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多主体博弈视角下供应链网络幂律分布研究——以中国新能源汽车零部件行业为例
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作者 钱晓东 王中钰 《科技管理研究》 CSSCI 2024年第16期182-192,共11页
为了探究供应链网络中幂律分布演化趋势的规律,针对演化博弈理论在幂律分布的突变现象和平稳分布方面研究的不足,在选择-漂移动力学模型的基础上对突变效用矩阵和节点策略选择概率的变化进行改进分析;通过得到的效用矩阵优化值和行为策... 为了探究供应链网络中幂律分布演化趋势的规律,针对演化博弈理论在幂律分布的突变现象和平稳分布方面研究的不足,在选择-漂移动力学模型的基础上对突变效用矩阵和节点策略选择概率的变化进行改进分析;通过得到的效用矩阵优化值和行为策略转变概率,结合中国知网提供的新能源汽车零部件数据进行实验仿真,以2018年至2021年数据集为主要研究目标,分析在改进选择-漂移动力学模型的作用下供应链网络的幂律分布特征的变化情况。结果表明:不同的行为策略占比会影响网络幂律分布的演化趋势;存在一个最佳调节参数使得网络在演化过程中避免幂律分布的相变现象发生,并使网络的分布更加平稳。 展开更多
关键词 幂律分布 演化博弈 选择-漂移动力学 多AGENT模型
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双振动体惯性往复反共振振动筛的动力学分析 被引量:1
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作者 方守艳 胡继云 孙庆春 《河南工业大学学报(自然科学版)》 CAS 北大核心 2013年第6期56-59,共4页
基于反共振理论,设计出一种新型的惯性往复振动筛即双振动体惯性往复反共振振动筛.建立简化力学模型,求出系统的稳态响应并进行动力学分析,确定对系统振动特性有重大影响的动力学参数以及验证了反共振理论在设计中应用的可行性.
关键词 双振动体惯性往复反共振振动筛 反共振理论 动力学分析 动力学参数选择
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ZBAF处理高氨氮废水的亚硝酸盐积累研究 被引量:3
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作者 乔启成 杨燕舞 +2 位作者 王立章 王哲晓 李多松 《河北建筑科技学院学报》 2006年第2期79-82,共4页
利用自主开发的ZBAF(沸石填料曝气生物滤池)试验系统,针对低有机质高浓度氨氮废水的特殊水质,实现了在进水氨氮浓度为210mg/L时,去除达93.4%的情况下,亚硝酸盐积累率高达89.5%。考察了试验运行条件对亚硝酸盐积累的影响,结果表明滤料层... 利用自主开发的ZBAF(沸石填料曝气生物滤池)试验系统,针对低有机质高浓度氨氮废水的特殊水质,实现了在进水氨氮浓度为210mg/L时,去除达93.4%的情况下,亚硝酸盐积累率高达89.5%。考察了试验运行条件对亚硝酸盐积累的影响,结果表明滤料层高度、水力负荷、反冲洗以及温度等因素都导致了亚硝盐的积累。依据Monod增长动力学模式,初步提出了系统中亚硝化控制的动力学选择机理。 展开更多
关键词 亚硝化 高浓度氨氮废水 沸石 曝气生物滤池 动力学选择
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Effect of silicon on phase selection of ternary compounds during solidification of ZA84 magnesium alloy 被引量:2
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作者 张春香 关绍康 +2 位作者 刘涛 李少华 刘忠侠 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2011年第1期52-57,共6页
Effect of silicon on the phase selection between τ phase(Mg32(Al,Zn)49) and φ phase(Al2Mg5Zn2) in ZA84(Mg-8Zn-4Al-0.3Mn) magnesium alloy produced by steel mold cast was studied using X-ray diffractometer,sca... Effect of silicon on the phase selection between τ phase(Mg32(Al,Zn)49) and φ phase(Al2Mg5Zn2) in ZA84(Mg-8Zn-4Al-0.3Mn) magnesium alloy produced by steel mold cast was studied using X-ray diffractometer,scanning electron microscope and differential scanning calorimeter.The results show that with increasing Si addition in ZA84 alloy,the liquidus temperatures of the alloys and the solidification temperature ranges decrease.The ternary compound in ZA84 alloy is mainly τ phase and a little φ phase.When adding Si to ZA84 alloy,the preferential precipitation sequence of the ternary compounds changes,φ phase preferentially forms,whereas τ phase is suppressed.The solidification kinetics study of phase selection indicates that there is a critical degree of undercooling of the melt.If the undercooling exceeds the critical degree,τ phase preferentially forms while φ phase is suppressed;otherwise,φ phase preferentially forms while τ phase is suppressed. 展开更多
关键词 ZA84 alloy SILICON phase selection solidification kinetics
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Nash平衡策略的进化稳定性
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作者 张涛 陈再红 《常熟理工学院学报》 2009年第10期23-25,56,共4页
为了寻求策略在动力学下的进化稳定性,克服中性稳定策略的一些缺陷,证明了一类特殊的Nash平衡策略在保号选择动力学下的进化稳定性,并且用一个实例说明了这一类策略不同于中性稳定策略而具有很好的进化性质.
关键词 Nash平衡策略 保号选择动力学 Lyapunov稳定 中性稳定策略
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多群体模型下策略集的进化稳定
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作者 张涛 《五邑大学学报(自然科学版)》 CAS 2010年第1期64-67,共4页
为了寻求策略在动力学下的进化稳定性,克服严格纳什均衡的缺陷,定义了一个纯策略弱优回应映射,得到了任意保号选择动力学,若面在纯策略弱优回应映射下是闭的,则它是渐进稳定的.
关键词 纯策略弱优回应映射 保号选择动力学 渐进稳定
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Adsorption Kinetics of Pb^(2+) and Cu^(2+) on Variable Charge Soils and Minerals:Ⅰ.Technique 被引量:2
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作者 HU GUO-SONGInstitute of Soil Science, Academia Sinica, P. O. Box 821, Nanjing 210008 (China) 《Pedosphere》 SCIE CAS CSCD 1993年第1期57-66,共10页
A new technique for studying the adsorption kinetics of heavy metals,Pb^2+ and Cu^2+,on variable charge surfaces was established with two selective electrodes and microcomputer control system.Feasibility of the techni... A new technique for studying the adsorption kinetics of heavy metals,Pb^2+ and Cu^2+,on variable charge surfaces was established with two selective electrodes and microcomputer control system.Feasibility of the technique,including interference of other ions (mainly Fe^3+ and Al^3+),response time of electrodes,and the pH range of testing,was studied.Comparision with the most widely used miscible displacement technique,which was considered insufficient in studying 30-minute rapid reactions,at present time showed that the new technique was more advantageous in testing in situ,easy to operate,and economic. 展开更多
关键词 CU2+ kinetics PB2+ two-ion-selective-electrode technique variable charge soils
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Superselective Adsorption of Multivalent Polymer Chains to a Surface with Receptors
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作者 黄浩智 陈宇浩 +1 位作者 昱万程 罗开富 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2016年第5期564-570,I0001,共8页
Multivalent polymer chains exhibit excellent prospect in biomedical applications by serving as therapeutic agents. Using three-dimensional (3D) Langevin dynamics simulations, we investigate adsorption behaviors of m... Multivalent polymer chains exhibit excellent prospect in biomedical applications by serving as therapeutic agents. Using three-dimensional (3D) Langevin dynamics simulations, we investigate adsorption behaviors of multivalent polymer chains to a surface with receptors. Multivalent polymer chains display superselective adsorption. Furthermore, the range of density of surface receptors at which a multivalent polymer chain displays a superselective behavior, narrows down for chains with higher density of ligands. Meanwhile, the optimal density of surface receptors where the highest superselectivity is achieved, decreases with increasing the density of ligands. Then, the conformational properties of bound multivalent chains are studied systematically. Interestingly, we find that the equilibrium radius of gyration Rg and its horizontal component have a maximum as a function of the density of surface receptors. The scaling exponents of Rg with the length of chain suggest that with increasing the density of surface receptors., the conformations of a bound multivalent polymer chain first fall in between those of a two-dimensional (2D) and a 3D chain, while it is slightly collapsed subsequently. 展开更多
关键词 Multivalent polymers Langevin dynamics simulations Superselective adsorption
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Oxidation of Pyridine Bases by Hydrogen Peroxide 被引量:1
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作者 Ali-zadeh Nahmad Islam Nagieva Inara Tofik +2 位作者 Babaeva Badam Tofik Magerramov Abel Mamedali Nagiev Tofik Murtuza 《Journal of Chemistry and Chemical Engineering》 2011年第1期82-88,共7页
The interfering kinetics of the coherent synchronous reactions of hydrogen peroxide decomposition and the oxidation of pyridine derivatives have been studied experimentally. The regions of the selective oxidation of t... The interfering kinetics of the coherent synchronous reactions of hydrogen peroxide decomposition and the oxidation of pyridine derivatives have been studied experimentally. The regions of the selective oxidation of the pyridine derivatives have been found, and the optimal conditions for the production of4-vynilpyridine, 4-vynilpyridine N-monoxide, 2, 2-dipyridyl, and pyridine have been determined. The most probable synchronization mechanism is suggested for hydrogen peroxide decomposition and the free-radical chain oxidation of pyridine derivatives. The HO2 -radical plays the key role in this mechanism. The activation energies are calculated for the elementary steps of 4-ethylpyridine dehydrogenation. 展开更多
关键词 Free radical coherent synchronized CONJUGATION N-monooxidation determinant.
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Kinetics of leaching lithium from lepidolite using mixture of hydrofluoric and sulfuric acid 被引量:15
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作者 WANG Hai-dong ZHOU An-an +2 位作者 GUO Hui LÜMeng-hua YU Hai-zhao 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第1期27-36,共10页
The fluorine-based chemical method shows great potential in leaching lithium(Li) from lepidolite. Leaching kinetics of Li in a mixture of sulfuric acid and hydrofluoric acid, which is a typical lixivant for the fluori... The fluorine-based chemical method shows great potential in leaching lithium(Li) from lepidolite. Leaching kinetics of Li in a mixture of sulfuric acid and hydrofluoric acid, which is a typical lixivant for the fluorine-based chemical method, was carried out under crucial factors such as different HF/ore ratios(1:1-3:1 g/mL) and leaching temperatures(50-85℃). The kinetics data fit well with the developed shrinking-core model, indicating that the leaching rate of Li was controlled by the chemical reaction and inner diffusion at the beginning of leaching(0-30 min) as a calculated apparent activation energy(Ea) of 20.62 kJ/mol. The inner diffusion became the rate-limiting step as the leaching continues(60-180 min). Moreover, effects of HF/ore ratio and leaching temperature on selective leaching behavior of Li, Al and Si were discussed. 90% of fluorine mainly existed as HF/F-in leaching solution, which can provide theoretical guidance for further removal or recovery of F. 展开更多
关键词 LEPIDOLITE lithium extraction fluorine-based chemical method hydrofluoric acid selective leaching leaching kinetics
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Graphdiyne as Hydrogen Purification Membrane
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作者 赵文辉 袁岚峰 杨金龙 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2012年第4期434-440,I0003,I0004,共9页
The permselectivity of H2/O2, H2/N2, H2/CO, and H2/CH4 mixtures passing a graphdiyne membrane is studied by molecular dynamics simulations. At pressure range of 0.047-4.5 GPa, H2 can pass the graphdiyen membrane quick... The permselectivity of H2/O2, H2/N2, H2/CO, and H2/CH4 mixtures passing a graphdiyne membrane is studied by molecular dynamics simulations. At pressure range of 0.047-4.5 GPa, H2 can pass the graphdiyen membrane quickly, while all the O2, N2, CO, and CH4 molecules are blocked. At pressure of 47 kPa, the hydrogen flow is 7 mol/m^2s. With increase of pressure, the hydrogen flow goes up, and reaches maximum of 6×10^5 mol/m^2s at 1.5 GPa. Compared to other known membranes, graphdiyne can be used for means of hydrogen purification with the best balance of high selectivity and high permeance. 展开更多
关键词 Graphdiyne Hydrogen purification PERMSELECTIVITY Molecular dynamics simulation
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A new improved Alopex-based evolutionary algorithm and its application to parameter estimation 被引量:1
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作者 桑志祥 李绍军 董跃华 《Journal of Central South University》 SCIE EI CAS 2013年第1期123-133,共11页
In this work, focusing on the demerit of AEA (Alopex-based evolutionary algorithm) algorithm, an improved AEA algorithm (AEA-C) which was fused AEA with clonal selection algorithm was proposed. Considering the irratio... In this work, focusing on the demerit of AEA (Alopex-based evolutionary algorithm) algorithm, an improved AEA algorithm (AEA-C) which was fused AEA with clonal selection algorithm was proposed. Considering the irrationality of the method that generated candidate solutions at each iteration of AEA, clonal selection algorithm could be applied to improve the method. The performance of the proposed new algorithm was studied by using 22 benchmark functions and was compared with original AEA given the same conditions. The experimental results show that the AEA-C clearly outperforms the original AEA for almost all the 22 benchmark functions with 10, 30, 50 dimensions in success rates, solution quality and stability. Furthermore, AEA-C was applied to estimate 6 kinetics parameters of the fermentation dynamics models. The standard deviation of the objective function calculated by the AEA-C is 41.46 and is far less than that of other literatures' results, and the fitting curves obtained by AEA-C are more in line with the actual fermentation process curves. 展开更多
关键词 ALOPEX evolutionary algorithm Alopex-based evolutionary algorithm clone selection parameter estimation
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Kinetic Characteristics of Nitrate Uptake by Wheat and Rape and Their Determination 被引量:2
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作者 ZHANGLI-GAN XUANJIA-XIANG 《Pedosphere》 SCIE CAS CSCD 1993年第2期127-132,共6页
15-day old seedlings of wheat and rape were grown in a series of solutions with different concentrations of KNO3 for a definite period of time. The changes in NO3- concentration of the solutions were determined by the... 15-day old seedlings of wheat and rape were grown in a series of solutions with different concentrations of KNO3 for a definite period of time. The changes in NO3- concentration of the solutions were determined by the double ion-selective electrode method, and then the amount of NO3- taken up by the plants was estimated and values of Km and Imax of the Michealis-Menten equation were calculated. Results show that both the method and conditions of determination affected the values of Km and Imax. For example, the Km value was appreciably reduced when the volume of culture solution was increased or when the duration of nutrient uptake was shortened; the Km value obtained with short-term depletion method was higher than that obtained with long-term one. Similar Variations were found for the values of Imax. There was a considerable difference in the characteristics of uptake kinetics between wheat and rape when determined under the same conditions of determination. The isotherm of NO3- uptake by wheat could be separated into saturated and unsaturated parts, and when the concentration of NO3- exceeded 180 uuuuuuuuuuuuM, the relationship between the rate of NO3- uptake and NO3- concentration tended to be linear. However, the isotherm of NO3- uptake by rape was found to fit the Michealis-Menten equation and no linear relationship could be found. 展开更多
关键词 double ion-selective electrode method kinetic parameter NITRATE
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Effect of surface dissolution on kinetic parameters in flotation of ilmenite from different gangue minerals 被引量:10
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作者 Omid SALMANI NURI Mehdi IRANNAJAD Akbar MEHDILO 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2019年第12期2615-2626,共12页
The effects of acid surface dissolution on the flotation kinetics of ilmenite(IL)and its common accompanied gangue minerals including olivine-pyroxene(Ol-Px),tremolite-clinochlore(Tr-Cch)and quartz were investigated.T... The effects of acid surface dissolution on the flotation kinetics of ilmenite(IL)and its common accompanied gangue minerals including olivine-pyroxene(Ol-Px),tremolite-clinochlore(Tr-Cch)and quartz were investigated.The results show that through the surface dissolution the adsorption rate constant for ilmenite increases from 5.272 to 8.441 mol/(g·min)while it decreases for Ol-Px,Tr-Cch and quartz from 6.332,7.309 and 7.774 mol/(g·min)to 5.034,6.223 and 7.371 mol/(g·min),respectively.Also,the flotation experiments on a binary mixture of minerals indicate that after surface dissolution the values of modified rate constant for ilmenite flotation from Ol-Px,Tr-Cch and quartz are enhanced from 36.15,36.52 and 47.86 min-1 to 41.72,45.78 and 56.24 min-1,respectively.This results in the improvement of kinetic selectivity index(SI)in the separation of treated ilmenite from gangue minerals.As evidenced by ICP-MS analysis,the decrease of kinetic parameters for gangue minerals can be due to the removal of Fe^2+,Ca^2+and Mg^2+ions from their surfaces,which results in the lack of enough active sites to interact with collector species.As confirmed by contact angle measurements,this prevents the formation of a stable hydrophobic layer on the minerals surfaces for creating stable attachments between minerals and bubbles.Generally,the improvement of ilmenite flotation kinetics has a negative correlation with the iron content in its accompanied gangue minerals. 展开更多
关键词 surface dissolution FLOTATION kinetic parameters modified rate constant selectivity index collector adsorption
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Employing magnesium−lead melt for synergetic and selective extraction of copper from copper−cobalt alloy 被引量:1
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作者 Chun-xi ZHANG Da-wei YU +1 位作者 Xue-yi GUO Qing-hua TIAN 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2022年第10期3444-3458,共15页
This research aims to extract Cu from Cu-Co alloy with high efficiency and selectivity by employing binary Mg-Pb melt. The optimal conditions for the extraction of Cu were determined. The results showed under optimal ... This research aims to extract Cu from Cu-Co alloy with high efficiency and selectivity by employing binary Mg-Pb melt. The optimal conditions for the extraction of Cu were determined. The results showed under optimal conditions, 96.5% of Cu in the Cu-Co alloy could be selectively extracted after treatment at 800 ℃ for 1 h, with the extraction rates of only 0.2% Fe, 0.6% Co, and 1.4% Si. The dissolution mechanism involved the counter diffusion of Mg/Pb and Cu across the diffusion zone of the Cu-Co alloy, and Mg in the binary Mg-Pb melt played a major role in the selective dissolution of Cu, especially at the dissolution forefront. The rate-controlling step of the extraction was dominated by the interfacial reaction. 展开更多
关键词 Cu−Co alloy Mg−Pb−Cu ternary system selective dissolution KINETICS DEALLOYING
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Ten-Dimensional Quantum Dynamics Study of H+CH_(3)D→H_(2)+CH_(2)D Reaction
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作者 Mingjuan Yang Tong Cheng +2 位作者 Rui Zheng Hongwei Song Minghui Yang 《Chinese Journal of Chemical Physics》 SCIE EI CAS CSCD 2022年第1期213-218,I0065,共7页
The mode selectivity of the H+CH_(3)D→H_(2)+CH_(2)D reaction was studied using a recently developed ten-dimensional time-dependent wave packet method.The reaction dynamics are studied for the reactant CH_(3)D initial... The mode selectivity of the H+CH_(3)D→H_(2)+CH_(2)D reaction was studied using a recently developed ten-dimensional time-dependent wave packet method.The reaction dynamics are studied for the reactant CH_(3)D initially from the ground state,the CH_(3) symmetry and asymmetry stretching excitation,the CD stretching excitation and the fundamental and the first overtone of the CH_(3) bending mode.The calculated reaction probabilities show that exciting either of the CH_(3) stretching modes enhances the reactivity in the collision energy range below 1.0 eV,while the CD stretching excitation does not obviously prompt the reaction.Fundamental CH_(3) bending excitation has nearly no effect on promoting reactivity.However,a significant enhancement is observed for the first overtone excitation of the CH_(3) bending mode,resulting from the Fermi resonance between the fundamental state of the CH_(3) symmetry stretching mode and the first overtone state of the CH_(3) bending mode. 展开更多
关键词 Quantum dynamics Mode selection Fermi resonance H+CH_(4)reaction Ten-dimensional model
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Kinetics of Lipase Catalyzed Enantioselective Esterification of Racemic Ibuprofen in Isooctane 被引量:1
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作者 谢渝春 刘会洲 陈家镛 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2000年第1期6-14,共9页
The kinetics of Candida rugosa lipase catalyzed esterification of racemic ibuprofen with n-butanol in isooctane was studied. The kinetic study was carried out with the addition of 0.1% and 2% (by volume) of water for ... The kinetics of Candida rugosa lipase catalyzed esterification of racemic ibuprofen with n-butanol in isooctane was studied. The kinetic study was carried out with the addition of 0.1% and 2% (by volume) of water for enzyme activation respectively when celite was added into isooctane for enzyme dispersion. The specific initial rate for S-ibuprofen can be fitted with the Ping Pong Bi Bi mechanism with dead-end competitive inhibition by the alcohol. The time courses of the enantioselective esterification of the two ibuprofen enantiomers with different initial substrate concentrations and water contents were simulated with a model in which both effects of enzyme inactivation by long term reaction and reversed hydrolytic reaction under high water content were taken into consideration. 展开更多
关键词 resolution kinetics LIPASE S-ibuprofen water content organic solvent DISPERSANT
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Conditional Generation of Multiparticle Entanglement via Cavity QED 被引量:3
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作者 XIANG Shao-Hua SHAO Bin SONG Ke-Hui 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第11期835-839,共5页
We propose a simple scheme to not only generate GHZ states and W states of the multiparticle but also form a new category of multiparticle entangled states by letting the A-type three-level atoms simultaneously intera... We propose a simple scheme to not only generate GHZ states and W states of the multiparticle but also form a new category of multiparticle entangled states by letting the A-type three-level atoms simultaneously interacting with a coherent cavity field followed by the selective measurements on the cavity mode. We investigate the influence of the cavity dissipation on the generated entangled state and discuss the experimental feasibility of our scheme. It is shown that the intensity of the coherent cavity field plays an instructive role in contribution to state preparation process while the cavity decay and the detuning between the atoms and cavity mode result in the deterioration of the generated entangled state. 展开更多
关键词 multiparticle entanglement gavity QED DECOHERENCE
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Adsorption Kinetics of Pb^(2+) and Cu^(2+) on Variable Charge Soils and Minerals: Ⅲ. Adsorption Kinetics of Pb^(2+) Within 30 Minutes 被引量:2
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作者 HUGUO-SONG YUMING-FENG 《Pedosphere》 SCIE CAS CSCD 1993年第4期349-359,共11页
The adsorption kinetics of Pb^2+ on different soils and minerals with variable charges was studied by the two ion-selective electrode technique at different pH and concentrations.The results showed that more than 95% ... The adsorption kinetics of Pb^2+ on different soils and minerals with variable charges was studied by the two ion-selective electrode technique at different pH and concentrations.The results showed that more than 95% of adsorption on all the samples occurred during the first 5 minutes.All adsorption time-dependent data could fit the surface second-order equation very well.The values of Xm were goethite>kaolinite,and latosol>red soil at the same initial reaction concentration.The values of k were kaolinite>>goethite,and latosol>red soil at the same reaction pH and initial concentration.The higher the suspension pH,the faster the adsorption occurred.The meaning of Xm got by the two ion-selective electrode technique(one kind of batch technique) was different from that by the miscible displacement technique in that the former was only the equilibrium adsorption amount at a definite concentration and pH,but the latter was almost equal to the adsorption capacity at a definite pH with much less influence of concentration.One Pb^2+ was supposed to occupy two adsorption sites as the adsorption mechanism is concerned. 展开更多
关键词 ADSORPTION KINETICS PB2+ two ion-selective electrode technique variable charge surfaces
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Molecular Dynamics Simulation on Stability of Insulin on Graphene 被引量:1
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作者 Li-jun Liang Qi Wang +2 位作者 Tao Wu Jia-wei Shen Yu Kang 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2009年第6期627-634,J0002,共9页
The adsorption dynamics of a model protein (the human insulin) onto graphene surfaces with different sizes was investigated by molecular dynamics simulations. During the adsorption, it has different effect on the st... The adsorption dynamics of a model protein (the human insulin) onto graphene surfaces with different sizes was investigated by molecular dynamics simulations. During the adsorption, it has different effect on the stability of the model protein in the fixed and non-fixed graphene systems. The tertiary structure of the protein was destroyed or partially destroyed, and graphene surfaces shows the selective protection for some α-helices in non-fixed Systems but not in fixed systems by reason of the flexibility of graphene. As indicated by the interaction energy curve and trajectory animation, the conformation and orientation selection of the protein were induced by the properties and the texture of graphene surfaces. The knowledge of protein adsorption on graphene surfaces would be helpful to better understand stability of protein on graphene surfaces and facilitate potential applications of graphene in biotechnology. 展开更多
关键词 INSULIN GRAPHENE INTERACTION Dynamic process Effective adsorption Protein stability
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