SlideShare a Scribd company logo
Visualization and Analysis of Spatiotemporal
Data using Free and Open Source
at the
National Renewable Energy Laboratory
GIS In The Rockies
Dan Getman | September 24,
2015
DOE National Labs:
Academia Industry
National Renewable Energy Laboratory
http://sovaeart.deviantart.com/art/Aura-183473554
http://en.wikipedia.org/wiki/Harvard_Law_School
http://en.wikipedia.org/wiki/New_York_City
DOE National Labs:
Academia
Unicorn
http://sovaeart.deviantart.com/art/Aura-183473554
http://en.wikipedia.org/wiki/Harvard_Law_School
http://en.wikipedia.org/wiki/New_York_City
Industry
National Renewable Energy Laboratory
NREL : Department of Energy National
Laboratory
o ~ 2400 People Focused on
o Energy Efficiency
o Renewable Energy
Geospatial Data Science Team
o ~ 16 People Focused on
o Spatial Analysis – Traditional GIS focused on EE and RE
o “Big Data” and Spatial Statistical Analysis
o Spatiotemporal Data Visualization
o Spatial Application Development
What’s The Point?
o Making sure the decisions we make with RE/EE are good
ones
National Renewable Energy Laboratory
NREL : Department of Energy National
Laboratory
o ~ 2400 People Focused on
o Energy Efficiency
o Renewable Energy
Geospatial Data Science Team
o ~ 16 People Focused on
o Spatial Analysis – Traditional GIS focused on EE and RE
o “Big Data” and Spatial Statistical Analysis
o Spatiotemporal Data Visualization
o Spatial Application Development
What’s The Point?
o Making sure the decisions we make with RE/EE are good
ones
National Renewable Energy Laboratory
What are we talking about here?
o Looking at a progression from proprietary to open
source software for analysis and application
development
o What were the drivers for this?
o What has it meant for our team?
o What are the Good and Bad outcomes of the decision?
o What are we able to do with all of this anyway?
National Renewable Energy Laboratory
Starting Point: Analysis (5 years
back)
Traditional Spatial Analysis
Big Data Analysis (Solar/Wind Data)
C/C++
TB of
Data
National Renewable Energy Laboratory
Starting Point: App
Development
Featur
e
Server
National Renewable Energy Laboratory
Starting Point: App
Development
Featur
e
Server
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
Developer.NREL.Gov
o Query raw datasets
o Run NREL models
o Download subsets of very
large datasets
o Build applications off of
our services
o API Umbrella is
Open Sourced and is the
source for API.DATA.GOV
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
Developer.NREL.Gov
o Query raw datasets
o Run NREL models
o Download subsets of very
large datasets
o Build applications off of
our services
o API Umbrella is
Open Sourced and is the
source for API.DATA.GOV
National Renewable Energy Laboratory
Current : Spatial Analysis
Pathway
National Renewable Energy Laboratory
Analysis
o R and libs
o Python and libs
o Postgres/PostGIS
o Quantum
Open Source Hit List:
Application
Development
o Ruby on Rails
o Python and libs
o Node JS
o Geoserver
o Postgres/PostGIS
o Tons of JS libs
o Backbone and Ember
o D3
o jQuery
o Leaflet
o OpenLayers
General
o Github
o Linux
o HDF
National Renewable Energy Laboratory
Benefits:
o Flexibility and Scalability
o Laptop -to- Server -to- Servers -to- HPC
o Ability to process multiple billions of data values
o Costs and Ease of Use
o Experimentation without having to purchase software
o So we can use the right tools for the problem at hand
o Promotes Modular Design
o Design to support substitution of tools as needed
o Promotes Integrated Architecture
o Analysis uses the same data and design as
applications
Open Source Reflections
National Renewable Energy Laboratory
Complexities:
o Staffing can be difficult
o Geospatial + Analysis + ESRI= NP
o Geospatial + Analysis + Some SQL = NP
o Geospatial + Visualization + ESRI = NP
Open Source Reflections
National Renewable Energy Laboratory
Complexities:
o Staffing can be difficult
o Geospatial + Analysis + ESRI= NP
o Geospatial + Analysis + Some SQL = NP
o Geospatial + Visualization + ESRI = NP
o Geospatial + Analysis + Really knows Postgres
=
Open Source Reflections
National Renewable Energy Laboratory
Complexities:
o Staffing can be difficult
o Geospatial + Analysis + ESRI= NP
o Geospatial + Analysis + Some SQL = NP
o Geospatial + Visualization + ESRI = NP
o Geospatial + Analysis + Really knows Postgres
=
Open Source Reflections
National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
Complexities:
o Staffing can be difficult
o Geospatial + Analysis + ESRI= NP
o Geospatial + Analysis + Some SQL = NP
o Geospatial + Visualization + ESRI = NP
o Geospatial + Analysis + Really knows Postgres
=
o Geospatial + Visualization + Advanced JS =
Open Source Reflections
National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
Complexities:
o Staffing can be difficult
o Geospatial + Analysis + ESRI= NP
o Geospatial + Analysis + Some SQL = NP
o Geospatial + Visualization + ESRI = NP
o Geospatial + Analysis + Really knows Postgres
=
o Geospatial + Visualization + Advanced JS =
Open Source Reflections
National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
Examples of Our Work
National Renewable Energy Laboratory
o Spatiotemporal Data Visualization
o Renewable Electricity Futures Study
Visualization
o 40k possible maps in one visualization
o Spatial Application Development
o Open Carto – Web Based Mapping Platform
o HyDRA – Hydrogen Vehicle Technology
o Geothermal Prospector
o Wind Prospector for Philippines
o Spatial Analysis
o Creation of large spatiotemporal resource
datasets
Let’s take a look at a few examples…
National Renewable Energy Laboratory
Your Questions and Feedback are Welcome
National Renewable Energy Laboratory
Dan Getman – dan.getman@nrel.gov

More Related Content

PPT
Using geo dcat ap specification for sharing metadata in geoss and inspire
PPTX
Less is More: Building Selective Anomaly Ensembles with Application to Event...
PDF
Citizen_Science_Environmental Monitoring_Pittcon_2017
PDF
2015 FOSS4G Track: Spatiotemporal Interface Development: Using Web Technologi...
PDF
Improving access to geospatial Big Data in the hydrology domain
PPTX
Geo know odw13-presentation
PDF
The Materials Project: An Electronic Structure Database for Community-Based M...
PDF
ICME Workshop Jul 2014 - The Materials Project
Using geo dcat ap specification for sharing metadata in geoss and inspire
Less is More: Building Selective Anomaly Ensembles with Application to Event...
Citizen_Science_Environmental Monitoring_Pittcon_2017
2015 FOSS4G Track: Spatiotemporal Interface Development: Using Web Technologi...
Improving access to geospatial Big Data in the hydrology domain
Geo know odw13-presentation
The Materials Project: An Electronic Structure Database for Community-Based M...
ICME Workshop Jul 2014 - The Materials Project

Similar to 2015 FOSS4G Track: Visualization and Analysis of Spatiotemporal Data using Free and Open Source Software at the National Renewable Energy Laboratory by Dan Getman (20)

PDF
Preservation And Reuse In High Energy Physics Salvatore Mele
PPT
The Emerging Cyberinfrastructure for Earth and Ocean Sciences
PDF
Matakuliah AI PENS 2. Search Algorithms (Teori).pdf
PDF
Arctic Web Map, PolarMap.js, Arctic Sensor Web, and Arctic Citizen Sensors
PPT
Linked Data in Learning Analytics Tools
PDF
20130606 ISTS mapconcierge "Space/Geo x Innovation"
PDF
Maintaining scholarly standards in the digital age: Publishing historical gaz...
PDF
iMicrobe_ASLO_2015
PPTX
4V - WP3 Progress Report (TIN2013-46238)
PDF
NANO266 - Lecture 12 - High-throughput computational materials design
PPTX
We Have Interesting Problems: Some Applied Grand Challenges from Digital Libr...
PDF
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
ODP
Bio2RDF@BH2010
PDF
PLOTCON NYC: Custom Colormaps for Your Field
PDF
Mon domingue key_introduction to semantic
PPT
Toward a Global Interactive Earth Observing Cyberinfrastructure
PDF
Artificial Intelligence in the Earth Observation Domain: Current European Res...
PDF
The Materials Project: A Community Data Resource for Accelerating New Materia...
PDF
Optique presentation
PDF
Spark at NASA/JPL-(Chris Mattmann, NASA/JPL)
Preservation And Reuse In High Energy Physics Salvatore Mele
The Emerging Cyberinfrastructure for Earth and Ocean Sciences
Matakuliah AI PENS 2. Search Algorithms (Teori).pdf
Arctic Web Map, PolarMap.js, Arctic Sensor Web, and Arctic Citizen Sensors
Linked Data in Learning Analytics Tools
20130606 ISTS mapconcierge "Space/Geo x Innovation"
Maintaining scholarly standards in the digital age: Publishing historical gaz...
iMicrobe_ASLO_2015
4V - WP3 Progress Report (TIN2013-46238)
NANO266 - Lecture 12 - High-throughput computational materials design
We Have Interesting Problems: Some Applied Grand Challenges from Digital Libr...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
Bio2RDF@BH2010
PLOTCON NYC: Custom Colormaps for Your Field
Mon domingue key_introduction to semantic
Toward a Global Interactive Earth Observing Cyberinfrastructure
Artificial Intelligence in the Earth Observation Domain: Current European Res...
The Materials Project: A Community Data Resource for Accelerating New Materia...
Optique presentation
Spark at NASA/JPL-(Chris Mattmann, NASA/JPL)
Ad

More from GIS in the Rockies (20)

PPTX
GISCO Fall 2018: Bike Network Equity: A GIS and Qualitative Analysis of Ameri...
PPTX
GISCO Fall 2018: Colorado 811: Changes and Challenges – Brian Collison
PPTX
GISCO Fall 2018: Senate Bill 18-167 and GIS – Dave Murray
PDF
2018 GIS in the Rockies Workshop: Coordinate Systems and Projections
PDF
2018 GIS in Emergency Management: Denver Office of Emergency Management Overview
PDF
2018 GIS in the Rockies Vendor Showcase (Th): The Data Driven Government
PDF
2018 GIS in the Rockies Vendor Showcase (Th): Solving Real World Issues With ...
PDF
2018 GIS in the Rockies Vendor Showcase (Th): ERDAS Imagine What's New and Ti...
PDF
2018 GIS in the Rockies Vendor Showcase (Th): Building High Performance Gover...
PDF
2018 GIS in Recreation: The Making of a Trail
PDF
2018 GIS in Recreation: The Latest Trail Technology Crowdsourcing Maps and Apps
PDF
2018 GIS in the Rockies: Riparian Shrub Assessment of the Mancos River Canyon...
PDF
2018 GIS in Development: Partnerships Lead to Additional Recreational Content...
PDF
2018 GIS in Recreation: Adding Value to Colorado the Beautiful Initiative carr
PDF
2018 GIS in Recreation: A Creek Runs Through It
PDF
2018 GIS in Recreation: Virtually Touring the National Trails
PDF
2018 GIS in the Rockies PLSC Track: Turning Towards the Future
PDF
2018 GIS in the Rockies PLSC: Intro to PLSS
PDF
2018 GIS in the Rockies PLSC Track: Grid to Ground NATRF2022
PDF
2018 GIS in Development: USGS and Citizen Science Success and Enhancements fo...
GISCO Fall 2018: Bike Network Equity: A GIS and Qualitative Analysis of Ameri...
GISCO Fall 2018: Colorado 811: Changes and Challenges – Brian Collison
GISCO Fall 2018: Senate Bill 18-167 and GIS – Dave Murray
2018 GIS in the Rockies Workshop: Coordinate Systems and Projections
2018 GIS in Emergency Management: Denver Office of Emergency Management Overview
2018 GIS in the Rockies Vendor Showcase (Th): The Data Driven Government
2018 GIS in the Rockies Vendor Showcase (Th): Solving Real World Issues With ...
2018 GIS in the Rockies Vendor Showcase (Th): ERDAS Imagine What's New and Ti...
2018 GIS in the Rockies Vendor Showcase (Th): Building High Performance Gover...
2018 GIS in Recreation: The Making of a Trail
2018 GIS in Recreation: The Latest Trail Technology Crowdsourcing Maps and Apps
2018 GIS in the Rockies: Riparian Shrub Assessment of the Mancos River Canyon...
2018 GIS in Development: Partnerships Lead to Additional Recreational Content...
2018 GIS in Recreation: Adding Value to Colorado the Beautiful Initiative carr
2018 GIS in Recreation: A Creek Runs Through It
2018 GIS in Recreation: Virtually Touring the National Trails
2018 GIS in the Rockies PLSC Track: Turning Towards the Future
2018 GIS in the Rockies PLSC: Intro to PLSS
2018 GIS in the Rockies PLSC Track: Grid to Ground NATRF2022
2018 GIS in Development: USGS and Citizen Science Success and Enhancements fo...
Ad

Recently uploaded (20)

PPTX
KOM of Painting work and Equipment Insulation REV00 update 25-dec.pptx
PPTX
Big Data Technologies - Introduction.pptx
PPTX
Effective Security Operations Center (SOC) A Modern, Strategic, and Threat-In...
PPT
Teaching material agriculture food technology
PDF
TokAI - TikTok AI Agent : The First AI Application That Analyzes 10,000+ Vira...
PDF
Encapsulation_ Review paper, used for researhc scholars
PDF
Chapter 3 Spatial Domain Image Processing.pdf
PDF
How UI/UX Design Impacts User Retention in Mobile Apps.pdf
PDF
Empathic Computing: Creating Shared Understanding
PDF
Agricultural_Statistics_at_a_Glance_2022_0.pdf
PDF
Mobile App Security Testing_ A Comprehensive Guide.pdf
PDF
Advanced methodologies resolving dimensionality complications for autism neur...
PDF
cuic standard and advanced reporting.pdf
PPTX
ACSFv1EN-58255 AWS Academy Cloud Security Foundations.pptx
PDF
Diabetes mellitus diagnosis method based random forest with bat algorithm
PDF
KodekX | Application Modernization Development
PPTX
VMware vSphere Foundation How to Sell Presentation-Ver1.4-2-14-2024.pptx
PPTX
Understanding_Digital_Forensics_Presentation.pptx
PPTX
Spectroscopy.pptx food analysis technology
PPTX
Cloud computing and distributed systems.
KOM of Painting work and Equipment Insulation REV00 update 25-dec.pptx
Big Data Technologies - Introduction.pptx
Effective Security Operations Center (SOC) A Modern, Strategic, and Threat-In...
Teaching material agriculture food technology
TokAI - TikTok AI Agent : The First AI Application That Analyzes 10,000+ Vira...
Encapsulation_ Review paper, used for researhc scholars
Chapter 3 Spatial Domain Image Processing.pdf
How UI/UX Design Impacts User Retention in Mobile Apps.pdf
Empathic Computing: Creating Shared Understanding
Agricultural_Statistics_at_a_Glance_2022_0.pdf
Mobile App Security Testing_ A Comprehensive Guide.pdf
Advanced methodologies resolving dimensionality complications for autism neur...
cuic standard and advanced reporting.pdf
ACSFv1EN-58255 AWS Academy Cloud Security Foundations.pptx
Diabetes mellitus diagnosis method based random forest with bat algorithm
KodekX | Application Modernization Development
VMware vSphere Foundation How to Sell Presentation-Ver1.4-2-14-2024.pptx
Understanding_Digital_Forensics_Presentation.pptx
Spectroscopy.pptx food analysis technology
Cloud computing and distributed systems.

2015 FOSS4G Track: Visualization and Analysis of Spatiotemporal Data using Free and Open Source Software at the National Renewable Energy Laboratory by Dan Getman

  • 1. Visualization and Analysis of Spatiotemporal Data using Free and Open Source at the National Renewable Energy Laboratory GIS In The Rockies Dan Getman | September 24, 2015
  • 2. DOE National Labs: Academia Industry National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554 http://en.wikipedia.org/wiki/Harvard_Law_School http://en.wikipedia.org/wiki/New_York_City
  • 4. NREL : Department of Energy National Laboratory o ~ 2400 People Focused on o Energy Efficiency o Renewable Energy Geospatial Data Science Team o ~ 16 People Focused on o Spatial Analysis – Traditional GIS focused on EE and RE o “Big Data” and Spatial Statistical Analysis o Spatiotemporal Data Visualization o Spatial Application Development What’s The Point? o Making sure the decisions we make with RE/EE are good ones National Renewable Energy Laboratory
  • 5. NREL : Department of Energy National Laboratory o ~ 2400 People Focused on o Energy Efficiency o Renewable Energy Geospatial Data Science Team o ~ 16 People Focused on o Spatial Analysis – Traditional GIS focused on EE and RE o “Big Data” and Spatial Statistical Analysis o Spatiotemporal Data Visualization o Spatial Application Development What’s The Point? o Making sure the decisions we make with RE/EE are good ones National Renewable Energy Laboratory
  • 6. What are we talking about here? o Looking at a progression from proprietary to open source software for analysis and application development o What were the drivers for this? o What has it meant for our team? o What are the Good and Bad outcomes of the decision? o What are we able to do with all of this anyway? National Renewable Energy Laboratory
  • 7. Starting Point: Analysis (5 years back) Traditional Spatial Analysis Big Data Analysis (Solar/Wind Data) C/C++ TB of Data National Renewable Energy Laboratory
  • 10. Current : Spatial Analysis Pathway National Renewable Energy Laboratory
  • 11. Current : Spatial Analysis Pathway National Renewable Energy Laboratory
  • 12. Current : Spatial Analysis Pathway National Renewable Energy Laboratory
  • 13. Current : Spatial Analysis Pathway Developer.NREL.Gov o Query raw datasets o Run NREL models o Download subsets of very large datasets o Build applications off of our services o API Umbrella is Open Sourced and is the source for API.DATA.GOV National Renewable Energy Laboratory
  • 14. Current : Spatial Analysis Pathway Developer.NREL.Gov o Query raw datasets o Run NREL models o Download subsets of very large datasets o Build applications off of our services o API Umbrella is Open Sourced and is the source for API.DATA.GOV National Renewable Energy Laboratory
  • 15. Current : Spatial Analysis Pathway National Renewable Energy Laboratory
  • 16. Analysis o R and libs o Python and libs o Postgres/PostGIS o Quantum Open Source Hit List: Application Development o Ruby on Rails o Python and libs o Node JS o Geoserver o Postgres/PostGIS o Tons of JS libs o Backbone and Ember o D3 o jQuery o Leaflet o OpenLayers General o Github o Linux o HDF National Renewable Energy Laboratory
  • 17. Benefits: o Flexibility and Scalability o Laptop -to- Server -to- Servers -to- HPC o Ability to process multiple billions of data values o Costs and Ease of Use o Experimentation without having to purchase software o So we can use the right tools for the problem at hand o Promotes Modular Design o Design to support substitution of tools as needed o Promotes Integrated Architecture o Analysis uses the same data and design as applications Open Source Reflections National Renewable Energy Laboratory
  • 18. Complexities: o Staffing can be difficult o Geospatial + Analysis + ESRI= NP o Geospatial + Analysis + Some SQL = NP o Geospatial + Visualization + ESRI = NP Open Source Reflections National Renewable Energy Laboratory
  • 19. Complexities: o Staffing can be difficult o Geospatial + Analysis + ESRI= NP o Geospatial + Analysis + Some SQL = NP o Geospatial + Visualization + ESRI = NP o Geospatial + Analysis + Really knows Postgres = Open Source Reflections National Renewable Energy Laboratory
  • 20. Complexities: o Staffing can be difficult o Geospatial + Analysis + ESRI= NP o Geospatial + Analysis + Some SQL = NP o Geospatial + Visualization + ESRI = NP o Geospatial + Analysis + Really knows Postgres = Open Source Reflections National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
  • 21. Complexities: o Staffing can be difficult o Geospatial + Analysis + ESRI= NP o Geospatial + Analysis + Some SQL = NP o Geospatial + Visualization + ESRI = NP o Geospatial + Analysis + Really knows Postgres = o Geospatial + Visualization + Advanced JS = Open Source Reflections National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
  • 22. Complexities: o Staffing can be difficult o Geospatial + Analysis + ESRI= NP o Geospatial + Analysis + Some SQL = NP o Geospatial + Visualization + ESRI = NP o Geospatial + Analysis + Really knows Postgres = o Geospatial + Visualization + Advanced JS = Open Source Reflections National Renewable Energy Laboratory http://sovaeart.deviantart.com/art/Aura-183473554
  • 23. Examples of Our Work National Renewable Energy Laboratory o Spatiotemporal Data Visualization o Renewable Electricity Futures Study Visualization o 40k possible maps in one visualization o Spatial Application Development o Open Carto – Web Based Mapping Platform o HyDRA – Hydrogen Vehicle Technology o Geothermal Prospector o Wind Prospector for Philippines o Spatial Analysis o Creation of large spatiotemporal resource datasets
  • 24. Let’s take a look at a few examples… National Renewable Energy Laboratory
  • 25. Your Questions and Feedback are Welcome National Renewable Energy Laboratory Dan Getman – dan.getman@nrel.gov