Presentation is loading. Please wait.

Presentation is loading. Please wait.

A CyberGIS Environment for Near-Real-Time Spatial Analysis of Social Media Data Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory.

Published byKody Sledge Modified over 9 years ago

Similar presentations

Presentation on theme: "A CyberGIS Environment for Near-Real-Time Spatial Analysis of Social Media Data Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory."— Presentation transcript:

1 A CyberGIS Environment for Near-Real-Time Spatial Analysis of Social Media Data
Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory (CIGI) Department of Geography and Geographic Information Science Department of Computer Science Department of Urban and Regional Planning National Center for Supercomputing Applications (NCSA) University of Illinois at Urbana-Champaign NSF-CDI Specialist Meeting Knowledge Discovery in Cyberspace and Big Data San Diego, CA August 7, 2013

2 Cyberinfrastructure – A Simplified View
Data / Information People Integration Collaboration Computing Communication

3 Advanced Cyberinfrastructure Examples

4 CyberGIS – A Tetrahedron View
Data / Information Geo Spatial CyberGIS Computing Communication

5 What is special about “G” in CyberGIS?
Location Place Space Spatiotemporal Integration Synthesis

6

7 Hypothesis: Is such detection feasible based on social media data?
CyberGIS FluMapper Purpose: Early and fine- spatiotemporal-scale detection of flu outbreak Hypothesis: Is such detection feasible based on social media data?

8 Demo

9 Questions – Scientific Problem Solving
How to detect, represent, and communicate spatiotemporal patterns of flu risk? How to reveal spatial diffusion trajectories across various spatiotemporal scales?

10 Wang, S. , Cao, G. , Zhang, Z. , Zhao, Y. , and Padmanabhan, A. 2012
Wang, S., Cao, G., Zhang, Z., Zhao, Y., and Padmanabhan, A “A CyberGIS Environment for Analysis of Location-Based Social Media Data.” In: Location-Based Computing and Services, 2nd Edition, ed. A. K. Hassan and H. Amin, CRC Press, pages:

11 FluMapper Components Data collection and processing
Collects, processes and stores streaming data from Twitter in near real time Scalable services to query raw and derived data Spatiotemporal data model Provides aggregated data and statistics at multiple scales for efficient information retrieval At the finest scale, the conterminous United States is represented as a field of 30-arc second resolution Exploratory data analysis Kernel density estimation (KDE) Monte-Carlo simulations Flow mapping Single-source flow mapping is applied to depict movement patterns

12 Spatiotemporal Data Cube
(May 23 ~ June 5, 2013)

13 A 2D Illustrative Example

14 Questions – CyberGIS How to model and analyze big data that are not collected for the purpose of intended spatiotemporal analysis? How to integrate hybrid spatiotemporal analyses? How to replicate and validate such analyses? What are the key CyberGIS characteristics? What are the basic building blocks of CyberGIS?

15 NSF CyberGIS Project $4.43 million, Year: 2010-1015
Principal Investigator Shaowen Wang Project Staff ASU: Wenwen Li and Rob Pahle ORNL: Ranga Raju Vatsavai SDSC: Choonhan Youn UIUC: Yan Liu and Anand Padmanabhan Graduate and undergraduate students Co-Principal Investigators Luc Anselin Budhendra Bhaduri Timothy Nyerges Nancy Wilkins-Diehr Senior Personnel Michael Goodchild Sergio Rey Xuan Shi Marc Snir E. Lynn Usery Industrial Partner: Esri Steve Kopp

16 Overarching Goal Establish CyberGIS as a fundamentally new software framework comprising a seamless integration of advanced cyberinfrastructure, GIS, and spatial analysis and modeling capabilities and, thus, leads to widespread scientific breakthroughs and broad societal impacts

17 Long Tail – CyberGIS for Whom?
CyberGIS Gateway CyberGIS Toolkit GISolve

18 GISolve Middleware

19 Integration Framework

20 Wang, S. , Anselin, L. , Bhaduri, B. , Crosby, C. , Goodchild, M. F
Wang, S., Anselin, L., Bhaduri, B., Crosby, C., Goodchild, M. F., Liu, Y., and Nyerges, T. L. “CyberGIS Software: A Synthetic Review and Integration Roadmap.” International Journal of Geographical Information Science, DOI: /

21 CyberGIS Gateway – Broad Approach – Lowering Entry Door to CyberGIS Analytics

22 CyberGIS Toolkit – Deep Approach
Integrated with advanced cyberinfrastructure Plug and play Geo/spatial as an integration axis Open Access Community Source Service

23 Science Drivers and Applications
Climate science Emergency management Geographic information science Geography and spatial sciences Hydrology Humanities Political science Public health Sustainability science

24 Cyber + GIS > Cyber | GIS

25 Education and Workforce
Curriculum and pedagogy Open ecosystems CyberGIS Gateway CyberGIS Toolkit Partnerships

26 Data-Intensive Sciences and Applications
Vision Data-Intensive Sciences and Applications Computational Thinking Spatial Thinking CyberGIS Gateway CyberGIS Toolkit Space-Time Integration & Synthesis GISolve Middleware Cyberinfrastructure

27 A collaborative software framework encompassing many research fields Geo Spatial Empowering numerous applications and sciences Seamless integration of advanced cyberinfrastructure, GIS, and spatial analysis and modeling Capable of handling huge volumes of data, complex analysis and visualization required for many challenging applications Empower high-performance and collaborative geospatial problem solving Gain fundamental understanding of scalable and sustainable CyberGIS ecosystems 27

28 Acknowledgments Federal Agencies Industry
Department of Energy’s Office of Science National Science Foundation BCS EAR OCI PHY PHY TeraGrid/XSEDE SES070004 Industry Environmental Systems Research Institute (Esri) Silicon Graphics, Inc. (SGI) 28

29 Acknowledgments – CIGI
29

30 Thanks! Comments/Questions?

Download ppt "A CyberGIS Environment for Near-Real-Time Spatial Analysis of Social Media Data Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory."

Similar presentations

Maines Sustainability Solutions Initiative (SSI) Focuses on research of the coupled dynamics of social- ecological systems (SES) and the translation of.

Maines Sustainability Solutions Initiative (SSI) Focuses on research of the coupled dynamics of social- ecological systems (SES) and the translation of.
Supporting Research on Campus - Using Cyberinfrastructure (CI) Public research use of ICT has rapidly increased in the past decade, requiring high performance.

Supporting Research on Campus - Using Cyberinfrastructure (CI) Public research use of ICT has rapidly increased in the past decade, requiring high performance.
State of CyberGIS State of CyberGIS Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory (CIGI) Department of Geography and Geographic.

State of CyberGIS State of CyberGIS Shaowen Wang CyberInfrastructure and Geospatial Information Laboratory (CIGI) Department of Geography and Geographic.
SAN DIEGO SUPERCOMPUTER CENTER The Integration of 2 Science Gateways: CyberGIS + OpenTopography Choonhan Youn, Nancy Wilkins-Diehr, SDSC Christopher Crosby,

SAN DIEGO SUPERCOMPUTER CENTER The Integration of 2 Science Gateways: CyberGIS + OpenTopography Choonhan Youn, Nancy Wilkins-Diehr, SDSC Christopher Crosby,
SAN DIEGO SUPERCOMPUTER CENTER Choonhan Youn Viswanath Nandigam, Nancy Wilkins-Diehr, Chaitan Baru San Diego Supercomputer Center, University of California,

SAN DIEGO SUPERCOMPUTER CENTER Choonhan Youn Viswanath Nandigam, Nancy Wilkins-Diehr, Chaitan Baru San Diego Supercomputer Center, University of California,
Accelerating TauDEM as a Scalable Hydrological Terrain Analysis Service on XSEDE 1 Ye Fan 1, Yan Liu 1, Shaowen Wang 1, David Tarboton 2, Ahmet Yildirim.

Accelerating TauDEM as a Scalable Hydrological Terrain Analysis Service on XSEDE 1 Ye Fan 1, Yan Liu 1, Shaowen Wang 1, David Tarboton 2, Ahmet Yildirim.
1 Cyberinfrastructure Framework for 21st Century Science & Engineering (CF21) IRNC Kick-Off Workshop July 13, 2010 1.

1 Cyberinfrastructure Framework for 21st Century Science & Engineering (CF21) IRNC Kick-Off Workshop July 13,
Geographical Information Systems and Science Longley P A, Goodchild M F, Maguire D J, Rhind D W (2001) John Wiley and Sons Ltd 1. Systems, Science and.

Geographical Information Systems and Science Longley P A, Goodchild M F, Maguire D J, Rhind D W (2001) John Wiley and Sons Ltd 1. Systems, Science and.
Mapping the Spatial Diffusion of Innovations in Cyberspace and the Distortion Effects via Different Social Media Communication Channels Ming-Hsiang (Ming)

Mapping the Spatial Diffusion of Innovations in Cyberspace and the Distortion Effects via Different Social Media Communication Channels Ming-Hsiang (Ming)
Focus on Strategic R&D Budhendra Bhaduri, Raju Vatsavai Geographic Information Science and Technology (GIST), Computational Sciences and Engineering Division.

Focus on Strategic R&D Budhendra Bhaduri, Raju Vatsavai Geographic Information Science and Technology (GIST), Computational Sciences and Engineering Division.
NSF SBE|BCS|GSS Funding “Priorities” for Research in GIScience Scott Freundschuh, Program Director Geography and Spatial Sciences.

NSF SBE|BCS|GSS Funding “Priorities” for Research in GIScience Scott Freundschuh, Program Director Geography and Spatial Sciences.
1 从信息化基础设施角度展望 下一代地理信息系统 王少文 2008.10. 2 What is Cyberinfrastructure? It was six men of Indostan To learning much inclined, Who went to see the elephant.

1 从信息化基础设施角度展望 下一代地理信息系统 王少文 What is Cyberinfrastructure? It was six men of Indostan To learning much inclined, Who went to see the elephant.
Graphic Vision of Environment Threat in New Orleans Area after Katrina Student: Ke Yang Mentors: Dr. Wendy Zhang, Dr. Ju Chou COMPUTER SCIENCE, COLLEGE.

Graphic Vision of Environment Threat in New Orleans Area after Katrina Student: Ke Yang Mentors: Dr. Wendy Zhang, Dr. Ju Chou COMPUTER SCIENCE, COLLEGE.
PURPOSE OF THE UIF * Enable the University to seize opportunities at the frontiers of knowledge and learning or to reshape existing programs consistent.

PURPOSE OF THE UIF * Enable the University to seize opportunities at the frontiers of knowledge and learning or to reshape existing programs consistent.
Geographic Information Systems and Science SECOND EDITION Paul A. Longley, Michael F. Goodchild, David J. Maguire, David W. Rhind © 2005 John Wiley and.

Geographic Information Systems and Science SECOND EDITION Paul A. Longley, Michael F. Goodchild, David J. Maguire, David W. Rhind © 2005 John Wiley and.
Geographic Information System Geog 258: Maps and GIS February 17, 2006.

Geographic Information System Geog 258: Maps and GIS February 17, 2006.
Copyright © 2014 Pearson Education, Inc. 1 It's what you learn after you know it all that counts. John Wooden Key Terms and Review (Chapter 6) Enhancing.

Copyright © 2014 Pearson Education, Inc. 1 It's what you learn after you know it all that counts. John Wooden Key Terms and Review (Chapter 6) Enhancing.
The Potential of Geographical Information Systems (GIS) in Libraries Presented by Teri Ann Arion 24 February 2006.

The Potential of Geographical Information Systems (GIS) in Libraries Presented by Teri Ann Arion 24 February 2006.
Geospatial Analytics for Government Agencies and the General Public: The CyberGIS Toolkit as an Enabler U.S. Department of the Interior U.S. Geological.

Geospatial Analytics for Government Agencies and the General Public: The CyberGIS Toolkit as an Enabler U.S. Department of the Interior U.S. Geological.
Open Water Data Initiative an Esri perspective Special thanks to Al Rea USGS, and David Maidment University of Texas for reuse of slide content Steve Kopp.

Open Water Data Initiative an Esri perspective Special thanks to Al Rea USGS, and David Maidment University of Texas for reuse of slide content Steve Kopp.

Similar presentations

Ads by Google