期刊文献+
共找到4篇文章
< 1 >
每页显示 20 50 100
机器学习方法在高分子玻璃化研究中的应用 被引量:3
1
作者 杨镇岳 聂文建 +3 位作者 刘伦洋 徐晓雷 夏文杰 徐文生 《高分子学报》 SCIE CAS CSCD 北大核心 2023年第4期432-450,共19页
高分子玻璃的物理性质与其结构和动力学密切相关.揭示高分子玻璃化的微观物理图像对高分子玻璃材料的结构调控和分子设计至关重要.然而,高分子的长链结构和复杂单体结构特征致使目前仍然缺乏普适的理论或者模型来定量解释高分子玻璃化... 高分子玻璃的物理性质与其结构和动力学密切相关.揭示高分子玻璃化的微观物理图像对高分子玻璃材料的结构调控和分子设计至关重要.然而,高分子的长链结构和复杂单体结构特征致使目前仍然缺乏普适的理论或者模型来定量解释高分子玻璃化的物理机制.因此,亟需发展更为先进的研究方法从而更深入地理解高分子玻璃化.近年来,国内外学者利用基于数据驱动的信息学方法(例如机器学习)对高分子玻璃化开展了研究,并取得了丰富成果.本综述首先介绍了常用的高分子信息学数据库和机器学习算法.之后,从高分子玻璃化转变温度的预测、新型高分子玻璃材料的研发、过冷液体的结构-动力学关系和玻璃体系相变的确定四个方面总结和评述了机器学习应用在玻璃化研究中的代表性进展.最后,探讨了机器学习方法在高分子玻璃化研究中面临的主要挑战,并对玻璃信息学这一领域的发展进行了展望. 展开更多
关键词 信息学 高分子玻璃化 机器学习 理论模拟
原文传递
Understanding Mass Dependence of Glass Formation in Ring Polymers
2
作者 Xiang-Yu Song zhen-yue yang +5 位作者 Qi-Lu Yuan Shang-Wei Li Zi-Qiang Tang Yue-Tong Dong Shi-Chun Jiang Wen-Sheng Xu 《Chinese Journal of Polymer Science》 SCIE EI CAS CSCD 2023年第9期1447-1461,I0008,共16页
Having highly tunable molecular topology is one of the most important characteristics of polymers that provides these materials with a wide range of interesting and unique properties.In particular,ring polymers exhibi... Having highly tunable molecular topology is one of the most important characteristics of polymers that provides these materials with a wide range of interesting and unique properties.In particular,ring polymers exhibit a number of properties that are markedly distinct from their linear counterparts.Here,we compare and contrast the glass formation of unknotted,nonconcatenated ring and linear polymer melts having variable molecular mass based on molecular dynamics simulations of a coarse-grained model.After revealing an unusual property in the structure of small rings,we discuss the mass dependence of the structural relaxation time determined from the self-intermediate scattering function over a wide range of temperatures in both ring and linear polymers.As a general trend,we find that the characteristic temperatures(e.g.,the glass transition temperature)and fragility of glass formation increase with increasing molecular mass in linear polymers,but the mass dependences of these properties are rather weak in the family of ring polymer models considered,in broad accord with experimental measurements.Importantly,we show that the glass formation of ring polymers can quantitatively be described by the string model,a model that is broadly consistent with the entropy theory of glass formation and that takes the mass of string-like clusters as a molecular realization of the abstract cooperatively rearranging regions.This opens the possibility of applying the configurational entropy-based theories to describe the glass formation of ring polymers,once the ring topology is taken into account. 展开更多
关键词 Ring polymers Glass formation String model Molecular dynamics simulation
原文传递
泊肃叶流中环形高分子的迁移行为及与线性高分子的差异 被引量:2
3
作者 杨镇岳 陈文多 +1 位作者 刘立军 陈继忠 《高分子学报》 SCIE CAS CSCD 北大核心 2019年第11期1239-1248,共10页
采用多粒子碰撞动力学与分子动力学相耦合的模拟方法,研究了圆管内环形链的迁移行为和构象性质,并与线形链的结果相比较.模拟结果表明环形链随着流场强度的增加向圆管中心迁移,该现象是流体力学相互作用导致,而非剪切梯度.剔除流体力学... 采用多粒子碰撞动力学与分子动力学相耦合的模拟方法,研究了圆管内环形链的迁移行为和构象性质,并与线形链的结果相比较.模拟结果表明环形链随着流场强度的增加向圆管中心迁移,该现象是流体力学相互作用导致,而非剪切梯度.剔除流体力学相互作用,发现环形链沿流场方向的拉伸程度比含流体力学相互作用时更大.给定流场强度,环形链链长越长,与管壁之间的流体力学相互作用越强,导致其在圆管中心附近出现的概率更高.通过比较相同平衡态尺寸和链长的环形链和线形链在圆管中的迁移行为和构象性质,发现线形链沿流场方向的拉伸比环形链更强,导致其更易向管壁方向发生迁移,因此线形链在圆管中心附近出现的概率低于环形链. 展开更多
关键词 泊肃叶流 环形链 流体力学相互作用 高分子迁移
原文传递
Role of Hydrodynamic Interactions in the Deformation of Star Polymers in Poiseuille Flow 被引量:1
4
作者 zhen-yue yang Xiao-Fei Tian +1 位作者 Li-Jun Liu Ji-Zhong Chen 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2020年第4期363-370,I0006,共9页
Stretching polymer in fluid flow is a vital process for studying and utilizing the physical properties of these molecules,such as DNA linearization in nanofluidic channels.We studied the role of hydrodynamic interacti... Stretching polymer in fluid flow is a vital process for studying and utilizing the physical properties of these molecules,such as DNA linearization in nanofluidic channels.We studied the role of hydrodynamic interactions(His)in stretching a free star polymer in Poiseuille flow through a tube using mesoscale hydrodynamic simulations.As increasing the flow strength,star polymers migrate toward the centerline of tube due to His,whereas toward the tube wall in the absence of His.By analyzing the end monomer distribution and the perturbed flow around the star polymer,we found that the polymer acts like a shield against the flow,leading to additional hydrodynamic drag forces that compress the arm chains in the front of the star center toward the tube axis and lift the arm chai ns at the back toward the tube wall.The balanced hydrodynamic forces freeze the polymer into a trumpet structure,where the arm chains maintain a steady strongly stretched state at high flow strength.In contrast,the polymer displays remarkably large conformational change when switching off His.Our simulation results explained the coupling between His and the structure of star polymers in Poiseuille flow. 展开更多
关键词 Hydrodynamic interactions Star polymer Poiseuille flow MIGRATION
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部