Visualizing and Analyzing Massive Astronomical Datasets with Partiview
|
|
|
- Tyler Perry
- 10 years ago
- Views:
Transcription
1 Visualizing and Analyzing Massive Astronomical Datasets with Partiview Brian P. Abbott 1, Carter B. Emmart 1, Stuart Levy 2, and Charles T. Liu 1 1 American Museum of Natural History & Hayden Planetarium, New York NY 10024, USA 2 National Center for Supercomputing Applications, University of Illinois Champaign-Urbana, Urbana IL 61801, USA Abstract. Partiview is an advanced, real-time visualization tool for multi-dimensional datasets. Developed at NCSA, Partiview has cross-platform compatibility that allows its use in environments ranging from laptops to the 21-meter-diameter Hayden Planetarium dome, on scales varying from the solar neighborhood to large-scale structure. Current applications of Partiview include the simultaneous, fully interactive visualization of multiple datasets, including both observed and simulated data. The software is available at no cost from along with our Digital Universe data archive. A major priority of the ongoing development of Partiview is its integration as an analysis and visualization component of an International Virtual Observatory. 1 Introduction In 2000, the American Museum of Natural History (AMNH) completed the Rose Center for Earth and Space which included a rebuilt Hayden Planetarium. As part of this renovation, AMNH/Hayden created one of the largest immersive theaters in the world serving not only as an education/outreach facility, but also as a scientific tool for visualization. With our 21-meter dome and through our web site, we have brought complex scientific visualizations and our three dimensional atlas, the Digital Universe, to millions of visitors. The Digital Universe is a multi-dimensional atlas of the universe that one can use for data analysis or to simply explore the Milky Way or the extragalactic universe interactively. The software that allows the display of this atlas, Partiview, has been developed at the National Center for Supercomputing Applications (NCSA) and runs on a personal computer. Since April 2002, we have been distributing Partiview and our data to the public at no cost via our web site ( and have served over 10,000 downloads of our Milky Way Atlas. This paper will focus on these two interrelated projects, discussing their potential as an education/public outreach resource and scientific analysis tool for a Virtual Observatory. 2 The Partiview Visualization Software Partiview is a software package that was designed to provide real-time, interactive data visualization for three dimensional particle data. Developed at the
2 2 B. P. Abbott et al. National Center for Supercomputing Applications (NCSA), Partiview is actually the desktop version of a more versatile program called Virtual Director. These programs were designed to interactively record, edit, and play back a flight path through massive data sets inside a virtual environment like the CAVE. In 2002, the Department of Astrophysics and Hayden Planetarium at AMNH was given a grant from the NCSA Alliance to distribute and help develop Partiview to aid in scientific visualization. We have contributed to the distribution, documentation, and data collection for Partiview. We are also making contributions to the software itself, which will eventually be open source. Partiview differs from other data visualization programs in its ability to display and interleave multiple data sets at once. Seeing many data groups simultaneously, or even blinking one data set as you navigate in real-time among other data, provides a unique 3-D view that scientists often do not have access to. Partiview also differs from other visualization tools in the ease by which data are imported. There is no new programming syntax to learn, just a simple, concise command structure that tailors the display to your needs. Figure 1 shows Partiview with the 2dF galaxy and Sloan quasar surveys displayed. Currently, Partiview runs on Linux, IRIX, Windows, and Mac OSX. The graphics output is OpenGL while the graphical user interface is written in FLTK. The efficiency of data rendering in Partiview depends on the graphics support as well as the complexity of the data. With our off-the-shelf laptop computer, we are able to display hundreds of thousands of particles and render them in real-time without any performance problems. Time evolving data are also supported in Partiview. Namely, time evolving, three dimensional stellar dynamics codes have been accommodated for display and analysis in Partiview. Furthermore, Partiview can display other particle simulations such as galaxy collisions as well as polygonal surface models. Partiview, then, is not just a static particle viewer, but can accommodate dynamic simulations and theoretical computations, making this software an ideal tool for both theoretical and observational astronomers and scientists of all disciplines. 3 A Digital Universe As part of the rebuilt Hayden Planetarium and newly-formed Department of Astrophysics, the American Museum of Natural History endeavored to create a Digital Universe that would not only take visitors on guided tours of the three dimensional universe but, more importantly, be a resource for the scientific community. Initially funded by NASA in 1998, our first goal was to build a Digital Milky Way Galaxy. We achieved this goal, building a statistical galaxy with over 800 million stars and other objects integrated with observed data sets. Since then, we have expanded our interests to include the entire observable universe. We are collecting data on all scales and from many scientific disciplines. Additionally, many scientists have offered their data for use and distribution in the Digital Universe so that the scientific and education communities can share these data and view them within Partiview. We intend for the Digital Universe
3 Visualizing Data with Partiview 3 to be a Partiview data node for the Virtual Observatory, shared by and accessible to scientists, educators, and the general public. 4 Integration Into a Virtual Observatory We see great potential for both Partiview and the Digital Universe to be integral components of a Virtual Observatory. The main benefits that are available right now include: Data Visualization Currently, Partiview is mature enough to be used as a robust tool for visualizing data in real-time. While there are many paths of development that will enhance its functionality in the future, as it stands now Partiview is more than capable of providing an interactive, multi-dimensional visualization of existing observed and theoretical particle data. Data Distribution We are currently distributing data for use in Partiview. These data are mainly targeted at education and outreach organizations. With our Milky Way Atlas and Extragalactic Atlas, we provide everyone, from student to scientist, a rare view of our universe. Most of these data sets are derived from publicly-available data that exist in archives, however, others are from direct contact with project scientists. While the means of data distribution are primitive right now, we intend to integrate data standards that will be updated as those of the Virtual Observatory evolve. Education/Public Outreach Node Although we are a research institution, the American Museum of Natural History has a strong commitment to education and public outreach. We provide complex scientific visualizations to millions of visitors per year our outreach potential is among the best of any scientific institution. We are tapping this potential for our distribution of the Digital Universe and Partiview. As these become more strongly coupled with the Virtual Observatory, we will be ideally placed to bring complex data sets to a public audience in understandable ways. While there are many improvements to be made, we feel Partiview is ready for integration into a Virtual Observatory right now. These improvements, which we discuss in the following section, will enhance the functionality of Partiview as well as improve access to an expanded Digital Universe data archive. 5 Future Enhancements In the future, we intend to enhance both the Partiview software as well as the Digital Universe archive. These changes will take place in conjunction with development by other scientific groups who are also adding features to Partiview. We will concentrate our enhancements to Partiview in several areas. One major area for improvement is the user interface. Currently, much of the functionality in Partiview is accessed via commands, while some of the more common tasks are found in a small graphical user interface (GUI). We plan to add functions
4 4 B. P. Abbott et al. and commands to the GUI which will make Partiview easier and more natural to use. We will also make improvements to the remote conferencing and collaborative modes of Partiview so that one Partiview could talk to many other instances of Partiview, broadcasting the view of multiple data sets over the Internet. In addition, we will provide more sophisticated data access capabilities into Partiview, allowing for on-line data access, conversion, and display. Finally, we will continue to update and improve the documentation and distribution methods for Partiview. The Digital Universe, being less technically sophisticated, will require more development. We hope to first provide our data in sensible ways over the Internet. Currently, these are offered as ASCII files; however, once data standards are set, be it XML or some other data standard, we intend to integrate these standards so that our Digital Universe archive will be compatible with other standardized archives. We will also make data importation a smoother process, creating routines to convert data into the Partiview format. This will open up the possibility of on-the-fly, over the Internet visualization by loading and displaying data interactively. We believe these enhancements will insure that Partiview and the Digital Universe, as part of a Virtual Observatory, will be a powerful visualization tool for scientists and a valuable outreach resource for transmitting science to a broad audience. Acknowledgments We would like to acknowledge the National Center for Supercomputing Applications Alliance for their support of the development and distribution of Partiview and NASA for their support of the Digital Universe.
5 Visualizing Data with Partiview 5 Fig. 1. A screen shot of Partiview. Shown (in glorious black and white) are the 2dF galaxy survey (white points) and the Sloan Quasar Survey (gray points). Our vantage point is such that the flat, fan-like portion of data extending out from the Earth (toward the top of the viewing area) is at a low angle of inclination while the opposite side (at bottom) is inclined at a higher angle, thereby revealing the structure of these data. The megaparsec grid is in the same plane as the data in the top of the viewing area. It should be noted that static images cannot capture the 3-D view, particularly when you are in motion.
Astrophysics with Terabyte Datasets. Alex Szalay, JHU and Jim Gray, Microsoft Research
Astrophysics with Terabyte Datasets Alex Szalay, JHU and Jim Gray, Microsoft Research Living in an Exponential World Astronomers have a few hundred TB now 1 pixel (byte) / sq arc second ~ 4TB Multi-spectral,
Undergraduate Studies Department of Astronomy
WIYN 3.5-meter Telescope at Kitt Peak near Tucson, AZ Undergraduate Studies Department of Astronomy January 2014 Astronomy at Indiana University General Information The Astronomy Department at Indiana
VisIt Visualization Tool
The Center for Astrophysical Thermonuclear Flashes VisIt Visualization Tool Randy Hudson [email protected] Argonne National Laboratory Flash Center, University of Chicago An Advanced Simulation and Computing
What is the Sloan Digital Sky Survey?
What is the Sloan Digital Sky Survey? Simply put, the Sloan Digital Sky Survey is the most ambitious astronomical survey ever undertaken. The survey will map one-quarter of the entire sky in detail, determining
Learning from Big Data in
Learning from Big Data in Astronomy an overview Kirk Borne George Mason University School of Physics, Astronomy, & Computational Sciences http://spacs.gmu.edu/ From traditional astronomy 2 to Big Data
Galaxy Garden Enterprises LLC
www.jonlomberg.com www.galaxygarden.net [email protected] [email protected] P. O. Box 207 Honaunau HI 96726 U.S.A 808-328-9598 JON LOMBERG Galaxy Garden Earth s first walk-through model of our
VisIVO, an open source, interoperable visualization tool for the Virtual Observatory
Claudio Gheller (CINECA) 1, Ugo Becciani (OACt) 2, Marco Comparato (OACt) 3 Alessandro Costa (OACt) 4 VisIVO, an open source, interoperable visualization tool for the Virtual Observatory 1: [email protected]
HPC & Visualization. Visualization and High-Performance Computing
HPC & Visualization Visualization and High-Performance Computing Visualization is a critical step in gaining in-depth insight into research problems, empowering understanding that is not possible with
IBM Deep Computing Visualization Offering
P - 271 IBM Deep Computing Visualization Offering Parijat Sharma, Infrastructure Solution Architect, IBM India Pvt Ltd. email: [email protected] Summary Deep Computing Visualization in Oil & Gas
VisIVO, a VO-Enabled tool for Scientific Visualization and Data Analysis: Overview and Demo
Claudio Gheller (CINECA), Marco Comparato (OACt), Ugo Becciani (OACt) VisIVO, a VO-Enabled tool for Scientific Visualization and Data Analysis: Overview and Demo VisIVO: Visualization Interface for the
IDL. Get the answers you need from your data. IDL
Get the answers you need from your data. IDL is the preferred computing environment for understanding complex data through interactive visualization and analysis. IDL Powerful visualization. Interactive
Visualization and Simulation for Research and Collaboration. An AVI-SPL Tech Paper. www.avispl.com (+01).866.559.8197
Visualization and Simulation for Research and Collaboration An AVI-SPL Tech Paper www.avispl.com (+01).866.559.8197 1 Tech Paper: Visualization and Simulation for Research and Collaboration (+01).866.559.8197
Web Conferencing Glossary
Web Conferencing Glossary Ad-Hoc Meeting a meeting that can be held immediately, on-the-fly Adobe Connect Adobe Connect is a Web Conferencing solution that provides rich, interactive, multimedia experiences
Science Standard 4 Earth in Space Grade Level Expectations
Science Standard 4 Earth in Space Grade Level Expectations Science Standard 4 Earth in Space Our Solar System is a collection of gravitationally interacting bodies that include Earth and the Moon. Universal
Easing embedded Linux software development for SBCs
Page 1 of 5 Printed from: http://www.embedded-computing.com/departments/eclipse/2006/11/ Easing embedded Linux software development for SBCs By Nathan Gustavson and Eric Rossi Most programmers today leaving
MayaVi: A free tool for CFD data visualization
MayaVi: A free tool for CFD data visualization Prabhu Ramachandran Graduate Student, Dept. Aerospace Engg. IIT Madras, Chennai, 600 036. e mail: [email protected] Keywords: Visualization, CFD data,
Data Visualization Study at Earth Simulator Center
Chapter 4 Visualization Data Visualization Study at Earth Simulator Center Project Representative Akira Kageyama The Earth Simulator Center, Japan Agency for Marine-Earth Science and Technology Authors
An interactive 3D visualization system for displaying fieldmonitoring
icccbe 2010 Nottingham University Press Proceedings of the International Conference on Computing in Civil and Building Engineering W Tizani (Editor) An interactive 3D visualization system for displaying
Microsoft Research WorldWide Telescope Multi-Channel Dome/Frustum Setup Guide
Microsoft Research WorldWide Telescope Multi-Channel Dome/Frustum Setup Guide Prepared by Beau Guest & Doug Roberts Rev. 1.4, October 2013 Introduction Microsoft Research WorldWide Telescope (WWT) is a
How to Ingest Data into Google BigQuery using Talend for Big Data. A Technical Solution Paper from Saama Technologies, Inc.
How to Ingest Data into Google BigQuery using Talend for Big Data A Technical Solution Paper from Saama Technologies, Inc. July 30, 2013 Table of Contents Intended Audience What you will Learn Background
New Generation of Software Development
New Generation of Software Development Terry Hon University of British Columbia 201-2366 Main Mall Vancouver B.C. V6T 1Z4 [email protected] ABSTRACT In this paper, I present a picture of what software development
Einstein Rings: Nature s Gravitational Lenses
National Aeronautics and Space Administration Einstein Rings: Nature s Gravitational Lenses Leonidas Moustakas and Adam Bolton Taken from: Hubble 2006 Science Year in Review The full contents of this book
Introduction to LSST Data Management. Jeffrey Kantor Data Management Project Manager
Introduction to LSST Data Management Jeffrey Kantor Data Management Project Manager LSST Data Management Principal Responsibilities Archive Raw Data: Receive the incoming stream of images that the Camera
Study of Large-Scale Data Visualization
Study of Large-Scale Data Visualization Project Representative Fumiaki Araki The Earth Simulator Center, Japan Agency for Marine-Earth Science and Technology Authors Fumiaki Araki 1, Shintaro Kawahara
How is EnSight Uniquely Suited to FLOW-3D Data?
How is EnSight Uniquely Suited to FLOW-3D Data? July 5, 2011 figure 1. FLOW-3D model of Dam visualized with EnSight If you would like to know how CEI s EnSight offers you more power than other postprocessors
Trimble Realworks Software
TECHNICAL NOTES Trimble Realworks Software A Powerful 3D Laser Scanning Office Software Suite DESIGNED FOR TODAY S MULTIFACETED SCANNING PROFESSIONAL, TRIMBLE REALWORKS IS A POWERFUL OFFICE SOFTWARE THAT
13.2 THE INTEGRATED DATA VIEWER A WEB-ENABLED APPLICATION FOR SCIENTIFIC ANALYSIS AND VISUALIZATION
13.2 THE INTEGRATED DATA VIEWER A WEB-ENABLED APPLICATION FOR SCIENTIFIC ANALYSIS AND VISUALIZATION Don Murray*, Jeff McWhirter, Stuart Wier, Steve Emmerson Unidata Program Center, Boulder, Colorado 1.
COMPUTABLE DOCUMENT FORMAT
COMPUTABLE DOCUMENT FORMAT Providing a customer with an interactive data viewer is much more effective than static graphs in a PowerPoint presentation. Steven R. Stuve Senior R&D Engineer, Hamlin Electronics
Galaxy Morphological Classification
Galaxy Morphological Classification Jordan Duprey and James Kolano Abstract To solve the issue of galaxy morphological classification according to a classification scheme modelled off of the Hubble Sequence,
WELCOME TO THE FUTURE OF DIGITAL SIGNAGE
WELCOME TO THE FUTURE OF DIGITAL SIGNAGE Welcome to the future of digital signage Retail outlets, entertainment venues, travel hubs, bars, restaurants, hotels, company offices Digital Signage (DS) is firmly
The PACS Software System. (A high level overview) Prepared by : E. Wieprecht, J.Schreiber, U.Klaas November,5 2007 Issue 1.
The PACS Software System (A high level overview) Prepared by : E. Wieprecht, J.Schreiber, U.Klaas November,5 2007 Issue 1.0 PICC-ME-DS-003 1. Introduction The PCSS, the PACS ICC Software System, is the
The Camelot Project J. Warnock
The Camelot Project J. Warnock This document describes the base technology and ideas behind the project named Camelot. This project s goal is to solve a fundamental problem that confronts today s companies.
How to Develop Accessible Linux Applications
Sharon Snider Copyright 2002 by IBM Corporation v1.1, 2002 05 03 Revision History Revision v1.1 2002 05 03 Revised by: sds Converted to DocBook XML and updated broken links. Revision v1.0 2002 01 28 Revised
Adaptive Sampling and the Autonomous Ocean Sampling Network: Bringing Data Together With Skill
Adaptive Sampling and the Autonomous Ocean Sampling Network: Bringing Data Together With Skill Lev Shulman, University of New Orleans Mentors: Paul Chandler, Jim Bellingham, Hans Thomas Summer 2003 Keywords:
ENHANCED PUBLICATIONS IN THE CZECH REPUBLIC
ENHANCED PUBLICATIONS IN THE CZECH REPUBLIC PETRA PEJŠOVÁ, HANA VYČÍTALOVÁ [email protected], [email protected] The National Library of Technology, Czech Republic Abstract The aim of this
Orientation to the Sky: Apparent Motions
Chapter 2 Orientation to the Sky: Apparent Motions 2.1 Purpose The main goal of this lab is for you to gain an understanding of how the sky changes during the night and over the course of a year. We will
Using the RSNA s Teaching File Software
Using the RSNA s Teaching File Software Slides are not to be reproduced Using MIRC for Departmental Teaching Files Outline Introduction to teaching files MIRC Overview MIRC Query MIRC Authoring MIRC installation
1. INTERFACE ENHANCEMENTS 2. REPORTING ENHANCEMENTS
W E L C O M E T O M O N I T O R I N G H E A V E N NEW THINGS ABOUT PANDORA FMS 5.0 A new version of Pandora FMS full of enhancements is about to hit the market. Pandora FMS 5.0 will be released by the
Zhenping Liu *, Yao Liang * Virginia Polytechnic Institute and State University. Xu Liang ** University of California, Berkeley
P1.1 AN INTEGRATED DATA MANAGEMENT, RETRIEVAL AND VISUALIZATION SYSTEM FOR EARTH SCIENCE DATASETS Zhenping Liu *, Yao Liang * Virginia Polytechnic Institute and State University Xu Liang ** University
Teaching Computational Thinking using Cloud Computing: By A/P Tan Tin Wee
Teaching Computational Thinking using Cloud Computing: By A/P Tan Tin Wee Technology in Pedagogy, No. 8, April 2012 Written by Kiruthika Ragupathi ([email protected]) Computational thinking is an emerging
Data Sheet. definiti 3D Stereo Theaters + definiti 3D Stereo Projection for Full Dome. S7a1801
S7a1801 OVERVIEW In definiti 3D theaters, the audience wears special lightweight glasses to see the world projected onto the giant dome screen with real depth perception called 3D stereo. The effect allows
The Virtual Observatory: What is it and how can it help me? Enrique Solano LAEFF / INTA Spanish Virtual Observatory
The Virtual Observatory: What is it and how can it help me? Enrique Solano LAEFF / INTA Spanish Virtual Observatory Astronomy in the XXI century The Internet revolution (the dot com boom ) has transformed
3D Client Software - Interactive, online and in real-time
3D Client Software - Interactive, online and in real-time Dipl.Inform.Univ Peter Schickel CEO Bitmanagement Software Vice President Web3D Consortium, Mountain View, USA OGC/Web3D liaison manager Presentation
Vdot A Revolutionary Tool for Space Logistics Campaign Planning and Simulation
AIAA SPACE 2009 Conference & Exposition 14-17 September 2009, Pasadena, California AIAA 2009-6551 Vdot A Revolutionary Tool for Space Logistics Campaign Planning and Simulation Roger Herdy 1 Qualis Corporation,
Visualization and Data Analysis with VIDA. Joe Corkery OpenEye Scientific Software
Visualization and Data Analysis with VIDA Joe Corkery OpenEye Scientific Software OpenEye Small software company Efficient large scale 3D computations Tools for managing computed data VIDA Primarily a
Surface and Volumetric Data Rendering and Visualization
Surface and Volumetric Data Rendering and Visualization LAB: Blender integration with OpenGL/Qt Massimo Mauro Department of Information Engineering Faculty of Engineering University of Brescia Via Branze,
Vanguard Knowledge Automation System
KNOWLEDGE AUTOMATION SYSTEM: OVERVIEW Vanguard Knowledge Automation System Turn routine processes into easy-to-use Web Apps Vanguard Knowledge Automation System lets you capture routine business processes
X Series Application Note 43:
X Series Application Note 43: Using the Remote Viewing & Web Pages of the X - Series & GR Series Recorders The Remote Viewing function of the X-Series and GR Series Recorders provide the user with the
A Conceptual Approach to Data Visualization for User Interface Design of Smart Grid Operation Tools
A Conceptual Approach to Data Visualization for User Interface Design of Smart Grid Operation Tools Dong-Joo Kang and Sunju Park Yonsei University [email protected], [email protected] Abstract
OPERATING INSTRUCTIONS Nikon TiE Deconvolution Microscope CCRB 1-220G
OPERATING INSTRUCTIONS Nikon TiE Deconvolution Microscope CCRB 1-220G Conventions Through these notes bold font refers to a software button and italics refer to a hardware switch. The software makes extensive
GRAFICA - A COMPUTER GRAPHICS TEACHING ASSISTANT. Andreas Savva, George Ioannou, Vasso Stylianou, and George Portides, University of Nicosia Cyprus
ICICTE 2014 Proceedings 1 GRAFICA - A COMPUTER GRAPHICS TEACHING ASSISTANT Andreas Savva, George Ioannou, Vasso Stylianou, and George Portides, University of Nicosia Cyprus Abstract This paper presents
Proposal for a Virtual 3D World Map
Proposal for a Virtual 3D World Map Kostas Terzidis University of California at Los Angeles School of Arts and Architecture Los Angeles CA 90095-1467 ABSTRACT The development of a VRML scheme of a 3D world
Science Investigations: Investigating Astronomy Teacher s Guide
Teacher s Guide Grade Level: 6 12 Curriculum Focus: Astronomy/Space Duration: 7 segments; 66 minutes Program Description This library of videos contains seven segments on celestial bodies and related science.
Case Study. Data Governance Portal. www.brainvire.com 2013 Brainvire Infotech Pvt Ltd Page 1 of 1
Case Study Data Governance Portal www.brainvire.com 2013 Brainvire Infotech Pvt Ltd Page 1 of 1 Client Requirement The website is the Data Governance intranet portal. Data Governance is the practice of
technical notes trimble realworks software
technical notes trimble realworks software A POWERFUL 3D LASER SCANNING OFFICE SOFTWARE SUITE Designed for today s multifaceted scanning professional, Trimble RealWorks is a powerful office software that
Safety and Security Systems
Safety and Security Systems Advancing security and well-being. Total Solutions in Communications Systems Specifically Designed to Safeguard People and Property SmartMsg expands your communications footprint
The Arctic Observing Network and its Data Management Challenges Florence Fetterer (NSIDC/CIRES/CU), James A. Moore (NCAR/EOL), and the CADIS team
The Arctic Observing Network and its Data Management Challenges Florence Fetterer (NSIDC/CIRES/CU), James A. Moore (NCAR/EOL), and the CADIS team Photo courtesy Andrew Mahoney NSF Vision What is AON? a
ENABLING HIGH PERFORMANCE GEOSPATIAL APPLICATIONS IN THE CLOUD _ WHITE PAPER
ENABLING HIGH PERFORMANCE GEOSPATIAL APPLICATIONS IN THE CLOUD _ WHITE PAPER CONTENTS I. INTRODUCTION 3 II. CHALLENGES OF DEPLOYING HIGH PERFORMANCE GEOSPATIAL CAPABILITIES IN THE CLOUD 3 A. Challenges
Parallel 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
Interactive Multimedia Courses-1
Interactive Multimedia Courses-1 IMM 110/Introduction to Digital Media An introduction to digital media for interactive multimedia through the study of state-of-the-art methods of creating digital media:
Visualisatie BMT. Introduction, visualization, visualization pipeline. Arjan Kok Huub van de Wetering ([email protected])
Visualisatie BMT Introduction, visualization, visualization pipeline Arjan Kok Huub van de Wetering ([email protected]) 1 Lecture overview Goal Summary Study material What is visualization Examples
Visualization Cluster Getting Started
Visualization Cluster Getting Started Contents 1 Introduction to the Visualization Cluster... 1 2 Visualization Cluster hardware and software... 2 3 Remote visualization session through VNC... 2 4 Starting
PackeTV Views Fast, Simple Setup for IPTV Channels
PackeTV Views Fast, Simple Setup for IPTV Channels White Paper Created by Visionary Solutions, Inc. October, 2013 http://www.vsicam.com http://www.linkedin.com/company/visionary- solutions- inc. http://www.facebook.com/vsiptv
3D Data Visualization / Casey Reas
3D Data Visualization / Casey Reas Large scale data visualization offers the ability to see many data points at once. By providing more of the raw data for the viewer to consume, visualization hopes to
The Solar Journey: Modeling Features of the Local Bubble and Galactic Environment of the Sun
The Solar Journey: Modeling Features of the Local Bubble and Galactic Environment of the Sun P.C. Frisch and A.J. Hanson Department of Astronomy and Astrophysics University of Chicago and Computer Science
cnds@napier Slide 1 Introduction cnds@napier 1 Lecture 6 (Network Layer)
Slide 1 Introduction In today s and next week s lecture we will cover two of the most important areas in networking and the Internet: IP and TCP. These cover the network and transport layer of the OSI
Code Estimation Tools Directions for a Services Engagement
Code Estimation Tools Directions for a Services Engagement Summary Black Duck software provides two tools to calculate size, number, and category of files in a code base. This information is necessary
Sanjeev Kumar. contribute
RESEARCH ISSUES IN DATAA MINING Sanjeev Kumar I.A.S.R.I., Library Avenue, Pusa, New Delhi-110012 [email protected] 1. Introduction The field of data mining and knowledgee discovery is emerging as a
KIP System K Software
KIP System K Software Print management solutions KIP System K Software Suite provides an enhanced user experience and exceptional productivity for the seamless control of colour and black & white print
A Color Placement Support System for Visualization Designs Based on Subjective Color Balance
A Color Placement Support System for Visualization Designs Based on Subjective Color Balance Eric Cooper and Katsuari Kamei College of Information Science and Engineering Ritsumeikan University Abstract:
DAME Astrophysical DAta Mining Mining & & Exploration Exploration GRID
DAME Astrophysical DAta Mining & Exploration on GRID M. Brescia S. G. Djorgovski G. Longo & DAME Working Group Istituto Nazionale di Astrofisica Astronomical Observatory of Capodimonte, Napoli Department
Cisco Business Video Solutions Visual Communications Increase Collaboration Effectiveness and Reduce Cost
Cisco Business Video Solutions Visual Communications Increase Collaboration Effectiveness and Reduce Cost Unlock Business Value with Immediacy and Impact Executive Summary Video is the fastest-growing
Tutorial for using Titan2D, online simulation tool on Vhub. Sylvain Charbonnier
Tutorial for using Titan2D, online simulation tool on Vhub Sylvain Charbonnier Introduction The Titan2D toolkit is used for modeling of geophysical mass flows over natural terrain (volcanic flows, avalanches,
DiskPulse DISK CHANGE MONITOR
DiskPulse DISK CHANGE MONITOR User Manual Version 7.9 Oct 2015 www.diskpulse.com [email protected] 1 1 DiskPulse Overview...3 2 DiskPulse Product Versions...5 3 Using Desktop Product Version...6 3.1 Product
Using the Flask Security Architecture to Facilitate Risk Adaptable Access Controls
Using the Flask Security Architecture to Facilitate Risk Adaptable Access Controls Machon Gregory Peter Loscocco [email protected] [email protected] National Security Agency Abstract Risk Adaptable
Secure Remote Control Security Features for Enterprise Remote Access and Control
Secure Remote Control Security Features for Enterprise Remote Access and Control Good communication is vital to any company, large or small. Many departments within companies are utilizing different platforms
The power of IBM SPSS Statistics and R together
IBM Software Business Analytics SPSS Statistics The power of IBM SPSS Statistics and R together 2 Business Analytics Contents 2 Executive summary 2 Why integrate SPSS Statistics and R? 4 Integrating R
Providing science efficiently in Physics and Computer Science in Kyrgyzstan remote schools by using Simulation and Virtual Reality
Modern Computer Applications in Science and Education Providing science efficiently in Physics and Computer Science in Kyrgyzstan remote schools by using Simulation and Virtual Reality ANGELO MUSAIO, ROBERTO
BIG DATA IN THE CLOUD : CHALLENGES AND OPPORTUNITIES MARY- JANE SULE & PROF. MAOZHEN LI BRUNEL UNIVERSITY, LONDON
BIG DATA IN THE CLOUD : CHALLENGES AND OPPORTUNITIES MARY- JANE SULE & PROF. MAOZHEN LI BRUNEL UNIVERSITY, LONDON Overview * Introduction * Multiple faces of Big Data * Challenges of Big Data * Cloud Computing
Analytic Modeling in Python
Analytic Modeling in Python Why Choose Python for Analytic Modeling A White Paper by Visual Numerics August 2009 www.vni.com Analytic Modeling in Python Why Choose Python for Analytic Modeling by Visual
How To Teach Data Science
The Past, Present, and Future of Data Science Education Kirk Borne @KirkDBorne http://kirkborne.net George Mason University School of Physics, Astronomy, & Computational Sciences Outline Research and Application
CE 504 Computational Hydrology Computational Environments and Tools Fritz R. Fiedler
CE 504 Computational Hydrology Computational Environments and Tools Fritz R. Fiedler 1) Operating systems a) Windows b) Unix and Linux c) Macintosh 2) Data manipulation tools a) Text Editors b) Spreadsheets
What s New in Analytics: Fall 2015
Adobe Analytics What s New in Analytics: Fall 2015 Adobe Analytics powers customer intelligence across the enterprise, facilitating self-service data discovery for users of all skill levels. The latest
Integrated Open-Source Geophysical Processing and Visualization
Integrated Open-Source Geophysical Processing and Visualization Glenn Chubak* University of Saskatchewan, Saskatoon, Saskatchewan, Canada [email protected] and Igor Morozov University of Saskatchewan,
