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====== Xiaocheng Shang====== | ====== Xiaocheng Shang====== | ||
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====== Education: ====== | ====== Education: ====== | ||
- | * 2012--2015, PhD in Applied and Computational Mathematics, University of Edinburgh, Edinburgh, United Kingdom (Supervisor: Professor Benedict Leimkuhler [[http://kac.maths.ed.ac.uk/~bl/|http://kac.maths.ed.ac.uk/~bl/]], FRSE) | + | |
+ | * 2012--2015, PhD in Applied and Computational Mathematics, [[http://www.ed.ac.uk/ | University of Edinburgh]], Edinburgh, United Kingdom (Advisor: Professor [[http://kac.maths.ed.ac.uk/~bl/ | Benedict Leimkuhler]], FRSE) | ||
====== Research Interests: ====== | ====== 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: ====== | ====== 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) [[http://dx.doi.org/10.1016/j.jcp.2014.09.008 | DOI: 10.1016/j.jcp.2014.09.008]] | + | |
- | - B. Leimkuhler and **X. Shang**. Adaptive thermostats for noisy gradient systems. //SIAM Journal on Scientific Computing//, **38**, A712--A736, (2016) [[http://dx.doi.org/10.1137/15M102318X | DOI: 10.1137/15M102318X]] | + | - B. Leimkuhler and **X. Shang**. [[http://dx.doi.org/10.1016/j.jcp.2014.09.008 | On the numerical treatment of dissipative particle dynamics and related systems]]. //Journal of Computational Physics//, **280**, 72--95, (2015) |
- | - B. Leimkuhler and **X. Shang**. 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**. [[http://dx.doi.org/10.1137/15M102318X | Adaptive thermostats for noisy gradient systems]]. //SIAM Journal on Scientific Computing//, **38**, A712--A736, (2016) |
- | - 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) [[http://dx.doi.org/10.1016/j.jcp.2016.07.034 | DOI: 10.1016/j.jcp.2016.07.034]] | + | - **X. Shang**, Z. Zhu, B. Leimkuhler and A. Storkey. [[https://papers.nips.cc/paper/5978-covariance-controlled-adaptive-langevin-thermostat-for-large-scale-bayesian-sampling | 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**. [[http://dx.doi.org/10.1016/j.jcp.2016.07.034 | Pairwise adaptive thermostats for improved accuracy and stability in dissipative particle dynamics]]. //Journal of Computational Physics//, **324**, 174--193, (2016) | ||
====== Conferences and Symposia: ====== | ====== Conferences and Symposia: ====== | ||