Data Visualization for Atomistic/Molecular Simulations. Douglas E. Spearot University of Arkansas
|
|
- Karin Pearson
- 8 years ago
- Views:
Transcription
1 Data Visualization for Atomistic/Molecular Simulations Douglas E. Spearot University of Arkansas
2 What is Atomistic Simulation? Molecular dynamics (MD) involves the explicit simulation of atomic scale particles atoms and molecules Example: DNA Molecular mechanics (statics) Athermal calculation used to find minimum energy configuration Uses numerical algorithm such as steepest decent or conjugate gradients Molecular dynamics Simulate motion of atoms in time at desired temperature / pressure Uses numerical integration to solve equations of motion for each atom Monte Carlo methods Sample equilibrium configurations of atoms via random displacements Uses random numbers to perturb system from current state Rokadia et al. (2010)
3 How Does Molecular Dynamics Work? In the molecular dynamics method, each atom is treated as a point mass in space U ( r ) Simplify F i = r N i Once the force on each atom is computed, atomic motion is determined through application of Newton s Laws i F i F i r i i i = m a = m i Second-order ordinary differential equation which can be numerically integrated to find new atomic positions!
4 Need for Advanced Cyberinfrastructure Problem 1: Materials are made up of a lot of atoms Forces and atom positions have to be updated at each time step in molecular dynamics or at each iteration in molecular statics and Monte Carlo Example: Small sample cube of Cu 1 µm 3 10 nm 1 µ m 1unit cell nm 3 1µ m atoms 1unit cell = 84.7 billion Cu atoms
5 Need for Advanced Cyberinfrastructure Solution 1: Parallel decomposition techniques Core 1 Core 2 Core 3 Core 4 Core 5 Core 6 Core 7 Core 8 Current world record: 320 billion atoms with EAM potential (T. Germann et al., using 131,072 cores on IBM BlueGene/L at LLNL)
6 Need for Advanced Cyberinfrastructure Problem 2: What do I do with all of this data?
7 Need for Advanced Cyberinfrastructure Solution 2: Data visualization and Analysis Paul Navratil, TACC For atomistic/molecular simulations, geometric primitives are spheres meant to represent each atom in the system
8 Types of Input Data Paul Navratil, TACC Atomistic/molecular simulation data
9 Open-Source General Visualization Apps ParaView:
10 Open-Source General Visualization Apps VisIt:
11 Open-Source Atomistic Visualization Apps VMD:
12 Open-Source Atomistic Visualization Apps Ovito:
13 Ovito Case Studies Case Study 1: Polycrystalline Material Example provided with Ovito download Illustrates both visualization and analysis features Case Study 2: Polymer Nanocomposite Spearot dataset from research Illustrates visualization and flexibility of Ovito
14 Ovito imports data from data file LAMMPS VASP IMD XYZ text
15 Can load the first snapshot of atoms or all snapshots For 2010 version of LAMMPS, Ovito will recognize data structure
16 Identifies data source and provides links to analysis tools Visualization tools
17 Under modifier list select Color Coding Select Potential Energy and Adjust Range
18 Under modifier list select Coordination Analysis To compute coordination must select a cut-off distance Analysis command creates a new data variable no changes to current display
19 Under modifier list select Select By Expression Mathematical expressions can be evaluated using data variables
20 Under modifier list select Delete Selected Atoms Data is not actually deleted, just not shown on the screen
21 Under modifier list select Slice For a 45 o slice set normal vector to [110] Define a slice width
22 Ovito Case Studies Case Study 1: Polycrystalline Material Example provided with Ovito download Illustrates both visualization and analysis features Case Study 2: Polymer Nanocomposite Spearot dataset from research Illustrates visualization and flexibility of Ovito
23 Ovito imports data from data file LAMMPS VASP IMD XYZ text
24 Load all snapshots so that animation can be displayed Auto-assign columns recognizes the unknown variable mol
25 Change atom rendering quality Change radius of atom types
26 Under modifier list select Coordination Analysis Set cut-off distance and bond variables Set bond display width
27 Under modifier list select Select By Expression Mathematical expressions can be evaluated using data variables
28 Under modifier list select Delete Selected Atoms Under modifier list select Invert Selection
29 Under modifier list select Slice For a 45 o slice set normal vector to [-110] Define a slice width
30 Future Needs for Atomistic Visualization Creating contour renderings from atomistic data Challenging because of atomic vibrations atoms do not necessarily have the same scalar value for a given variable! Albe et al. (2010)
Why are we teaching you VisIt?
VisIt Tutorial Why are we teaching you VisIt? Interactive (GUI) Visualization and Analysis tool Multiplatform, Free and Open Source The interface looks the same whether you run locally or remotely, serial
More informationVisualization Plugin for ParaView
Alexey I. Baranov Visualization Plugin for ParaView version 1.3 Springer Contents 1 Visualization with ParaView..................................... 1 1.1 ParaView plugin installation.................................
More informationAdvanced Visualization for Chemistry
Advanced Visualization for Chemistry Part 11 Tools customization Mario Valle March 7 8, 2006 Why we need customization Read new file formats Compute and fuse together new derived quantities Add (computed)
More informationmomentum change per impact The average rate of change of momentum = Time interval between successive impacts 2m x 2l / x m x m x 2 / l P = l 2 P = l 3
Kinetic Molecular Theory This explains the Ideal Gas Pressure olume and Temperature behavior It s based on following ideas:. Any ordinary sized or macroscopic sample of gas contains large number of molecules.
More informationVisualizing molecular simulations
Visualizing molecular simulations ChE210D Overview Visualization plays a very important role in molecular simulations: it enables us to develop physical intuition about the behavior of a system that is
More informationOpenFOAM Optimization Tools
OpenFOAM Optimization Tools Henrik Rusche and Aleks Jemcov h.rusche@wikki-gmbh.de and a.jemcov@wikki.co.uk Wikki, Germany and United Kingdom OpenFOAM Optimization Tools p. 1 Agenda Objective Review optimisation
More informationPhysics 9e/Cutnell. correlated to the. College Board AP Physics 1 Course Objectives
Physics 9e/Cutnell correlated to the College Board AP Physics 1 Course Objectives Big Idea 1: Objects and systems have properties such as mass and charge. Systems may have internal structure. Enduring
More informationProposal 1: Model-Based Control Method for Discrete-Parts machining processes
Proposal 1: Model-Based Control Method for Discrete-Parts machining processes Proposed Objective: The proposed objective is to apply and extend the techniques from continuousprocessing industries to create
More informationMolecular Dynamics Simulations
Molecular Dynamics Simulations Yaoquan Tu Division of Theoretical Chemistry and Biology, Royal Institute of Technology (KTH) 2011-06 1 Outline I. Introduction II. Molecular Mechanics Force Field III. Molecular
More informationIntroduction to Engineering System Dynamics
CHAPTER 0 Introduction to Engineering System Dynamics 0.1 INTRODUCTION The objective of an engineering analysis of a dynamic system is prediction of its behaviour or performance. Real dynamic systems are
More informationLanguage: English Lecturer: Gianni de Fabritiis. Teaching staff: Language: English Lecturer: Jordi Villà i Freixa
MSI: Molecular Simulations Descriptive details concerning the subject: Name of the subject: Molecular Simulations Code : MSI Type of subject: Optional ECTS: 5 Total hours: 125.0 Scheduling: 11:00-13:00
More informationMechanics 1: Conservation of Energy and Momentum
Mechanics : Conservation of Energy and Momentum If a certain quantity associated with a system does not change in time. We say that it is conserved, and the system possesses a conservation law. Conservation
More informationMicroscopic and mesoscopic simulations of amorphous systems using LAMMPS and GPU-based algorithms
Microscopic and mesoscopic simulations of amorphous systems using LAMMPS and GPU-based algorithms E. Ferrero and F. Puosi Laboratoire Interdisciplinaire de Physique (LIPhy), UJF and CNRS 14/5/214 Journée
More informationPyRy3D: a software tool for modeling of large macromolecular complexes MODELING OF STRUCTURES FOR LARGE MACROMOLECULAR COMPLEXES
MODELING OF STRUCTURES FOR LARGE MACROMOLECULAR COMPLEXES PyRy3D is a method for building low-resolution models of large macromolecular complexes. The components (proteins, nucleic acids and any other
More informationVisualization and post-processing tools for Siesta
Visualization and post-processing tools for Siesta Andrei Postnikov Université Paul Verlaine, Metz CECAM tutorial, Lyon, June 22, 2007 Outline 1 What to visualize? 2 XCrySDen by Tone Kokalj 3 Sies2xsf
More informationChapter 5: Diffusion. 5.1 Steady-State Diffusion
: Diffusion Diffusion: the movement of particles in a solid from an area of high concentration to an area of low concentration, resulting in the uniform distribution of the substance Diffusion is process
More informationInteractive simulation of an ash cloud of the volcano Grímsvötn
Interactive simulation of an ash cloud of the volcano Grímsvötn 1 MATHEMATICAL BACKGROUND Simulating flows in the atmosphere, being part of CFD, is on of the research areas considered in the working group
More informationMechanics lecture 7 Moment of a force, torque, equilibrium of a body
G.1 EE1.el3 (EEE1023): Electronics III Mechanics lecture 7 Moment of a force, torque, equilibrium of a body Dr Philip Jackson http://www.ee.surrey.ac.uk/teaching/courses/ee1.el3/ G.2 Moments, torque and
More informationScience Standard Articulated by Grade Level Strand 5: Physical Science
Concept 1: Properties of Objects and Materials Classify objects and materials by their observable properties. Kindergarten Grade 1 Grade 2 Grade 3 Grade 4 PO 1. Identify the following observable properties
More informationA Chromium Based Viewer for CUMULVS
A Chromium Based Viewer for CUMULVS Submitted to PDPTA 06 Dan Bennett Corresponding Author Department of Mathematics and Computer Science Edinboro University of PA Edinboro, Pennsylvania 16444 Phone: (814)
More informationCHM 579 Lab 1: Basic Monte Carlo Algorithm
CHM 579 Lab 1: Basic Monte Carlo Algorithm Due 02/12/2014 The goal of this lab is to get familiar with a simple Monte Carlo program and to be able to compile and run it on a Linux server. Lab Procedure:
More informationAdvanced visualization with VisNow platform Case study #3 Vector data visualization
Advanced visualization with VisNow platform Case study #3 Vector data visualization This work is licensed under a Creative Commons Attribution- NonCommercial-NoDerivatives 4.0 International License. Vector
More informationOverview of NAMD and Molecular Dynamics
Overview of NAMD and Molecular Dynamics Jim Phillips Low-cost Linux Clusters for Biomolecular Simulations Using NAMD Outline Overview of molecular dynamics Overview of NAMD NAMD parallel design NAMD config
More informationDynamic Process Modeling. Process Dynamics and Control
Dynamic Process Modeling Process Dynamics and Control 1 Description of process dynamics Classes of models What do we need for control? Modeling for control Mechanical Systems Modeling Electrical circuits
More informationDISTANCE DEGREE PROGRAM CURRICULUM NOTE:
Bachelor of Science in Electrical Engineering DISTANCE DEGREE PROGRAM CURRICULUM NOTE: Some Courses May Not Be Offered At A Distance Every Semester. Chem 121C General Chemistry I 3 Credits Online Fall
More informationData Visualization Visualization Techniques Visualization Tools Examples from your projects Attempts of our own
Science Data Visualization & Formatting for Publication John D Ignazio School of Information Studies Syracuse University IST 400/600 Spring 2008 Outline Data Formatting for Publication Data Visualization
More informationVisualization with ParaView. Greg Johnson
Visualization with Greg Johnson Before we begin Make sure you have 3.8.0 installed so you can follow along in the lab section http://paraview.org/paraview/resources/software.html http://www.paraview.org/
More informationMASTER OF SCIENCE IN PHYSICS MASTER OF SCIENCES IN PHYSICS (MS PHYS) (LIST OF COURSES BY SEMESTER, THESIS OPTION)
MASTER OF SCIENCE IN PHYSICS Admission Requirements 1. Possession of a BS degree from a reputable institution or, for non-physics majors, a GPA of 2.5 or better in at least 15 units in the following advanced
More informationName Class Date. In the space provided, write the letter of the term or phrase that best completes each statement or best answers each question.
Assessment Chapter Test A Chapter: States of Matter In the space provided, write the letter of the term or phrase that best completes each statement or best answers each question. 1. The kinetic-molecular
More informationThe Visualization Pipeline
The Visualization Pipeline Conceptual perspective Implementation considerations Algorithms used in the visualization Structure of the visualization applications Contents The focus is on presenting the
More informationIntroduction to Visualization with VTK and ParaView
Introduction to Visualization with VTK and ParaView R. Sungkorn and J. Derksen Department of Chemical and Materials Engineering University of Alberta Canada August 24, 2011 / LBM Workshop 1 Introduction
More informationAn Introduction to Applied Mathematics: An Iterative Process
An Introduction to Applied Mathematics: An Iterative Process Applied mathematics seeks to make predictions about some topic such as weather prediction, future value of an investment, the speed of a falling
More informationScientific Visualization with ParaView
Scientific Visualization with ParaView Geilo Winter School 2016 Andrea Brambilla (GEXCON AS, Bergen) Outline Part 1 (Monday) Fundamentals Data Filtering Part 2 (Tuesday) Time Dependent Data Selection &
More informationVisIt: A Tool for Visualizing and Analyzing Very Large Data. Hank Childs, Lawrence Berkeley National Laboratory December 13, 2010
VisIt: A Tool for Visualizing and Analyzing Very Large Data Hank Childs, Lawrence Berkeley National Laboratory December 13, 2010 VisIt is an open source, richly featured, turn-key application for large
More informationAudit Report and Requirements of Mantid Software from the Molecular Spectroscopy Group (2013)
Audit Report and Requirements of Mantid Software from the Molecular Spectroscopy Group 1. Current Status (2013) The current status of the data analysis software, Mantid, corresponding to each group instrument
More informationNUMERICAL ANALYSIS OF THE EFFECTS OF WIND ON BUILDING STRUCTURES
Vol. XX 2012 No. 4 28 34 J. ŠIMIČEK O. HUBOVÁ NUMERICAL ANALYSIS OF THE EFFECTS OF WIND ON BUILDING STRUCTURES Jozef ŠIMIČEK email: jozef.simicek@stuba.sk Research field: Statics and Dynamics Fluids mechanics
More informationThe content is based on the National Science Teachers Association (NSTA) standards and is aligned with state standards.
Literacy Advantage Physical Science Physical Science Literacy Advantage offers a tightly focused curriculum designed to address fundamental concepts such as the nature and structure of matter, the characteristics
More informationParallel Large-Scale Visualization
Parallel Large-Scale Visualization Aaron Birkland Cornell Center for Advanced Computing Data Analysis on Ranger January 2012 Parallel Visualization Why? Performance Processing may be too slow on one CPU
More informationState Newton's second law of motion for a particle, defining carefully each term used.
5 Question 1. [Marks 28] An unmarked police car P is, travelling at the legal speed limit, v P, on a straight section of highway. At time t = 0, the police car is overtaken by a car C, which is speeding
More informationManual for simulation of EB processing. Software ModeRTL
1 Manual for simulation of EB processing Software ModeRTL How to get results. Software ModeRTL. Software ModeRTL consists of five thematic modules and service blocks. (See Fig.1). Analytic module is intended
More informationIndiana's Academic Standards 2010 ICP Indiana's Academic Standards 2016 ICP. map) that describe the relationship acceleration, velocity and distance.
.1.1 Measure the motion of objects to understand.1.1 Develop graphical, the relationships among distance, velocity and mathematical, and pictorial acceleration. Develop deeper understanding through representations
More informationFree Volume Toolkit: Tools for the visualization and analysis of free volume in materials
Free Volume Toolkit: Tools for the visualization and analysis of free volume in materials Frank T Willmore Texas Advanced Computing Center willmore@tacc.utexas.edu presented to: NSF-XSEDE 12 July 17, 2011
More informationPHYSICAL QUANTITIES AND UNITS
1 PHYSICAL QUANTITIES AND UNITS Introduction Physics is the study of matter, its motion and the interaction between matter. Physics involves analysis of physical quantities, the interaction between them
More informationH.Calculating Normal Vectors
Appendix H H.Calculating Normal Vectors This appendix describes how to calculate normal vectors for surfaces. You need to define normals to use the OpenGL lighting facility, which is described in Chapter
More informationVisualization with ParaView
Visualization with ParaView Before we begin Make sure you have ParaView 4.1.0 installed so you can follow along in the lab section http://paraview.org/paraview/resources/software.php Background http://www.paraview.org/
More informationRotation: Moment of Inertia and Torque
Rotation: Moment of Inertia and Torque Every time we push a door open or tighten a bolt using a wrench, we apply a force that results in a rotational motion about a fixed axis. Through experience we learn
More informationTemperature Measure of KE At the same temperature, heavier molecules have less speed Absolute Zero -273 o C 0 K
Temperature Measure of KE At the same temperature, heavier molecules have less speed Absolute Zero -273 o C 0 K Kinetic Molecular Theory of Gases 1. Large number of atoms/molecules in random motion 2.
More informationFluid Dynamics and the Navier-Stokes Equation
Fluid Dynamics and the Navier-Stokes Equation CMSC498A: Spring 12 Semester By: Steven Dobek 5/17/2012 Introduction I began this project through a desire to simulate smoke and fire through the use of programming
More informationEngineering g Problem Solving Process
Engineering g Problem Solving Process GIVEN State briefly and concisely (in your own words) the information given. FIND State the information that you have to find. DIAGRAM A drawing showing the physical
More informationStatistical Mechanics, Kinetic Theory Ideal Gas. 8.01t Nov 22, 2004
Statistical Mechanics, Kinetic Theory Ideal Gas 8.01t Nov 22, 2004 Statistical Mechanics and Thermodynamics Thermodynamics Old & Fundamental Understanding of Heat (I.e. Steam) Engines Part of Physics Einstein
More informationLecture 07: Work and Kinetic Energy. Physics 2210 Fall Semester 2014
Lecture 07: Work and Kinetic Energy Physics 2210 Fall Semester 2014 Announcements Schedule next few weeks: 9/08 Unit 3 9/10 Unit 4 9/15 Unit 5 (guest lecturer) 9/17 Unit 6 (guest lecturer) 9/22 Unit 7,
More informationPre-requisites 2012-2013
Pre-requisites 2012-2013 Engineering Computation The student should be familiar with basic tools in Mathematics and Physics as learned at the High School level and in the first year of Engineering Schools.
More informationVolume visualization I Elvins
Volume visualization I Elvins 1 surface fitting algorithms marching cubes dividing cubes direct volume rendering algorithms ray casting, integration methods voxel projection, projected tetrahedra, splatting
More informationJEE (Main) 2014. A Detailed Analysis by Resonance
JEE (Main) 2014 A Detailed by Resonance OVERALL MARKS DISTRIBUTION OVERALL DIFFICULTY LEVEL ANALYSIS Difficulty Level Overall Physics Mathematics Chemistry 1.70 1.74 1.76 1.76 1.66 1.68 1.70 1.72 1.74
More informationSolving Simultaneous Equations and Matrices
Solving Simultaneous Equations and Matrices The following represents a systematic investigation for the steps used to solve two simultaneous linear equations in two unknowns. The motivation for considering
More informationPreview of Period 2: Forms of Energy
Preview of Period 2: Forms of Energy 2.1 Forms of Energy How are forms of energy defined? 2.2 Energy Conversions What happens when energy is converted from one form into another form? 2.3 Efficiency of
More informationProcessing Data with rsmap3d Software Services Group Advanced Photon Source Argonne National Laboratory
Processing Data with rsmap3d Software Services Group Advanced Photon Source Argonne National Laboratory Introduction rsmap3d is an application for producing 3D reciprocal space maps from x-ray diffraction
More informationOpenFOAM postprocessing and advanced running options
OpenFOAM postprocessing and advanced running options Tommaso Lucchini Department of Energy Politecnico di Milano The post processing tool: parafoam The main post-processing tool provided with OpenFOAM
More informationNMR and IR spectra & vibrational analysis
Lab 5: NMR and IR spectra & vibrational analysis A brief theoretical background 1 Some of the available chemical quantum methods for calculating NMR chemical shifts are based on the Hartree-Fock self-consistent
More informationMolecular Visualization. Introduction
Molecular Visualization Jeffry D. Madura Department of Chemistry & Biochemistry Center for Computational Sciences Duquesne University Introduction Assessments of change, dynamics, and cause and effect
More informationLAMMPS Developer Guide 23 Aug 2011
LAMMPS Developer Guide 23 Aug 2011 This document is a developer guide to the LAMMPS molecular dynamics package, whose WWW site is at lammps.sandia.gov. It describes the internal structure and algorithms
More informationAdaptive Resolution Molecular Dynamics Simulation (AdResS): Changing the Degrees of Freedom on the Fly
Adaptive Resolution Molecular Dynamics Simulation (AdResS): Changing the Degrees of Freedom on the Fly Luigi Delle Site Max Planck Institute for Polymer Research Mainz Leipzig December 2007 Collaborators
More informationA. Kinetic Molecular Theory (KMT) = the idea that particles of matter are always in motion and that this motion has consequences.
I. MOLECULES IN MOTION: A. Kinetic Molecular Theory (KMT) = the idea that particles of matter are always in motion and that this motion has consequences. 1) theory developed in the late 19 th century to
More informationThe Methodology for the Mid-Term Forecasting of the Financial Results of Firms Belikov V.V., Gataullina R.I., Tregub I.V.
The Methodology for the Mid-Term Forecasting of the Financial Results of Firms Belikov V.V., Gataullina R.I., Tregub I.V. Abstract. The article is dedicated to the mid-term forecasting of the Company financial
More informationEstimation of Fractal Dimension: Numerical Experiments and Software
Institute of Biomathematics and Biometry Helmholtz Center Münhen (IBB HMGU) Institute of Computational Mathematics and Mathematical Geophysics, Siberian Branch of Russian Academy of Sciences, Novosibirsk
More informationCONVERGE Features, Capabilities and Applications
CONVERGE Features, Capabilities and Applications CONVERGE CONVERGE The industry leading CFD code for complex geometries with moving boundaries. Start using CONVERGE and never make a CFD mesh again. CONVERGE
More informationmouse (or the option key on Macintosh) and move the mouse. You should see that you are able to zoom into and out of the scene.
A Ball in a Box 1 1 Overview VPython is a programming language that is easy to learn and is well suited to creating 3D interactive models of physical systems. VPython has three components that you will
More informationVMD - High Resolution Graphics
Biochem 660 2008 131 VMD - High Resolution Graphics VMD (http://www.ks.uiuc.edu/research/vmd/) is a free program developed at the Theoretical and Computational Biophysics Group at the University of Illinois
More informationAPPLIED MATHEMATICS ADVANCED LEVEL
APPLIED MATHEMATICS ADVANCED LEVEL INTRODUCTION This syllabus serves to examine candidates knowledge and skills in introductory mathematical and statistical methods, and their applications. For applications
More informationLecture 24 - Surface tension, viscous flow, thermodynamics
Lecture 24 - Surface tension, viscous flow, thermodynamics Surface tension, surface energy The atoms at the surface of a solid or liquid are not happy. Their bonding is less ideal than the bonding of atoms
More informationVisIt Visualization Tool
The Center for Astrophysical Thermonuclear Flashes VisIt Visualization Tool Randy Hudson hudson@mcs.anl.gov Argonne National Laboratory Flash Center, University of Chicago An Advanced Simulation and Computing
More informationPrentice Hall. Chemistry (Wilbraham) 2008, National Student Edition - South Carolina Teacher s Edition. High School. High School
Prentice Hall Chemistry (Wilbraham) 2008, National Student Edition - South Carolina Teacher s Edition High School C O R R E L A T E D T O High School C-1.1 Apply established rules for significant digits,
More informationE X P E R I M E N T 8
E X P E R I M E N T 8 Torque, Equilibrium & Center of Gravity Produced by the Physics Staff at Collin College Copyright Collin College Physics Department. All Rights Reserved. University Physics, Exp 8:
More informationThe Ultra-scale Visualization Climate Data Analysis Tools (UV-CDAT): A Vision for Large-Scale Climate Data
The Ultra-scale Visualization Climate Data Analysis Tools (UV-CDAT): A Vision for Large-Scale Climate Data Lawrence Livermore National Laboratory? Hank Childs (LBNL) and Charles Doutriaux (LLNL) September
More informationRobot Navigation. Johannes Maurer, Institute for Software Technology TEDUSAR Summerschool 2014. u www.tugraz.at
1 Robot Navigation u www.tugraz.at 2 Motivation challenges physical laws e.g. inertia, acceleration uncertainty e.g. maps, observations geometric constraints e.g. shape of a robot dynamic environment e.g.
More information1 The water molecule and hydrogen bonds in water
The Physics and Chemistry of Water 1 The water molecule and hydrogen bonds in water Stoichiometric composition H 2 O the average lifetime of a molecule is 1 ms due to proton exchange (catalysed by acids
More informationFiberApp: an Open-source Software for Tracking and Analyzing Biomacromolecules, Polymers, Filaments and Fibrous Objects
Supporting Information for FiberApp: an Open-source Software for Tracking and Analyzing Biomacromolecules, Polymers, Filaments and Fibrous Objects Ivan Usov and Raffaele Mezzenga ETH Zurich, Department
More informationBlender Notes. Introduction to Digital Modelling and Animation in Design Blender Tutorial - week 9 The Game Engine
Blender Notes Introduction to Digital Modelling and Animation in Design Blender Tutorial - week 9 The Game Engine The Blender Game Engine This week we will have an introduction to the Game Engine build
More informationComputers in Film Making
Computers in Film Making Snow White (1937) Computers in Film Making Slide 1 Snow White - Disney s Folly Moral: Original Budget $250,000 Production Cost $1,488,422 Frames 127,000 Production time 3.5 years
More informationOpenFOAM Opensource and CFD
OpenFOAM Opensource and CFD Andrew King Department of Mechanical Engineering Curtin University Outline What is Opensource Software OpenFOAM Overview Utilities, Libraries and Solvers Data Formats The CFD
More informationHands-on: Data analysis and advanced scripting. Mario Orsi m.orsi@qmul.ac.uk www.orsi.sems.qmul.ac.uk
Hands-on: Data analysis and advanced scripting Mario Orsi m.orsi@qmul.ac.uk www.orsi.sems.qmul.ac.uk LAMMPS workshop, ICTP Trieste, 25 March 2014 Learning objectives On-the-fly analysis: use LAMMPS to
More informationVisualization of Adaptive Mesh Refinement Data with VisIt
Visualization of Adaptive Mesh Refinement Data with VisIt Gunther H. Weber Lawrence Berkeley National Laboratory VisIt Richly featured visualization and analysis tool for large data sets Built for five
More informationCOMPETENCY GOAL 1: The learner will develop abilities necessary to do and understand scientific inquiry.
North Carolina Standard Course of Study and Grade Level Competencies, Physics I Revised 2004 139 Physics PHYSICS - Grades 9-12 Strands: The strands are: Nature of Science, Science as Inquiry, Science and
More informationSOFA an Open Source Framework for Medical Simulation
SOFA an Open Source Framework for Medical Simulation J. ALLARD a P.-J. BENSOUSSAN b S. COTIN a H. DELINGETTE b C. DURIEZ b F. FAURE b L. GRISONI b and F. POYER b a CIMIT Sim Group - Harvard Medical School
More informationOrbits of the Lennard-Jones Potential
Orbits of the Lennard-Jones Potential Prashanth S. Venkataram July 28, 2012 1 Introduction The Lennard-Jones potential describes weak interactions between neutral atoms and molecules. Unlike the potentials
More informationMultiple Choice For questions 1-10, circle only one answer.
Test Bank - Chapter 1 The questions in the test bank cover the concepts from the lessons in Chapter 1. Select questions from any of the categories that match the content you covered with students. The
More informationOrbital Mechanics. Angular Momentum
Orbital Mechanics The objects that orbit earth have only a few forces acting on them, the largest being the gravitational pull from the earth. The trajectories that satellites or rockets follow are largely
More informationStructure Check. Authors: Eduard Schreiner Leonardo G. Trabuco. February 7, 2012
University of Illinois at Urbana-Champaign NIH Resource for Macromolecular Modeling and Bioinformatics Beckman Institute Computational Biophysics Workshop Structure Check Authors: Eduard Schreiner Leonardo
More informationStructure Factors 59-553 78
78 Structure Factors Until now, we have only typically considered reflections arising from planes in a hypothetical lattice containing one atom in the asymmetric unit. In practice we will generally deal
More informationCFD Application on Food Industry; Energy Saving on the Bread Oven
Middle-East Journal of Scientific Research 13 (8): 1095-1100, 2013 ISSN 1990-9233 IDOSI Publications, 2013 DOI: 10.5829/idosi.mejsr.2013.13.8.548 CFD Application on Food Industry; Energy Saving on the
More informationDefects Introduction. Bonding + Structure + Defects. Properties
Defects Introduction Bonding + Structure + Defects Properties The processing determines the defects Composition Bonding type Structure of Crystalline Processing factors Defects Microstructure Types of
More informationConstrained curve and surface fitting
Constrained curve and surface fitting Simon Flöry FSP-Meeting Strobl (June 20, 2006), floery@geoemtrie.tuwien.ac.at, Vienna University of Technology Overview Introduction Motivation, Overview, Problem
More informationGauss Formulation of the gravitational forces
Chapter 1 Gauss Formulation of the gravitational forces 1.1 ome theoretical background We have seen in class the Newton s formulation of the gravitational law. Often it is interesting to describe a conservative
More informationJOMO KENYATTA UNIVERSITY OF AGRICULTURE AND TECHNOLOGY.
DAY 1 HRD 2101 - COMMUNICATION SKILLS ASS. HALL SZL 2111 - HIV/AIDS ASS. HALL 7/3/2011 SMA 2220 - VECTOR ANALYSIS ASS. HALL SCH 2103 - ORGANIC CHEMISTRY ASS. HALL SCH 2201 - PHYSICAL CHEMISTRY II ASS.
More informationClass of 2016 Second Year Common CORE - 2013-2014
2013-2014 Engineering and Applied Science Calendar Class of 2016 Second Year Common CORE - 2013-2014 APSC 200 Engineering Design and Practice II F 3-0-1 4 APSC 293 Engineering Communications F.25-0-.75
More informationParallel Visualization of Petascale Simulation Results from GROMACS, NAMD and CP2K on IBM Blue Gene/P using VisIt Visualization Toolkit
Available online at www.prace-ri.eu Partnership for Advanced Computing in Europe Parallel Visualization of Petascale Simulation Results from GROMACS, NAMD and CP2K on IBM Blue Gene/P using VisIt Visualization
More informationState Newton's second law of motion for a particle, defining carefully each term used.
5 Question 1. [Marks 20] An unmarked police car P is, travelling at the legal speed limit, v P, on a straight section of highway. At time t = 0, the police car is overtaken by a car C, which is speeding
More informationPage 1 of 5. (Modules, Subjects) SENG DSYS PSYS KMS ADB INS IAT
Page 1 of 5 A. Advanced Mathematics for CS A1. Line and surface integrals 2 2 A2. Scalar and vector potentials 2 2 A3. Orthogonal curvilinear coordinates 2 2 A4. Partial differential equations 2 2 4 A5.
More informationAFM Image Deconvolution Software User s Manual
M. C. Goh Research Group Version 2.0 AFM Image Deconvolution Software User s Manual Table of Content Introduction Contact M. C. Goh Research Group... 3 Zod Information... 3 Installing Zod Downloading files...
More informationPS-6.2 Explain the factors that determine potential and kinetic energy and the transformation of one to the other.
PS-6.1 Explain how the law of conservation of energy applies to the transformation of various forms of energy (including mechanical energy, electrical energy, chemical energy, light energy, sound energy,
More information