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Rare event simulation for molecular dynamics

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Authors : Guyader, Arnaud (Author of the conference)
CIRM (Publisher )

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Abstract : This talk is devoted to the presentation of algorithms for simulating rare events in a molecular dynamics context, e.g., the simulation of reactive paths. We will consider $\mathbb{R}^d$ as the space of configurations for a given system, where the probability of a specific configuration is given by a Gibbs measure depending on a temperature parameter. The dynamics of the system is given by an overdamped Langevin (or gradient) equation. The problem is to find how the system can evolve from a local minimum of the potential to another, following the above dynamics. After a brief overview of classical Monte Carlo methods, we will expose recent results on adaptive multilevel splitting techniques.

Keywords : Monte Carlo simulation; rare event; splitting methods; sequential importance sampling

MSC Codes :
62D05 - Sampling theory, sample surveys
62L12 - Sequential estimation
65C05 - Monte Carlo methods
65C60 - Computational problems in statistics
65C35 - Stochastic particle methods (numerical analysis)

    Information on the Video

    Film maker : Hennenfent, Guillaume
    Language : English
    Available date : 26/09/2018
    Conference Date : 18/09/2018
    Subseries : Research talks
    arXiv category : Numerical Analysis ; Statistics Theory
    Mathematical Area(s) : Probability & Statistics ; Numerical Analysis & Scientific Computing
    Format : MP4 (.mp4) - HD
    Video Time : 01:05:07
    Targeted Audience : Researchers
    Download : https://videos.cirm-math.fr/2018-09-18_Guyader.mp4

Information on the Event

Event Title : Advances in computational statistical physics / Perspectives en physique statistique computationnelle
Event Organizers : Lelièvre, Tony ; Stoltz, Gabriel ; Pavliotis, Grigorios
Dates : 17/09/2018 - 21/09/2018
Event Year : 2018
Event URL : https://conferences.cirm-math.fr/1866.html

Citation Data

DOI : 10.24350/CIRM.V.19446103
Cite this video as: Guyader, Arnaud (2018). Rare event simulation for molecular dynamics. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.19446103
URI : http://dx.doi.org/10.24350/CIRM.V.19446103

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