 汪方良 孙磊 +1 位作者 冯睿 张翰泽 《推进技术》 北大核心 2026年第2期162-173,共12页
本文采用Hybrid Chemistry(HyChem)与BP神经网络预测相结合的方法对JetA-2航空煤油开展反应机理构建。首先通过多目标遗传算法(NASG-II),结合理化性质,提出了JetA-2航空煤油十五组分替代模型以获得热力学数据和特定条件下点火延迟时间;... 本文采用Hybrid Chemistry(HyChem)与BP神经网络预测相结合的方法对JetA-2航空煤油开展反应机理构建。首先通过多目标遗传算法(NASG-II),结合理化性质,提出了JetA-2航空煤油十五组分替代模型以获得热力学数据和特定条件下点火延迟时间;再使用BP神经网络预测模型得出7步集总反应的化学计量数和反应速率常数,构建出JetA-2航空煤油HyChem反应动力学模型(包括113个组分和791个基元反应);通过与传统方法、官能团机理相似法(FGM)和随机梯度下降法(SGD)构建的HyChem机理模型的点火延迟时间和层流火焰速度数据及试验数据对比发现,此方法构建出的HyChem机理模型具有较高预测精度,点火延迟时间相对误差低至12.7%,层流火焰速度预测相对误差低至1.8%,均高于其他方法构建的HyChem机理模型。 展开更多
关键词 反应动力学模型 HyChem方法 BP神经网络 点火延迟时间 层流火焰速度
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基于“人工智能+药物基因组学”的药物不良反应预测方法进展
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作者 韩芳芳 刘静欣 +2 位作者 柴克燕 吴嘉瑞 蔡永铭 《药物流行病学杂志》 2026年第1期104-113,共10页
药物不良反应(ADR)是全球药物警戒关注的首要问题,个体遗传差异,尤其是药物基因组学(PGx)特征,是导致ADR发生的关键因素。近年来,人工智能(AI)技术为整合多组学数据、精准预测ADR提供了可能。本文系统梳理了基于PGx预测ADR的AI方法。首... 药物不良反应(ADR)是全球药物警戒关注的首要问题,个体遗传差异,尤其是药物基因组学(PGx)特征,是导致ADR发生的关键因素。近年来,人工智能(AI)技术为整合多组学数据、精准预测ADR提供了可能。本文系统梳理了基于PGx预测ADR的AI方法。首先整理了常用的PGx与ADR相关的多源异构数据集,然后重点列举了传统机器学习(如支持向量机、随机森林等)及深度学习(如卷积神经网络、图神经网络等)等AI模型在该领域的应用实例。这些模型通过挖掘基因变异、临床用药特征与ADR之间的复杂非线性关系,实现了ADR的智能预测。然而,该领域仍面临数据异质性、模型可解释性及临床转化障碍等挑战。文章最后展望了多模态数据融合、可解释AI等未来研究方向,旨在推动个体化安全用药和精准医疗事业的发展。 展开更多
关键词 药物不良反应 药物基因组学 人工智能 机器学习 多源异构 神经网络
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Stability Analysis for the Cellular Signaling Systems Composed of Two Phosphorylation-Dephosphorylation Cyclic Reactions 被引量:1
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作者 Chinasa Sueyoshi Takashi Naka 《Computational Molecular Bioscience》 2017年第3期33-45,共13页
The regulatory mechanisms in cellular signaling systems have been studied intensively from the viewpoint that the malfunction of the regulation is thought to be one of the substantial causes of cancer formation. On th... The regulatory mechanisms in cellular signaling systems have been studied intensively from the viewpoint that the malfunction of the regulation is thought to be one of the substantial causes of cancer formation. On the other hand, it is rather difficult to develop the theoretical framework for investigation of the regulatory mechanisms due to their complexity and nonlinearity. In this study, more general approach is proposed for elucidation of characteristics of the stability in cellular signaling systems by construction of mathematical models for a class of cellular signaling systems and stability analysis of the models over variation of the network architectures and the parameter values. The model system is formulated as regulatory network in which every node represents a phosphorylation-dephosphorylation cyclic reaction for respective constituent enzyme. The analysis is performed for all variations of the regulatory networks comprised of two nodes with multiple feedback regulation loops. It is revealed from the analysis that the regulatory networks become mono-stable, bi-stable, tri-stable, or oscillatory and that the negative mutual feedback or positive mutual feedback is favorable for multi-stability, which is augmented by a negatively regulated node with a positive auto-regulation. Furthermore, the multi-stability or the oscillation is more likely to emerge in the case of low value of the Michaelis constant than in the case of high value, implying that the condition of higher saturation levels induces stronger nonlinearity in the networks. The analysis for the parameter regions yielding the multi-stability and the oscillation clarified that the stronger regulation shifts the systems toward multi-stability. 展开更多
关键词 Cellular Signaling SYSTEMS REGULATORY networks CYCLIC reaction MICHAELIS-MENTEN Mechanism Multi-Stability Oscillation
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