Table of Contents
Xiaocheng Shang
Education:
Research Interests:
Publications:
Conferences and Symposia:
Professional Service:
Xiaocheng Shang
Education:
2012–2015, PhD in Applied and Computational Mathematics,
University of Edinburgh
, Edinburgh, United Kingdom (Advisor: Professor
Benedict Leimkuhler
, FRSE)
Research Interests:
Numerical Methods and Error Analysis for Stochastic Differential Equations
Molecular Dynamics, Statistical Mechanics, Multiscale Methods
Momentum-Conserving Thermostats, Dissipative Particle Dynamics
Nonequilibrium Modelling, Adaptive Thermostats
Bayesian Sampling, Machine Learning, Data Science
Publications:
B. Leimkuhler and
X. Shang
.
On the numerical treatment of dissipative particle dynamics and related systems
.
Journal of Computational Physics
,
280
, 72–95, (2015)
B. Leimkuhler and
X. Shang
.
Adaptive thermostats for noisy gradient systems
.
SIAM Journal on Scientific Computing
,
38
, A712–A736, (2016)
X. Shang
, Z. Zhu, B. Leimkuhler and A. Storkey.
Covariance-controlled adaptive Langevin thermostat for large-scale Bayesian sampling
.
Advances in Neural Information Processing Systems (NIPS) 28
, 37–45, (2015)
B. Leimkuhler and
X. Shang
.
Pairwise adaptive thermostats for improved accuracy and stability in dissipative particle dynamics
.
Journal of Computational Physics
,
324
, 174–193, (2016)
Conferences and Symposia:
Professional Service:
Reviewer of
Journal of Computational Physics
Journal of Computational Chemistry