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Sensitivity of short-range order prediction to machine learning potential formalisms:A case study on NbMoTaW high-entropy alloy
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作者 Dingyi Jin Guo Wei Haidong Wang 《Chinese Physics B》 2025年第9期364-372,共9页
Chemical short-range order(SRO),a phenomenon at the atomic scale resulting from inhomogeneities in the local chemical environment,is usually studied using machine learning force field-based molecular dynamics simulati... Chemical short-range order(SRO),a phenomenon at the atomic scale resulting from inhomogeneities in the local chemical environment,is usually studied using machine learning force field-based molecular dynamics simulations due to the limitations of experimental methods.To promote the reliable application of machine potentials in high-entropy alloy simulations,first,this work uses NEP models trained on two different datasets to predict the SRO coefficients of NbMoTaW.The results show that within the same machine learning framework,there are significant differences in the prediction of SRO coefficients for the Nb-Nb atomic pair.Subsequently,this work predicts the SRO coefficients of NbMoTaW using the NEP model and the SNAP model,both of which are trained on the same dataset.The results reveal significant discrepancies in SRO predictions for like-element pairs(e.g.,Nb-Nb and W-W)between the two potentials,despite the identical training data.The findings of this study indicate that discrepancies in the prediction results of SRO coefficients can arise from either the same machine learning framework trained on different datasets or different learning frameworks trained on the same dataset.This reflects possible incompleteness in the current training set's coverage of local chemical environments at the atomic scale.Future research should establish unified evaluation standards to assess the capability of training sets to accurately describe complex atomic-scale behaviors such as SRO. 展开更多
关键词 multi-principal element alloys short-range order machine-learning potential
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Kernel Optimization on Short-Range Potentials Computations in Molecular Dynamics Simulations
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作者 Xianmeng Wang Jianjiang Li +2 位作者 Jue Wang Xinfu He Ningming Nie 《国际计算机前沿大会会议论文集》 2015年第B12期67-69,共3页
We present multi-threading and SIMD optimizations on short-range potential calculation kernel in Molecular Dynamics.For the multi-threading optimization,we design a partition-and-two-steps(PTS)method to avoid write co... We present multi-threading and SIMD optimizations on short-range potential calculation kernel in Molecular Dynamics.For the multi-threading optimization,we design a partition-and-two-steps(PTS)method to avoid write conflicts caused by using Newton’s third law.Our method eliminates serialization bottle-neck without extra memory.We implement our PTS method using OpenMP.Afterwards,we discuss the influence of the cutoff if statement on the performance of vectorization in MD simulations.We propose a pre-searching neighbors method,which makes about 70%atoms meet the cutoff check,reducing a large amount of redundant calculation.The experiment results prove our PTS method is scalable and efficient.In double precision,our 256-bit SIMD implementation is about 3×faster than the scalar version. 展开更多
关键词 Molecular dynamics EAM SIMD VECTORIZATION OPENMP short-range potential High-performance computing
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Energy Spectrum for a Short-Range 1/r Singular Potential with a Non-Orbital Barrier Using the Asymptotic Iteration Method 被引量:1
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作者 Abdullah J. Sous Abdulaziz D. Alhaidari 《Journal of Applied Mathematics and Physics》 2016年第1期79-85,共7页
Using the asymptotic iteration method, we obtain the S-wave solution for a short-range three-parameter central potential with 1/r singularity and with a non-orbital barrier. To the best of our knowledge, this is the f... Using the asymptotic iteration method, we obtain the S-wave solution for a short-range three-parameter central potential with 1/r singularity and with a non-orbital barrier. To the best of our knowledge, this is the first attempt at calculating the energy spectrum for this potential, which was introduced by H. Bahlouli and A. D. Alhaidari and for which they obtained the “potential parameter spectrum”. Our results are also independently verified using a direct method of diagonalizing the Hamiltonian matrix in the J-matrix basis. 展开更多
关键词 short-range Three-Parameter Central potential Asymptotic Iteration Method potential Parameter Spectrum Method J-Matrix Diagonalizing Method Energy Eigenvalues
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Short-ranged potential effects on the recurrence spectra of lithium M=1 atoms in parallel electric and magnetic fields
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作者 王文鹏 李洪云 +1 位作者 王树宝 林圣路 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第3期801-806,共6页
This paper presents recurrence spectra of highly excited lithium atoms with M = 1 state in parallel electric and magnetic fields at a fixed scaled energy ε = -0.03. Short-ranged potentials including ionic core potent... This paper presents recurrence spectra of highly excited lithium atoms with M = 1 state in parallel electric and magnetic fields at a fixed scaled energy ε = -0.03. Short-ranged potentials including ionic core potential and centrifugal barrier are taken into account. Their effects on the states and photo-absorption spectrum are analysed in detail. This demonstrates that the geometric features of classical orbits are of special importance for modulations of the spectral pattern. Thus the weak polarization as well as the reduction of correlation of electrons induced by short-ranged potentials give rise to the recurrence spectra of lithium M = 1 atoms more compact than that of the M = 0 one, which is in good agreement with the experimental prediction. 展开更多
关键词 closed-orbit theory recurrence spectra short-ranged potential centrifugal barrier
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Unbiased Fuzzy Global Optimization of Morse Clusters with Short-Range Potential for N≤400
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作者 Liping Chen Linjun Wang 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2021年第6期896-904,I0004,I0005,I0094-I0157,共75页
Global optimization of Morse clusters with shortrange potential is a great challenge.Here,we apply our recently developed unbiased fuzzy global optimization method to systematically study Morse clusters with the poten... Global optimization of Morse clusters with shortrange potential is a great challenge.Here,we apply our recently developed unbiased fuzzy global optimization method to systematically study Morse clusters with the potential rangeρ=14 and the number of atoms N up to 400.All the putative global minima reported in the literature have been successfully reproduced with relatively high success ratios.Compared to the available results for N≤240 and several larger Morse clusters,new global minima(and local minima)with lower energies have been found out for N=164,175,188,193,194,197,239,246,260,318,and 389.Clusters with magic numbers are figured out through fitting the size-dependent global minimum energies.The cluster structures tend to be close-packed for short-range potential with large N. 展开更多
关键词 Unbiased fuzzy global optimization Morse clusters short-range potential
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Multilevel B-Spline Repulsive Energy in Nanomodeling of Graphenes
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作者 Maharavo Randrianarivony 《Journal of Surface Engineered Materials and Advanced Technology》 2014年第2期75-86,共12页
Quantum energies which are used in applications are usually composed of repulsive and attractive terms. The objective of this study is to use an accurate and efficient fitting of the repulsive energy instead of using ... Quantum energies which are used in applications are usually composed of repulsive and attractive terms. The objective of this study is to use an accurate and efficient fitting of the repulsive energy instead of using standard parametrizations. The investigation is based on Density Functional Theory and Tight Binding simulations. Our objective is not only to capture the values of the repulsive terms but also to efficiently reproduce the elastic properties and the forces. The elasticity values determine the rigidity of a material when some traction or load is applied on it. The pair-potential is based on an exponential term corrected by B-spline terms. In order to accelerate the computations, one uses a hierarchical optimization for the B-splines on different levels. Carbon graphenes constitute the configurations used in the simulations. We report on some results to show the efficiency of the B-splines on different levels. 展开更多
关键词 repulsive potential B-SPLINE FORCE ELASTIC STRESS HIERARCHY
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Erratum to “Multilevel B-Spline Repulsive Energy in Nanomodeling of Graphenes” [Journal of Surface Engineered Materials and Advanced Technology Vol. 4 No. 2 (April 2014) 75-86]
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作者 Maharavo Randrianarivony 《Journal of Surface Engineered Materials and Advanced Technology》 2015年第2期84-84,共1页
Quantum energies which are used in applications are usually composed of repulsive and attractive terms. The objective of this study is to use an accurate and efficient fitting of the repulsive energy instead of using ... Quantum energies which are used in applications are usually composed of repulsive and attractive terms. The objective of this study is to use an accurate and efficient fitting of the repulsive energy instead of using standard parametrizations. The investigation is based on Density Functional Theory and Tight Binding simulations. Our objective is not only to capture the values of the repulsive terms but also to efficiently reproduce the elastic properties and the forces. The elasticity values determine the rigidity of a material when some traction or load is applied on it. The pair-potential is based on an exponential term corrected by B-spline terms. In order to accelerate the computations, one uses a hierarchical optimization for the B-splines on different levels. Carbon graphenes constitute the configurations used in the simulations. We report on some results to show the efficiency of the B-splines on different levels. 展开更多
关键词 repulsive potential B-SPLINE Force ELASTIC stress HIERARCHY
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Focal Points at Infinity for Short-Range Scattering Trajectories
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作者 HOHBERGER Horst KLEIN Markus 《Journal of Shanghai Jiaotong university(Science)》 EI 2018年第1期146-157,共12页
Classical scattering trajectories are known to form a Lagrangian manifold in euclidean phase space,which allows the classification of local focal points for sufficiently small dimensions. For the case of a short-range... Classical scattering trajectories are known to form a Lagrangian manifold in euclidean phase space,which allows the classification of local focal points for sufficiently small dimensions. For the case of a short-range potential, we show that the natural description of focal points at infinity is a Lagrangian manifold in the cotangent bundle of the sphere and establish the relationship between focal points at infinity and the projection singularities of that manifold. 展开更多
关键词 Lagrangian manifold classical scattering theory short-range potential
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Spherical quantum dot described by a scalar exponential potential under the influence of a linear electric field
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作者 K Bakke 《Communications in Theoretical Physics》 2025年第2期170-173,共4页
We study the confinement of a spinless charged particle to a spherical quantum dot under the influence of a linear electric field.The spherical quantum dot is described by a short-range potential given by the power-ex... We study the confinement of a spinless charged particle to a spherical quantum dot under the influence of a linear electric field.The spherical quantum dot is described by a short-range potential given by the power-exponential potential.Then,by analysing the region near the spherical quantum dot centre,we discuss two cases where the energy levels can be obtained for s-waves and how the linear electric field modifies the spectrum of energy of the spherical quantum dot. 展开更多
关键词 spherical quantum dot power-exponential potential short-range potential linear electric field
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基于融合RRT算法和人工势场法的深海采矿车路径规划研究
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作者 崔乔宇 彭赛锋 +1 位作者 郑皓 王蕊 《矿冶工程》 北大核心 2026年第1期7-16,共10页
针对深海采矿车全局路径规划问题,提出融合快速扩展随机树(RRT)与人工势场法(APF)的改进算法。基于采矿车运动学模型,通过目标偏向策略优化RRT采样机制,引入自适应斥力系数改进势场函数,提升避障性能与目标可达性;并在两种不同工况下进... 针对深海采矿车全局路径规划问题,提出融合快速扩展随机树(RRT)与人工势场法(APF)的改进算法。基于采矿车运动学模型,通过目标偏向策略优化RRT采样机制,引入自适应斥力系数改进势场函数,提升避障性能与目标可达性;并在两种不同工况下进行仿真验证。结果表明,工况1(复杂环境)中,RRT^(*)-APF改进算法较RRT^(*)算法搜索时间缩短73.1%、扩展节点数减少50.7%,路径长度从1542.35 m缩短至1486.16 m,更适用于复杂环境;工况2(简单环境)中,RRT-APF改进算法较传统RRT算法搜索时间缩短67.4%、扩展节点数减少52.6%,路径长度从973.58 m缩短至910.27 m,更适用于简单环境。 展开更多
关键词 深海采矿 采矿车 路径规划 快速扩展随机树 人工势场法 斥力系数 避障
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基于改进人工势场法的无人船路径规划
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作者 孙岩林 齐向东 +2 位作者 熊攀 赵正阳 秦钜灏 《舰船科学技术》 北大核心 2026年第4期179-184,共6页
本文针对传统人工势场法在无人船向目标点移动过程中,由于障碍物斥力与目标点引力相平衡而导致局部极小值现象,以及目标点可能处于障碍物斥力影响范围从而无法到达的问题,提出基于粒子群优化算法的人工势场法。首先,将无人船与目标点之... 本文针对传统人工势场法在无人船向目标点移动过程中,由于障碍物斥力与目标点引力相平衡而导致局部极小值现象,以及目标点可能处于障碍物斥力影响范围从而无法到达的问题,提出基于粒子群优化算法的人工势场法。首先,将无人船与目标点之间的直线距离引入斥力函数中,解决目标点不可达问题;随后,在局部极小值区域的特定范围内利用粒子群优化算法生成若干粒子,并基于评价函数确定最优虚拟目标点,此虚拟目标点可引导无人船脱离局部极小值区域。仿真实验结果表明,改进后的算法能够成功使无人船摆脱局部极小值陷阱并顺利到达目标点,且整体路径平滑度有所提高,用时较短,提升了在复杂环境下的鲁棒性。 展开更多
关键词 人工势场法 路径规划 局部极小值 斥力势场 避障 粒子群优化算法
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基于改进APF的机器人路径规划 被引量:2
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作者 时旭光 王挺 邵士亮 《组合机床与自动化加工技术》 北大核心 2025年第2期12-16,21,共6页
为了解决传统人工势场算法中存在的局部最小值、目标不可达以及路径震荡的问题,分别对这几个问题产生的原因进行了分析,并提出了对应的解决方案。首先,新增障碍物相对速度势场斥力,解决局部最小值问题;其次,引入静态斥力势场的作用范围... 为了解决传统人工势场算法中存在的局部最小值、目标不可达以及路径震荡的问题,分别对这几个问题产生的原因进行了分析,并提出了对应的解决方案。首先,新增障碍物相对速度势场斥力,解决局部最小值问题;其次,引入静态斥力势场的作用范围因子,动态调整目标点附近斥力势场的作用范围,解决目标点不可达的问题;最后,引入多级斥力作用范围策略以及牛顿运动力学,成功解决了机器人在狭窄空间中路径震荡的问题。仿真以及实验结果表明,该算法在能够在复杂环境中规划出有效的平滑路径。 展开更多
关键词 人工势场 路径规划 相对速度斥力势场 多级斥力作用范围
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斥力场引导RRT算法的机械臂路径规划 被引量:3
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作者 黄上章 宋爱国 +1 位作者 缪天缘 张玉波 《中国测试》 北大核心 2025年第1期126-132,共7页
针对现有的快速搜索随机树(RRT)及其改进算法在机械臂路径规划中存在的效率不足、无法快速绕开障碍空间以及路径冗余等问题,提出一种基于斥力场引导的改进RRT-Connect算法的机械臂路径规划,以下称改进RRTConnect(improved RRT-Connect)... 针对现有的快速搜索随机树(RRT)及其改进算法在机械臂路径规划中存在的效率不足、无法快速绕开障碍空间以及路径冗余等问题,提出一种基于斥力场引导的改进RRT-Connect算法的机械臂路径规划,以下称改进RRTConnect(improved RRT-Connect)。首先对已知环境构建栅格化地图及其斥力势场;其次利用改进RRT-Connect以及臂形约束进行路径规划;最后通过逆运动学以及插值算法得到关节空间路径点,伺服控制机械臂运动。将所提算法进行仿真与实际操作实验验证,结果表明:基于斥力场引导的改进RRT-Connect算法的机械臂路径规划可以绕开高效障碍空间,消融实验表明减少规划路径点17.24%以上、提高规划效率,较RRT减少规划时间99.71%、以及减少路径冗余,保留10.59%以下,验证了算法的可行性。 展开更多
关键词 快速搜索随机树 机械臂 路径规划 斥力势场
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多智能体编队中人工势场法的改进研究
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作者 何兴 柏艳红 《现代电子技术》 北大核心 2025年第17期181-186,共6页
针对传统人工势场法易陷入局部最小值的问题,依据破坏智能体在非目标点时的平衡状态的思路,提出斥力衰减权重的人工势场改进算法。该算法为智能体在探测范围内遇到的障碍物分配权重,并将此权重应用到障碍物对智能体的斥力计算中,权重随... 针对传统人工势场法易陷入局部最小值的问题,依据破坏智能体在非目标点时的平衡状态的思路,提出斥力衰减权重的人工势场改进算法。该算法为智能体在探测范围内遇到的障碍物分配权重,并将此权重应用到障碍物对智能体的斥力计算中,权重随着智能体的运动而衰减,确保智能体在目标点之前避免产生合力相等的情况,从而走出局部极小值点。仿真实验结果表明,与传统人工势场法及其他解决局部最小问题的随机扰动法和边缘行走法相比,所提算法解决了局部最小值问题,在收敛速度、稳定性和能耗方面均有显著改善。 展开更多
关键词 人工势场法 多智能体编队 局部最小值 衰减权重 斥力计算 权重分配
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改进势场法在无人机编队三维路径规划上的应用研究
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作者 许海涛 陈龙胜 王宇翔 《航空工程进展》 2025年第4期100-109,共10页
无人机编队在与现实复杂环境交互时,合理地进行路径规划非常重要。人工势场法在引导无人机进行三维路径规划时存在目标点不可达和局部最小值的缺陷。针对该问题,通过改进传统人工势场法的斥力计算公式来解决目标点不可达问题,并对局部... 无人机编队在与现实复杂环境交互时,合理地进行路径规划非常重要。人工势场法在引导无人机进行三维路径规划时存在目标点不可达和局部最小值的缺陷。针对该问题,通过改进传统人工势场法的斥力计算公式来解决目标点不可达问题,并对局部最值进行分类;针对不同类型的局部平衡点采用不同的斥力计算方法,有效地解决了传统人工势场法易陷入局部最小值的问题;结合领航跟随法将改进后的人工势场法应用于多无人机编队的路径规划问题。结果表明:基于改进人工势场法的多无人机编队三维路径规划算法在静态环境下可有效地解决多无人机编队飞行的路径规划问题。 展开更多
关键词 无人机编队 路径规划 人工势场法 领航跟随法 改进斥力函数
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Revealing atomic strengthening mechanism in CoNiV medium-entropy alloy via machine learning-guided simulations
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作者 Wenyue Li Xiongjun Liu +10 位作者 Leqing Liu Qing Du Deye Lin Xin Chen Dong He Shudao Wang Yuan Wu Hui Wang Suihe Jiang Xiaobin Zhang Zhaoping Lu 《Journal of Materials Science & Technology》 2025年第35期66-77,共12页
High/medium entropy alloys(H/MEAs)have shown unique strengthening behavior and mechanical prop-erties because of the presence of massive local chemical orderings.Nevertheless,dynamic interactions between chemical shor... High/medium entropy alloys(H/MEAs)have shown unique strengthening behavior and mechanical prop-erties because of the presence of massive local chemical orderings.Nevertheless,dynamic interactions between chemical short-range orders(CSROs)and dislocations,and the underlying atomic strengthening mechanism remain elusive.In this work,we first developed a novel machine learning-embedded atom method(ML-EAM)potential of the CoNiV system,trained on a comprehensive first-principles dataset,which enables accurate and efficient modeling of CSRO formation and dislocation dynamics.Then,we in-vestigated the strengthening mechanisms of CSROs in CoNiV MEA through machine learning-augmented molecular dynamics(MD)simulations.Hybrid MD/Monte Carlo simulations reveal that CSRO domains possess an L1_(2)(NiCo)_(3) V structure,whose size increases with lowering annealing temperatures.These domains significantly enhance strength by impeding dislocation motion through complex energy path-ways,increasing depinning forces,and reducing mobility.Moreover,the MD simulations combined with theoretical analysis elucidate the competition between CSRO-assisted strengthening(via antiphase bound-ary formation)and solid solution weakening(via reduced atomic misfit volume).Phonon-drag effects are also amplified by CSROs,further resisting dislocation glide.Our results demonstrate that L1_(2)-CSROs strengthen CoNiV MEA primarily through antiphase boundary and phonon-drag contributions,providing new insights for designing high-performance multi-principal-element alloys via tailoring CSROs. 展开更多
关键词 CoNiV medium-entropy alloy Chemical short-range order Dislocation motion Lattice distortion Machine-learning potential
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人工势场算法下复杂水域船舶海上交通规划方法
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作者 陈留远 许江涛 +1 位作者 王举 郑炎伟 《舰船科学技术》 北大核心 2025年第6期162-166,共5页
针对复杂水域中船舶频繁遭遇的动态与静态障碍物问题,本文提出人工势场算法下复杂水域船舶海上交通规划方法。运用实时采集的海上环境信息,构建船舶交通人工势场模型,通过模型中障碍物与目标点的斥力与引力,获得二者的合力,引导船舶躲... 针对复杂水域中船舶频繁遭遇的动态与静态障碍物问题,本文提出人工势场算法下复杂水域船舶海上交通规划方法。运用实时采集的海上环境信息,构建船舶交通人工势场模型,通过模型中障碍物与目标点的斥力与引力,获得二者的合力,引导船舶躲避障碍物并向目标点航行;向障碍物斥力函数中引入目标距离参数,限制障碍物斥力,解决复杂障碍物下船舶无法抵达目标点问题;增设虚拟目标点,避免复杂水域下船舶规划陷入局部最优状态,得到全局最优规划路径。结果表明,该方法可实现不同复杂水域下船舶最优交通路径规划,准确避障的同时,降低船舶航行时间步长,保证船舶安全高效航行。 展开更多
关键词 人工势场算法 复杂水域 船舶海上交通 障碍物 斥力函数 虚拟目标点
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Inverse Scattering for a Schr■dinger Operator with a Repulsive Potential
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作者 Francois NICOLEAU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2006年第5期1485-1492,共8页
We consider a pair of Hamiltonians (H, H0) on L2(R^n), where H0=p^2 -x^2 is a SchrSdinger operator with a repulsive potential, and H = H0+V(x). We show that, under suitable assumptions on the decay of the elect... We consider a pair of Hamiltonians (H, H0) on L2(R^n), where H0=p^2 -x^2 is a SchrSdinger operator with a repulsive potential, and H = H0+V(x). We show that, under suitable assumptions on the decay of the electric potential, V is uniquely determined by the high energy limit of the scattering operator. 展开更多
关键词 Inverse scattering repulsive potential
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Programmable repulsive potential for tight-binding from Chen-Möbius inversion theorem
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作者 Jian-Gao Li Jin-Kun Tang +2 位作者 Hong-Quan Song Gotthard Seifert Dong-Bo Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第1期71-83,共13页
An accurate total energy calculation is essential in materials computation.To date,many tight-binding(TB)approaches based on parameterized hopping can produce electronic structures comparable to those obtained using f... An accurate total energy calculation is essential in materials computation.To date,many tight-binding(TB)approaches based on parameterized hopping can produce electronic structures comparable to those obtained using first-principles calculations.However,TB approaches still have limited applicability for determining material properties derived from the total energy.That is,the predictive power of the TB total energy is impaired by an inaccurate evaluation of the repulsive energy.The complexity associated with the parametrization of TB repulsive potentials is the weak link in this evaluation.In this study,we propose a new method for obtaining the pairwise TB repulsive potential for crystalline materials by employing the Chen-Möbius inversion theorem.We show that the TB-based phonon dispersions,calculated using the resulting repulsive potential,compare well with those obtained by first-principles calculations for various systems,including covalent and ionic bulk materials and twodimensional materials.The present approach only requires the first-principles total energy and TB electronic band energy as input and does not involve any parameters.This striking feature enables us to generate repulsive potentials programmatically. 展开更多
关键词 tight binding first-principles calculation total energy repulsive potential phonon dispersion
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聚羧酸系减水剂在石膏颗粒表面的吸附特性及其吸附-分散机理 被引量:34
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作者 彭家惠 瞿金东 +2 位作者 张建新 陈明凤 吴彻平 《四川大学学报(工程科学版)》 EI CAS CSCD 北大核心 2008年第1期91-95,共5页
采用紫外吸收光谱分析、微电泳仪、光电子能谱分析技术研究聚羧酸系减水剂(Polycarboxylate-type super-plasticizer,PCS)在石膏表面的吸附特性、表面电化学性能及其对石膏浆体流动度经时性的影响。结果表明,石膏表面钙元素2p电子结合... 采用紫外吸收光谱分析、微电泳仪、光电子能谱分析技术研究聚羧酸系减水剂(Polycarboxylate-type super-plasticizer,PCS)在石膏表面的吸附特性、表面电化学性能及其对石膏浆体流动度经时性的影响。结果表明,石膏表面钙元素2p电子结合能发生了明显的化学位移,PCS在石膏颗粒表面为化学吸附,其吸附等温线基本符合Lang-muir等温方程,吸附热20.85 kJ/mol,吸附层厚度7.5 nm;聚羧酸为梳状吸附,吸附量较小,静电斥力效应较弱,其分散作用主要来自于吸附层空间位阻效应。空间位阻效应产生的分散性受石膏水化作用的影响较小,因而具有良好的分散稳定性。 展开更多
关键词 石膏 减水剂 吸附 Ζ电位 空间位阻效应 静电斥力效应
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