
Applying Machine Learning to Computational Chemistry: Can We Predict Molecular Properties Faster without Compromising Accuracy?
14 Aug 2017  Presentation Materials  Contributor(s): Hanjing Xu, Pradeep Kumar Gurunathan
Noncovalent interactions are crucial in analyzing protein folding and structure, function of DNA and RNA, structures of molecular crystals and aggregates, and many other processes in the fields...
http://nanohub.org/resources/26904

Fundamentals of Phonon Transport Modeling L1: Introduction
04 Jan 2017  Presentation Materials  Contributor(s): Alan McGaughey, Xiulin Ruan
Part of the 2016 IMECE Tutorial: Fundamentals of Phonon Transport Modeling: Formulation, Implementation, and Applications.
http://nanohub.org/resources/25501

Fundamentals of Phonon Transport Modeling L2: MD Simulation, Green Kubo, Direct Method
04 Jan 2017  Presentation Materials  Contributor(s): Xiulin Ruan, Alan McGaughey
Part of the 2016 IMECE Tutorial: Fundamentals of Phonon Transport Modeling: Formulation, Implementation, and Applications.
http://nanohub.org/resources/25502

Lecture 10: Non Equilibrium MD
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Calculating transport coefficient
Shear flow
Perturbation methods
http://nanohub.org/resources/8125

Lecture 9: Dynamic Properties
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Time correlation functions
Einstein relations
GreenKubo relations
http://nanohub.org/resources/8124

Lecture 8: Static Properties
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Thermodynamic properties
Entropic properties
Static structure
http://nanohub.org/resources/8123

Lecture 7: Initialization and Equilibrium
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Initial positions
Initial velocities
Evaluating equilibrium
http://nanohub.org/resources/8122

Lecture 6: Neighbor Lists
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Saving simulation time
Verlet lists
Cell lists
http://nanohub.org/resources/8121

Lecture 5: Boundary Conditions
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Fixed boundaries
Periodic boundary conditions
Minimum image distance
http://nanohub.org/resources/8120

Lecture 4: Temperature Control
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Velocity scaling
Heat bath/reservoir
Stochastic methods
http://nanohub.org/resources/8119

Lecture 3: Integration Algorithms
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
General guidelines
Verlet algorithm
Predictorcorrector methods
http://nanohub.org/resources/8118

Lecture 2: Potential Energy Functions
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
Pair potentials
Coulomb interactions
Embedded atom model
Intramolecular interactions (bond, angle, torsion)
http://nanohub.org/resources/8117

Lecture 1: Basic Concepts
05 Jan 2010  Presentation Materials  Contributor(s): Ashlie Martini
Topics:
What is MD
Newton’s law
Basic concepts and terminology
http://nanohub.org/resources/7795