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Modeling and experimental research on a removal mechanism during chemical mechanical polishing at the molecular scale
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作者 安伟 赵永武 王永光 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2010年第11期146-149,共4页
In order to understand the fundamentals of the chemical mechanical polishing(CMP) material removal mechanism,the indentation depth of a slurry particle into a wafer surface is determined using the in situ nanomechan... In order to understand the fundamentals of the chemical mechanical polishing(CMP) material removal mechanism,the indentation depth of a slurry particle into a wafer surface is determined using the in situ nanomechan-ical testing system tribo-indenter by Hysitron.It was found that the removal mechanism in CMP is most probably a molecular scale removal theory.Furthermore,a comprehensive mathematical model was modified and used to pinpoint the effects of wafer/pad relative velocity,which has not been modeled previously.The predicted results based on the current model are shown to be consistent with the published experimental data.Results and analysis may lead to further understanding of the microscopic removal mechanism at the molecular scale in addition to its underlying theoretical foundation. 展开更多
关键词 chemical mechanical polishing MODEL molecular scale EXPERIMENTAL
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Multi-scale design of silicon/carbon composite anode materials for lithium-ion batteries:A review
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作者 Liu Yang Shuaining Li +6 位作者 Yuming Zhang Hongbo Feng Jiangpeng Li Xinyu Zhang Huai Guan Long Kong Zhaohui Chen 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第10期30-45,I0002,共17页
Silicon/carbon composites,which integrate the high lithium storage performance of silicon with the exceptional mechanical strength and conductivity of carbon,will replace the traditional graphite electrodes for high-e... Silicon/carbon composites,which integrate the high lithium storage performance of silicon with the exceptional mechanical strength and conductivity of carbon,will replace the traditional graphite electrodes for high-energy lithium-ion batteries.Various strategies have been designed to synthesize silicon/carbon composites for tackling the issues of anode pulverization and poor stability in the anodes,thereby improving the lithium storage ability.The effect of the regulation method at each scale on the final negative electrode performance remains unclear.However,it has not been fully clarified how the regulation methods at each scale influence the final anode performance.This review will categorize the materials structure into three scales:molecular scale,nanoscale,and microscale.First,the review will examine modification methods at the molecular scale,focusing on the interfacial bonding force between silicon and carbon.Next,it will summarize various nanostructures and special shapes in the nanoscale to explore the construction of silicon/carbon composites.Lastly,the review will provide an analysis of microscale control approaches,focusing on the formation of composite particle with micron size and the utilization of micro-Si.This review provides a comprehensive overview of the multi-scale design of silicon/carbon composite anode materials and their optimization strategies to enhance the performance of lithium-ion batteries. 展开更多
关键词 Lithium-ion batteries Silicon/carbon composites molecular scale Nanoscale MICROscale
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Research on the molecular scale material removal mechanism in chemical mechanical polishing 被引量:7
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作者 WANG YongGuang ZHAO YongWu 《Chinese Science Bulletin》 SCIE EI CAS 2008年第13期2084-2089,共6页
This paper investigates a novel molecular scale material removal mechanism in chemical mechanical polishing (CMP) by incorporating the order-of-magnitude calculations,particle adhesion force,defect of wafer,thickness ... This paper investigates a novel molecular scale material removal mechanism in chemical mechanical polishing (CMP) by incorporating the order-of-magnitude calculations,particle adhesion force,defect of wafer,thickness of newly formed oxidized layer,and large deformation of pad/particle not discussed by previous analysis. The theoretical analysis and experimental data show that the indentation depth,scratching depth and polishing surface roughness are on the order of molecular scale or less. There-fore,this novel mechanism has gained the support from wide order-of-magnitude calculations and experimental data. In addition,with the decrease in the particle size,the molecular scale removal mechanism is plausibly one of the most promising removal mechanisms to clarify the CMP polishing process. The results are useful to substantiating the molecular-scale mechanism of the CMP material removal in addition to its underlying theoretical foundation. 展开更多
关键词 化学机械抛光 分子刻度 分子材料 重量计算
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Experimental Study on Molecular Arrangement of Nanoscale Lubricant Films——A Review 被引量:3
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作者 ZHANG Shaohua LIU Yuhong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第5期896-903,共8页
In order to understand lubrication mechanism at the nanoscale, researchers have used many physical experimental approaches, such as surface force apparatus, atomic force microscopy and ball-on-disk tribometer. The res... In order to understand lubrication mechanism at the nanoscale, researchers have used many physical experimental approaches, such as surface force apparatus, atomic force microscopy and ball-on-disk tribometer. The results show that the variation rules of the friction force, film thicknessand viscosity of the lubricant at the nanoscale are different from elastohydrodynamic lubrication (EHL). It is speculated that these differences are attributed to the special arrangement of the molecules at the nanoscale. However, it is difficult to obtain the molecular orientation and distribution directly from the lubricant molecules in these experiments. In recent years, more and more attention has been paid to use new techniques to overcome the shortcomings of traditional experiments, including various spectral methods. The most representative achievements in the experimental research of molecular arrangement are reviewed in this paper: The change of film structure of a liquid crystal under confinement has been obtained using X-ray method. The molecular orientation change of lubricant films has been observed using absorption spectroscopy. Infrared spectroscopy has been used to measure the anisotropy of molecular orientation in the contact region when the lubricant film thickness is reduced to a few tens of nanometers. In situ Raman spectroscopy has been performed to measure the molecular orientation of the lubricant film semi-quantitatively. These results prove that confinement and shear in the contact region can change the arrangement of lubricant molecules. As a result, the lubrication characteristics are affected. The shortages of these works are also discussed based on practicable results. Further work is needed to separate the information of the solid-liquid interface from the bulk liquid film. 展开更多
关键词 nano-scale lubricating film in situ measurement molecular arrangement
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Nano-scale Interfacial Friction Behavior between Two Kinds of Materials in MEMS Based on Molecular Dynamics Simulations
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作者 杨平 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2006年第4期173-176,共4页
The aim of this article was to provide a systematic method to perform molecular dynamics simulotion or evaluation for nano-scale interfacial friction behavior between two kinds of materials in MEMS design. Friction is... The aim of this article was to provide a systematic method to perform molecular dynamics simulotion or evaluation for nano-scale interfacial friction behavior between two kinds of materials in MEMS design. Friction is an important factor affecting the performance and reliability of MEMS. The model of the nano-scale interracial friction behavior between two kinds of materials was presented based on the Newton' s equations of motion. The Morse potential function was selected for the model. The improved Verlet algorithm was employed to resolve the model, the atom trajectories and the law of the interfacial friction behavior. Comparisons with experimental data in other paper confirm the validity of the model. Using the model it is possible to simulate or evaluate the importance of different factors for designing of the nano-scale interfacial friction behavior between two kinds of materials in MEMS. 展开更多
关键词 molecular dynamics simulation interfacial friction nano-scale friction MEMS
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气固多相催化剂内扩散和反应研究进展
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作者 李昕晖 李成祥 葛蔚 《石油炼制与化工》 CAS 北大核心 2025年第1期30-39,共10页
化工过程中化学反应通常与传递过程共存,气固多相催化剂一般具有复杂多级孔道结构,其催化性能更是取决于其孔道内反应与扩散过程的耦合。揭示反应和扩散耦合规律,准确获得催化剂颗粒尺度上的反应动力学,对新型催化剂优化设计和制备具有... 化工过程中化学反应通常与传递过程共存,气固多相催化剂一般具有复杂多级孔道结构,其催化性能更是取决于其孔道内反应与扩散过程的耦合。揭示反应和扩散耦合规律,准确获得催化剂颗粒尺度上的反应动力学,对新型催化剂优化设计和制备具有重要的科学研究意义和工业应用价值。综述了气固多相催化剂孔道内扩散和反应过程的最新研究进展和反应-扩散耦合的机制,重点介绍反应-扩散耦合模拟研究中的不同模型和方法及其在气固催化反应中的应用。指出将机器学习等人工智能方法和多尺度模拟相结合将会成为研究复杂催化反应体系的一种强大工具。 展开更多
关键词 反应传递耦合 拟颗粒 多尺度 介尺度 分子模拟
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Molecular-Based Simulation of Feedstock Properties for Complex Reaction System
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作者 Ouyang Fusheng Bao Wenjun +1 位作者 Jiang Hongbo Weng Huixin (Research Center of Petroleum Processing,East China University of Science and Technology,Shanghai 200237) 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2010年第1期54-60,共7页
The kinetics of complex reaction systems were studied on molecular level with the combined method of Monte Carlo simulation and Structural Oriented Lumping by focusing on deep catalytic cracking (DCC) process, the m... The kinetics of complex reaction systems were studied on molecular level with the combined method of Monte Carlo simulation and Structural Oriented Lumping by focusing on deep catalytic cracking (DCC) process, the model parameters were optimized by means of routine analytic data of a DCC unit. A model was established to transform the feedstock of the complex reaction systems such as DCC to 1000-10000 pseudo-molecules with the Monte Carlo simulation and every molecule was expressed by 19 attributes. The results of model simulation showed that these pseudo-molecules reflected the characteristics of feedstock very well and their average properties gave a good agreement with the plant data. 展开更多
关键词 complex reaction system molecular scale kinetic model Monte Carlo simulation deep catalyticcracking
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Static and dynamic properties of grafted ring polymer: Molecular dynamics simulation
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作者 何素贞 候格 +1 位作者 苏婵菲 吴晨旭 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第1期403-410,共8页
The static and dynamic properties of a system of end-grafted flexible ring polymer chains grafted to a flat substrate and exposed to a good solvent are studied by using a molecular dynamics method. The monomers are de... The static and dynamic properties of a system of end-grafted flexible ring polymer chains grafted to a flat substrate and exposed to a good solvent are studied by using a molecular dynamics method. The monomers are described by a coarse-grained bead-spring model. Varying the grafting density p and the degree of polymerization or chain length N, we obtain the density profiles of monomers, study the structural properties of the chain (radius of gyration, bond orientational parameters, etc.), and also present the dynamic characteristics such as chain energy and bond force. Compared with a linear polymer brush, the ring polymer brush exhibits different static and dynamic properties for moderate or short chain length, while it behaves like linear polymer brush in the regime of long chain length. 展开更多
关键词 ring polymer molecular dynamics SCALING
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分子生物学公共仪器平台管理问题研究 被引量:1
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作者 郭爽 管祥辰 +3 位作者 刘宁 李昂 卢静 胡宁 《实验室科学》 2024年第3期154-158,共5页
为了提高仪器利用率、保证大型仪器开放共享,分子生物学公共仪器平台根据仪器原值和操作难度对平台仪器实施差异管理、分类共享,实践证明该管理模式可有效保障仪器运行、降低仪器故障率。此外,结合全国重点实验室交叉研究的特点,分子生... 为了提高仪器利用率、保证大型仪器开放共享,分子生物学公共仪器平台根据仪器原值和操作难度对平台仪器实施差异管理、分类共享,实践证明该管理模式可有效保障仪器运行、降低仪器故障率。此外,结合全国重点实验室交叉研究的特点,分子生物学平台突出其分子相互作用技术服务特色,改进与开发样品前处理方法,不仅降低分析测试成本,同时辅助大型仪器功能开发,进一步提高了科研大型仪器的使用效益。 展开更多
关键词 大型仪器平台 分子生物学 分类共享 分子互作
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产水气井碳酸钙阻垢剂分子模拟研究
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作者 刘友权 晏孝杰 +4 位作者 周理 刘建仪 周厚安 勾炜 张博建 《山西化工》 CAS 2024年第10期14-18,29,共6页
为了解决西南油气田分公司磨溪气田龙王庙组地层水矿化度高、结垢离子多导致油管经常发生碳酸钙结垢堵塞的问题,采用分子动力学模拟阻垢剂与钙离子和碳酸根离子相互作用过程,分析阻垢剂阻止碳酸钙垢的机理。在不同温度条件下分别模拟了... 为了解决西南油气田分公司磨溪气田龙王庙组地层水矿化度高、结垢离子多导致油管经常发生碳酸钙结垢堵塞的问题,采用分子动力学模拟阻垢剂与钙离子和碳酸根离子相互作用过程,分析阻垢剂阻止碳酸钙垢的机理。在不同温度条件下分别模拟了水溶液中三聚磷酸钠和羧甲基葡聚糖阻垢剂阻止钙离子与碳酸根离子生成碳酸钙垢的过程,明确了阻垢剂与结垢离子的作用方式、阻止机理。分子模拟结果表明:碳酸钙垢的生成主要以钙离子或碳酸根离子为中心,钙离子与碳酸根离子相互吸引,当结垢阴阳离子距离达到0.25 nm后就会生成碳酸钙分子,碳酸钙分子不断聚集形成晶体,温度越高越容易结垢;阻垢剂的阻垢机理是阻垢剂的阴离子对钙离子吸引力更大,从碳酸根离子与钙离子在距离为0.25 nm的结合概率降低可以得到证明,溶液中阻垢剂阴离子之间相互排斥,垢分子与离子相对分散,碳酸钙无法聚集形成晶体;三聚磷酸钠阻垢剂的阻垢效果比羧甲基葡聚糖(CMD)阻垢剂更好,温度越高垢分子的生成概率越低,三聚磷酸钠最大概率密度比羧甲基葡聚糖(CMD)阻垢剂的小0.415倍;三聚磷酸钠阻垢剂阴离子负价高,相互排斥,造成溶液中所有阴阳离子更分散,垢分子难以聚集形成碳酸钙晶体;采用该分子模拟方法可以筛选适合的阻垢剂。 展开更多
关键词 分子模拟 阻垢剂 碳酸钙垢 预防结垢 阻垢机理
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Evidence for the anomalous scaling behaviour of the molecular-beam epitaxy growth equation
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作者 唐刚 夏辉 +3 位作者 郝大鹏 寻之朋 温荣吉 陈玉岭 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第3期354-359,共6页
According to the scaling idea of local slope, we investigate numerically and analytically anomalous dynamic scaling behaviour of (1+ 1)-dimensional growth equation for molecular-beam epitaxy. The growth model inclu... According to the scaling idea of local slope, we investigate numerically and analytically anomalous dynamic scaling behaviour of (1+ 1)-dimensional growth equation for molecular-beam epitaxy. The growth model includes the linear molecular-beam epitaxy (LMBE) and the nonlinear Lai-Das Sarma-Villain (LDV) equations. The anomalous scaling exponents in both the LMBE and the LDV equations are obtained, respectively. Numerical results are consistent with the corresponding analytical predictions. 展开更多
关键词 molecular-beam epitaxy surface growth equation anomalous scaling behaviour
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不同温度下铝合金摩擦机制的分子动力学研究
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作者 李红霞 孙晓宇 +1 位作者 高易仁 凡晓波 《工具技术》 北大核心 2024年第3期80-85,共6页
铝合金成形过程中与模具接触会发生摩擦磨损,直接影响零件成形质量和模具使用寿命,且铝合金摩擦性能受温度影响。基于分子动力学方法,针对原子尺度研究了铝合金摩擦机制的温度相关性,分析不同温度下铝合金摩擦过程中力学性能、摩擦系数... 铝合金成形过程中与模具接触会发生摩擦磨损,直接影响零件成形质量和模具使用寿命,且铝合金摩擦性能受温度影响。基于分子动力学方法,针对原子尺度研究了铝合金摩擦机制的温度相关性,分析不同温度下铝合金摩擦过程中力学性能、摩擦系数、表面形貌和内部结构变化。结果表明:铝合金抗变形能力随着温度降低而增强,600K下的摩擦系数比83K低7%;随着温度升高,铝合金塑性变形程度增大,形变原子数量增多;在铝合金内部,因变形产生的缺陷原子数量和位错运动范围与温度呈正相关趋势。因此,高温有利于降低铝合金成形摩擦,而低温可以提高铝合金抗变形能力,有利于减少磨损,提高零件成形质量。 展开更多
关键词 摩擦 铝合金 分子动力学 温度 原子尺度
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微量热泳动技术原理及实验条件优化
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作者 郭爽 管祥辰 《分析测试技术与仪器》 CAS 2024年第6期392-398,共7页
微量热泳动(MST)是一种用于检测分子相互作用的新兴生物物理技术,具有样品用量少、检测时间短及适用范围广等优势.然而,实际操作中会存在多种试验条件、因素,如目标分子的荧光标记、样品的质控、样品的浓度选择等,不仅会影响MST的数据质... 微量热泳动(MST)是一种用于检测分子相互作用的新兴生物物理技术,具有样品用量少、检测时间短及适用范围广等优势.然而,实际操作中会存在多种试验条件、因素,如目标分子的荧光标记、样品的质控、样品的浓度选择等,不仅会影响MST的数据质量,还可能导致亲和力测试结果偏离较大的情况.在简述MST技术原理的基础上,梳理了MST试验过程中需要重点注意的影响因素及试验条件.通过合理选择、优化,帮助实验人员获得真实、有效的MST试验数据及亲和力结果. 展开更多
关键词 微量热泳动 分子相互作用 试验条件优化
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Particle Modeling Based on Interatomic Potential and Crystal Structure: A Multi-Scale Simulation of Elastic-Plastic Deformation of Metallic Material
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作者 Ken-Ichi Saitoh Naoya Hanashiro 《World Journal of Nano Science and Engineering》 2021年第3期45-68,共24页
We formulate a macroscopic particle modeling analysis of metallic materials (aluminum and copper, etc.) based on theoretical energy and atomic geome<span>tries derivable from their interatomic potential. In fact... We formulate a macroscopic particle modeling analysis of metallic materials (aluminum and copper, etc.) based on theoretical energy and atomic geome<span>tries derivable from their interatomic potential. In fact, particles in thi</span>s framework are presenting a large mass composed of huge collection of atoms and are interacting with each other. We can start from cohesive energy of metallic atoms and basic crystalline unit (e.g. face-centered cubic). Then, we can reach to interparticle (macroscopic) potential function which is presented by the analytical equation with terms of exponent of inter-particle distance, like a Lennard-Jones potential usually used in molecular dynamics simulation. Equation of motion for these macroscopic particles has dissipative term and fluctuation term, as well as the conservative term above, in order to express finite temperature condition. First, we determine the parameters needed in macroscopic potential function and check the reproduction of mechanical behavior in elastic regime. By using the present framework, we are able to carry out uniaxial loading simulation of aluminum rod. The method can also reproduce Young’s modulus and Poisson’s ratio as elastic behavior, though the result shows the dependency on division number of particles. Then, we proceed to try to include plasticity in this multi-scale framework. As a result, a realistic curve of stress-strain relation can be obtained for tensile and compressive loading and this new and simple framework of materials modeling has been confirmed to have certain effectiveness to be used in materials simulations. We also assess the effect of the order of loadings in opposite directions including yield and plastic states and find that an irreversible behavior depends on different response of the particle system between tensile and compressive loadings. 展开更多
关键词 molecular Dynamics Particle Method ELASTICITY PLASTICITY NANOSTRUCTURE Multi-scale Modeling
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固体力学跨尺度计算若干问题研究 被引量:1
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作者 庄茁 严子铭 +2 位作者 姚凯丽 崔一南 柳占立 《计算力学学报》 CAS CSCD 北大核心 2024年第1期40-46,共7页
本文展示了固体力学领域跨尺度计算的若干问题和研究概况。(1)建立位错动力学与有限元耦合DDD-FEM的计算模型,实现了能够基于纳米尺度离散位错运动机制计算分析连续介质有限变形晶体塑性问题,提出微纳尺度(200 nm~10μm)晶体塑性流动应... 本文展示了固体力学领域跨尺度计算的若干问题和研究概况。(1)建立位错动力学与有限元耦合DDD-FEM的计算模型,实现了能够基于纳米尺度离散位错运动机制计算分析连续介质有限变形晶体塑性问题,提出微纳尺度(200 nm~10μm)晶体塑性流动应力解析公式,结合试验数据揭示了在无应变梯度下强度和变形的尺寸效应;(2)建立具有微相分离结构的纳米尺度粗粒化分子动力学模型CG-MD,计算获得聚脲材料在时域和频域下的存储模量和损耗模量,通过动态加载分析的DMA试验和超声波试验的数据验证,解决了连续介质尺度下微相分离高分子共聚物的设计难题;(3)通过数据驱动关联高分辨率的微米尺度CT影像和临床低分辨率的毫米尺度CT影像的特征值,建立了围关节松质骨小梁的等效模量和结构张量,为骨组织增材制造点阵结构设计和实现个性化骨缺损重建奠定了基础。 展开更多
关键词 计算固体力学 跨尺度 微纳米晶体塑性流动应力 粗粒化分子动力学 数据驱动骨缺损重建
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癸酸咪唑啉季铵盐缓蚀剂对HEDP体系的缓蚀与阻垢性能影响 被引量:1
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作者 温福山 徐渊 刘文亮 《腐蚀与防护》 CAS CSCD 北大核心 2024年第1期26-33,共8页
以癸酸,二乙烯三胺以及氯化苄为原材料反应得到癸酸咪唑啉季铵盐(DI)缓蚀剂。采用失重法、扫描电镜(SEM)以及电化学测试等评价了DI缓蚀剂在1%(质量分数)羟基乙叉二膦酸(HEDP)溶液中对N80钢的缓蚀性能。结果表明:当DI质量浓度为400 mg/L... 以癸酸,二乙烯三胺以及氯化苄为原材料反应得到癸酸咪唑啉季铵盐(DI)缓蚀剂。采用失重法、扫描电镜(SEM)以及电化学测试等评价了DI缓蚀剂在1%(质量分数)羟基乙叉二膦酸(HEDP)溶液中对N80钢的缓蚀性能。结果表明:当DI质量浓度为400 mg/L时,缓蚀率达到74.94%。采用静态沉积法研究了DI对1%HEDP体系中碳酸钙的阻垢性能。结果显示,DI的加入提升了HEDP对碳酸钙垢的阻垢效果。当DI的质量浓度为600 mg/L时,阻垢效率可达93.64%,相较于未加DI时,提高了10%左右。通过分子动力学模拟研究了DI和HEDP在方解石(104)和(102)两个晶面的吸附行为。 展开更多
关键词 癸酸咪唑啉季铵盐 羟基乙叉二膦酸 缓蚀性能 阻垢性能 分子动力学模拟
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耗散粒子动力学模拟细胞在硬基底上的粘附铺展
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作者 冯才懿 王鑫 《天津理工大学学报》 2024年第6期117-122,共6页
生物体内或体外培养的细胞基本都处于粘附状态,在生物体内,组织和器官会受到由细胞与胞外基质、细胞与细胞等相互作用产生的力;在体外,细胞在基底上粘附、迁移和铺展,细胞会受到基底对其力的作用。胞外力学微环境的改变会导致细胞骨架重... 生物体内或体外培养的细胞基本都处于粘附状态,在生物体内,组织和器官会受到由细胞与胞外基质、细胞与细胞等相互作用产生的力;在体外,细胞在基底上粘附、迁移和铺展,细胞会受到基底对其力的作用。胞外力学微环境的改变会导致细胞骨架重构,细胞形态会发生改变,因此定量地分析细胞由悬浮到粘附的过程对于了解粘附细胞的生物学行为具有一定意义。文中借助耗散粒子动力学(dissipative particle dynamics,DPD)的研究方法,通过矩阵实验室(matrix laboratory,MATLAB)建立了一个可以表征大多数真核细胞的细胞模型,通过大规模原子/分子并行器(large-scale atomic/molecular massive parallel simulator,LAMMPS)进行模拟,模拟了细胞由悬浮状态到粘附状态的过程及对于不同粘附力的力学响应,细胞在不同的粘附力作用下发生了机械重塑表现出不同的形态,可以为生物力学和机械生物学的研究提供一定的参考。 展开更多
关键词 耗散粒子动力学 粘附细胞 大规模原子/分子并行器 力学响应 粘附力
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基于数值稳定型神经网络的Villain-Lai-Das Sarma方程的动力学标度行为研究
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作者 宋天舒 夏辉 《物理学报》 SCIE EI CAS CSCD 北大核心 2024年第16期28-35,共8页
Villain-Lai-Das Sarma(VLDS)方程因其能够有效描述分子束外延生长过程而在表面生长动力学等领域中备受关注.然而,长程关联噪声驱动下的VLDS方程的标度结果尚不明确,不同解析近似方法所得的标度结果仍不自洽.在数值模拟方面,由于非线性... Villain-Lai-Das Sarma(VLDS)方程因其能够有效描述分子束外延生长过程而在表面生长动力学等领域中备受关注.然而,长程关联噪声驱动下的VLDS方程的标度结果尚不明确,不同解析近似方法所得的标度结果仍不自洽.在数值模拟方面,由于非线性项的存在,VLDS方程一直存在数值发散的问题.当前主要引入指数衰减技术替换非线性项以缓解数值发散的问题,但是最近研究表明,这种方法会导致所获得的标度指数发生歧变.因此本文基于深度神经网络来表征VLDS方程中的各个确定项,并基于数值稳定型神经网络分别对含长程时间和空间关联噪声的VLDS系统进行有效的数值模拟.结果表明,我们所构建的深度神经网络具有良好的数值计算稳定性和泛化性,可以获得不同关联噪声驱动下的VLDS方程的可靠标度指数.同时,本文还发现长程时间关联噪声驱动的VLDS系统在时间关联指数较大时呈现谷堆状的表面形貌,而空间关联噪声驱动下的表面形貌则仍然呈现自仿射分形结构. 展开更多
关键词 神经网络 分子束外延生长 Villain-Lai-Das Sarma方程 动力学标度
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基于分子动力学的页岩气储层表观渗透率预测模型研究
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作者 曹鑫 《石油化工应用》 CAS 2024年第9期56-60,共5页
页岩气储层表观渗透率的准确预测一直是行业面临的重大挑战,主要由于其复杂的孔隙结构和气体分子在多尺度上的输运行为,传统宏观渗透率模型难以应对这种复杂性。为解决这一问题,本研究融合了微观分子动力学模拟与宏观流体力学理论,提出... 页岩气储层表观渗透率的准确预测一直是行业面临的重大挑战,主要由于其复杂的孔隙结构和气体分子在多尺度上的输运行为,传统宏观渗透率模型难以应对这种复杂性。为解决这一问题,本研究融合了微观分子动力学模拟与宏观流体力学理论,提出了一种多尺度模型。通过分子动力学模拟深入探讨气体分子在纳米孔隙中的扩散、吸附及分子间相互作用,揭示了微观尺度的输运机制。基于模拟得到的气体分子扩散系数、吸附量和平均自由程等关键参数,本研究建立了一个修正的表观渗透率模型,从而更准确地预测气体在实际储层条件下的宏观流动行为。此外,模型通过实验数据验证和校准,确保其准确性与适用性。最终,该模型为页岩气的有效开发和产能评估提供了重要的理论支持,并为复杂孔隙介质中的气体输运研究提供了新的视角。 展开更多
关键词 页岩气开发 多尺度 表观渗透率预测模型 分子动力学模拟
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重金属在环境中的化学形态分析研究进展 被引量:54
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作者 章骅 何品晶 +1 位作者 吕凡 邵立明 《环境化学》 CAS CSCD 北大核心 2011年第1期130-137,共8页
重金属在环境中的形态与迁移转化决定了其污染风险和生物有效性.本文从影响重金属形态的主要环境条件和结合物特性出发,分析了重金属在环境中与有机物、无机矿物质等的交互作用机理,对目前重金属形态分析的主要研究方法(化学提取、电化... 重金属在环境中的形态与迁移转化决定了其污染风险和生物有效性.本文从影响重金属形态的主要环境条件和结合物特性出发,分析了重金属在环境中与有机物、无机矿物质等的交互作用机理,对目前重金属形态分析的主要研究方法(化学提取、电化学、分子尺度仪器检测技术、模型计算等)展开综述与讨论. 展开更多
关键词 重金属 形态 结合 溶液化学平衡计算模型 分子尺度仪器检测技术
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