MOLECULAR DYNAMICS SIMULATION WITH INTERVAL-VALUED INTERATOMIC POTENTIALS
被引:0
作者:
Anh Tran
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机构:
Georgia Inst Technol, Woodruff Sch Mech Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
Anh Tran
[1
]
Wang, Yan
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h-index: 0
机构:
Georgia Inst Technol, Woodruff Sch Mech Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
Wang, Yan
[1
]
机构:
[1] Georgia Inst Technol, Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
来源:
PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2016, VOL 1A
|
2016年
基金:
美国国家科学基金会;
关键词:
UNCERTAINTY QUANTIFICATION;
D O I:
暂无
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
In molecular dynamics (MD) simulation, the two main sources of uncertainty are the interatomic potential functions and thermal fluctuation. The accuracy of the interatomic potential functions plays a vital role toward the reliability of MD simulation prediction. Reliable molecular dynamics (R-MD) is an interval-based MD simulation platform, where atomistic positions and velocities are represented as Kaucher (or generalized) intervals to capture the uncertainty associated with the interatomic potentials. The advantage of this uncertainty quantification (UQ) approach is that the uncertainty effect can be assessed on-the-fly with only one run of simulation, and thus the computational time for UQ is significantly reduced. In this paper, an extended interval statistical ensemble is introduced to quantify the uncertainty associated with the system control variables, such as temperature and pressure at each time-step. This method allows for quantifying and propagating the uncertainty in the system as MD simulation advances. An example of interval isothermal isobaric (NPT) ensemble is implemented to demonstrate the feasibility of applying the intrusive UQ technique toward MD simulation.
机构:
Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Mishin, Y
Farkas, D
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机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Farkas, D
Mehl, MJ
论文数: 0引用数: 0
h-index: 0
机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Mehl, MJ
Papaconstantopoulos, DA
论文数: 0引用数: 0
h-index: 0
机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
机构:
Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USAVirginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Mishin, Y
Farkas, D
论文数: 0引用数: 0
h-index: 0
机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Farkas, D
Mehl, MJ
论文数: 0引用数: 0
h-index: 0
机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA
Mehl, MJ
Papaconstantopoulos, DA
论文数: 0引用数: 0
h-index: 0
机构:Virginia Polytech Inst & State Univ, Dept Mat Sci & Engn, Blacksburg, VA 24061 USA