TY - JOUR
T1 - Performance of coarse graining in estimating polymer properties
T2 - Comparison with the atomistic model
AU - Miwatani, Ryota
AU - Takahashi, Kazuaki Z.
AU - Arai, Noriyoshi
N1 - Funding Information:
Acknowledgments: K.Z.T. was supported in part by a Grant-in-Aid for Scientific Research (KAKENHI) (Grant Number 16H06071) from the Japan Society for the Promotion of Science (JSPS). N.A. was supported by JSPS KAKENHI (Grant number 17K14610).
Publisher Copyright:
© 2020 by the authors.
PY - 2020/2/1
Y1 - 2020/2/1
N2 - Combining atomistic and coarse-grained (CG) models is a promising approach for quantitative prediction of polymer properties. However, the gaps between the length and time scales of atomistic and CG models still need to be bridged. Here, the scale gaps of the atomistic model of polyethylene melts, the bead-spring Kremer-Grest model, and dissipative particle dynamics with the slip-spring model were investigated. A single set of spatial and temporal scaling factors was determined between the atomistic model and each CG model. The results of the CG models were rescaled using the set of scaling factors and compared with those of the atomistic model. For each polymer property, a threshold value indicating the onset of static or dynamic universality of polymers was obtained. The scaling factors also revealed the computational efficiency of each CG model with respect to the atomistic model. The performance of the CG models of polymers was systematically evaluated in terms of both the accuracy and computational efficiency.
AB - Combining atomistic and coarse-grained (CG) models is a promising approach for quantitative prediction of polymer properties. However, the gaps between the length and time scales of atomistic and CG models still need to be bridged. Here, the scale gaps of the atomistic model of polyethylene melts, the bead-spring Kremer-Grest model, and dissipative particle dynamics with the slip-spring model were investigated. A single set of spatial and temporal scaling factors was determined between the atomistic model and each CG model. The results of the CG models were rescaled using the set of scaling factors and compared with those of the atomistic model. For each polymer property, a threshold value indicating the onset of static or dynamic universality of polymers was obtained. The scaling factors also revealed the computational efficiency of each CG model with respect to the atomistic model. The performance of the CG models of polymers was systematically evaluated in terms of both the accuracy and computational efficiency.
KW - Atomistic model
KW - Coarse-grained model
KW - Molecular dynamics
KW - Polymer physics
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U2 - 10.3390/polym12020382
DO - 10.3390/polym12020382
M3 - Article
AN - SCOPUS:85081253862
SN - 2073-4360
VL - 12
JO - Polymers
JF - Polymers
IS - 2
M1 - 382
ER -