mapping the future: energizing data- driven policy making and … · 2016-06-29 · mapping the...
TRANSCRIPT
![Page 1: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/1.jpg)
Mapping the Future: Energizing Data-driven Policy Making and Investment in Renewable Energy
Anthony Lopez
Manager – Geospatial Data Science
National Renewable Energy Laboratory
June 6, 2016
![Page 2: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/2.jpg)
2
• Context for Geospatial Analysis o Geospatial Analysis Overview o Geospatial Analysis for Renewable Energy
• The Enterprise Geospatial Toolkit (EGsT) o EGsT Overview
– Comparison to the Desktop GsT – Use Cases – Overview
o EGsT Current Capabilities – Big Data Downloads – Dynamic Technical Potential – CSTEP Site Selection
o EGsT Demo o EGsT Planned Development
– Renewable Energy Zones (REZ) Support Tool – Economic Potential – Grid Integration Support Tool – Metadata Repository Integration
o EGsT Country Expansion
• Presentations by CSTEP and NITI Aayog • Hands-on Training on EGsT and Desktop GsT • Group Discussion on Future Needs
Outline
![Page 3: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/3.jpg)
Context for Geospatial Analysis
![Page 4: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/4.jpg)
4
Geospatial Analysis
• Geospatial analysis provides a distinct perspective of the physical world, a unique lens through which to examine events, patterns, and processes that operate on or near the surface of our planet.
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 5: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/5.jpg)
5
Geospatial Analysis
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 6: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/6.jpg)
6
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 7: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/7.jpg)
7
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 8: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/8.jpg)
8
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 9: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/9.jpg)
9
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 10: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/10.jpg)
10
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 11: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/11.jpg)
11
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 12: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/12.jpg)
12
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 13: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/13.jpg)
13
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 14: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/14.jpg)
14
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 15: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/15.jpg)
15
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 16: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/16.jpg)
16
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 17: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/17.jpg)
17
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 18: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/18.jpg)
18
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
Win
d s
pee
d (
m/s
) W
ind
sp
eed
(m
/s)
Typical Meteorological Year (TMY) informs expected generation but lacks coincidence with load time-series required for grid integration.
Actual Year data has hourly and daily variability that corresponds to load, however, is of poor spatial resolution.
Linear Scaling Wind Profiles
![Page 19: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/19.jpg)
19
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
Gaussian filter with 8 standard deviations applied with two moving windows (24-48 hours) normalizing and then applying a linear scaling.
Results show preservation of temporal variability, distribution, and area under the curve
Linear Scaling Wind Profiles
Win
d s
pee
d (
m/s
)
![Page 20: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/20.jpg)
20
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
Observations of latitude, longitude, temperature, and depth.
Estimating Shallow, Low-Temperature Geothermal Resources
Experimental variogram (points) and fitted variogram model (line) for residuals from regression model.
![Page 21: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/21.jpg)
21
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
Temperature at depth maps resulting from kriging.
Estimating Shallow, Low-Temperature Geothermal Resources
![Page 22: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/22.jpg)
22
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
Estimating Shallow, Low-Temperature Geothermal Resources
![Page 23: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/23.jpg)
23
Geospatial Analysis for Renewable Energy
• Basic Primitives – Place(s) – Attributes – Arrangement, Scale, Resolution
• Spatial Relationships – Power of location is derived from
relative positions
• Spatial Statistics – Application of statistical methods
to data with explicit spatial structure
– Close association with traditional statistics and computational statistics
• Spatial Data Infrastructure – Set of representations created
using recognized standards that provide sources of spatial data and tools
Source: Geospatial Analysis – 5th Edition, 2015 – de Smith, Goodchild, Longley
![Page 24: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/24.jpg)
24
Geospatial Analysis for Renewable Energy
• Where do we start?
![Page 25: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/25.jpg)
Enterprise Geospatial Toolkit (EGsT)
![Page 26: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/26.jpg)
26
First, What is the Desktop Geospatial Toolkit?
• Stand-alone desktop GIS software application
• Combines renewable resource information with other cadastral, environmental, and infrastructure data
• Explores data visually and with targeted, quantitative geospatial analysis functionality
• Free and open-source tool • No GIS expertise required
![Page 27: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/27.jpg)
27
Now… What is the Enterprise Geospatial Toolkit (EGsT)?
• Possess all the same qualities as the desktop GsT
• In addition… – Web-based GIS system – Integration with hourly and
sub-hourly resource data – Advanced spatial analysis
continually being developed – Security and authorization – Printable maps & reports – Downloadable map &
legend images
![Page 28: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/28.jpg)
28
EGsT Architecture
• Enterprise GsT utilizes Amazon Web Services to host data and analysis scripts
• Web client built on EmberJS framework using Leaflet, D3, and Highcharts for data visualization
• Map tile servers utilize Geoserver
• Analysis APIs utilize Ruby on Rails endpoints to call PostGIS or Python analysis processes
• Data stored as PostgreSQL/PostGIS tables, HDF5 files, and rasters
• Code management through Git/GitHub
![Page 29: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/29.jpg)
29
EGsT Data
• Renewable resource data – Gridded solar and wind resource data – Biomass, geothermal, hydro, and
conventional resources can also be added
• Base data – Elevation and slope – Land use/land cover – Protected areas – Political boundaries – Cities/towns – Rivers and lakes
• Infrastructure data o Transmission lines o Roads and railroads o Power plants
• Other data of interest (examples) o Meteorological stations o Rural development priorities (schools,
clinics, etc)
![Page 30: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/30.jpg)
30
EGsT Use-Case(s)
• Estimate RE potential to inform targets
• Identify tradeoffs and synergies between sustainable land use and clean energy
• Estimate generation costs to inform subsidies
• Identify areas where RE supports development priorities (e.g., electrification, climate resiliency, energy security)
• Screen for potential RE development zones (national and regional)
• Screen for potential development sites
• Identify sites for long-term measurement stations
• Access solar and wind time-series data for grid integration analysis, pre-feasibility assessment, or system design
• One stop for relevant geospatial and spatiotemporal data for renewable energy
Annual Seasonal Monthly Daily
Hourly/S
ub-
hourly
Country Policy
Region Planning
km Project
Dev
Pre-
feasibility
meters Project
Dev
System
Design
Spat
ial Sca
le
Temporal scale
* Data and Analysis Various by Country/Region
![Page 31: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/31.jpg)
EGsT Current Capabilities
![Page 32: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/32.jpg)
32
Big Data Downloads
• Allows users to download a pixel or region of hourly solar or 5-minute wind* resource including ancillary meteorological data
• Provides access to 10’s of terabytes of wind and solar resource data
* in development
![Page 33: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/33.jpg)
33
Big Data Downloads
• Electric utility consultants
• Utility planners
• Academics
• Project Developers
• Energy Analysts
• Technology Engineers
• Site based generator energy estimates
• Generator exceedance probabilities
• Generator financial modeling
• Base data for grid integration analysis
o Production cost models
o Capacity expansion models
Users Use Cases
![Page 34: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/34.jpg)
34
Technical Potential
• Dynamically conduct user specified technical potential at the regional or country level
• Allows stakeholders to evaluate impacts of various barriers to renewable energy deployment
![Page 35: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/35.jpg)
35
Technical Potential
• Transmission developers
• Regional organizations
• NGO’s
• Project developers
• State offices
• Energy Analysts
• Policy analysis – evaluation of barriers and impacts to RE targets
• Base data for grid integration analysis
o Production cost models
o Capacity expansion models
• Land use and environmental impact analysis
• Utility-scale site identification
Users Use Cases
![Page 36: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/36.jpg)
EGsT Live Demo
![Page 37: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/37.jpg)
Planned Development
![Page 38: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/38.jpg)
38
Renewable Energy Zone Support Tool
• Allow users to visualize, download, and interact with the zones identified by stakeholders in the REZ analysis framework
![Page 39: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/39.jpg)
39
Renewable Energy Zone Support Tool
• Allow users to visualize, download, and interact with the zones identified by stakeholders in the REZ analysis framework
![Page 40: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/40.jpg)
40
Renewable Energy Zone Support Tool
• Allow users to visualize, download, and interact with the zones identified by stakeholders in the REZ analysis framework
![Page 41: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/41.jpg)
41
Economic Potential
• Assess the economic viability of different renewable energy technologies at a high geospatial resolution
• Specify scenarios to analyze the impact of incentive schemes or barriers to renewable energy deployment
• Aggregate results by national, state, or sub-state level
Economic potential for wind power
Note: Graphics for illustrative purposes only
![Page 42: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/42.jpg)
42
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 43: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/43.jpg)
43
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 44: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/44.jpg)
44
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 45: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/45.jpg)
45
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 46: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/46.jpg)
46
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 47: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/47.jpg)
47
Grid Integration Support Tool
• Allow users to generate substation-based RE supply curves with associated class-based time-series power profiles through a combination of dynamic technical potential and generator energy modeling
![Page 48: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/48.jpg)
48
Metadata Repository Integration
• A robust search mechanism for users to find relevant data and load that data within the Enterprise GsT for visualization, querying, exploration, and downloading
![Page 49: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/49.jpg)
EGsT Country Expansion
![Page 50: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/50.jpg)
50
• India (TDB) o Dynamic Technical Potential
o Big Data Downloads
– Solar, Wind – Planned
o CSTEP Site Selection Tool
• Lower Mekong o Dynamic Technical Potential
• Philippines o Big Data Downloads
– Wind
o Dynamic Technical Potential – Planned
EGsT Existing Countries and Capabilities
![Page 51: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/51.jpg)
51
• Bangladesh o Dynamic Technical Potential
• Indonesia o Dynamic Technical Potential
• Kenya o Dynamic Technical Potential
• Mexico o Dynamic Technical Potential o Big Data Downloads (wind, solar)
• Guatemala o Dynamic Technical Potential o Big Data Downloads (wind, solar)
• Nepal o Dynamic Technical Potential o Big Data Downloads (wind, solar)
• Afghanistan o Dynamic Technical Potential
• Pakistan o Dynamic Technical Potential
EGsT Planned Countries and Capabilities
![Page 52: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/52.jpg)
CSTEP and NITI Aayog Presentations
![Page 53: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/53.jpg)
Hands-on Training
![Page 54: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/54.jpg)
54
Hands-on Training
• Lower Mekong - maps.nrel.gov/gst-lower-mekong
• Philippines - maps.nrel.gov/gst-philippines
• Afghanistan • Bangladesh • Bhutan • Cambodia • China (Hebei) • India • Indonesia • Malaysia • Nepal • Pakistan • Philippines • Sri Lanka • Thailand • Vietnam • Vietnam (Thanh Hoa)
EGsT Countries Desktop GsT Countries
http://www.nrel.gov/international/geospatial_toolkits.html
![Page 55: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/55.jpg)
55
• Identify the clean energy question you want to explore
• Identify analysis considerations to frame the question in terms of GsT data layers and query parameters
• Explore the data layers visually to see the data distribution of important layers and to gain a general impression of major opportunities and constraints
• Decide initial filtering criteria, starting with a few criteria determined most impactful
• Conduct quantitative analysis where possible using the technical potential functionality
• Review results and decide whether further refinement is needed through sensitivity analysis
• Understand limitations of the GsT analysis and where additional tools or information could supplement and improve upon this analysis
Hands-on Training
maps.nrel.gov/gst-lower-mekong maps.nrel.gov/gst-philippines
![Page 56: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/56.jpg)
Group Discussion
![Page 57: Mapping the Future: Energizing Data- driven Policy Making and … · 2016-06-29 · Mapping the Future: Energizing Data- ... Anthony Lopez Manager – Geospatial Data Science National](https://reader033.vdocuments.us/reader033/viewer/2022043023/5f3eb67c7b198e7434325c4b/html5/thumbnails/57.jpg)
Thank You
Nick Grue
National Renewable Energy Laboratory
Tel: +1-303-384-7278
Email: [email protected]
Jennifer Leisch
USAID Office of Global Climate Change
Tel: +1-202-712-0760
Email: [email protected]
Anthony Lopez
National Renewable Energy Laboratory
Tel: +1-303-275-3654
Email: [email protected]
Jon Duckworth
National Renewable Energy Laboratory
Tel: +1-303-384-7465
Email: [email protected]
Technical Questions and Troubleshooting
Information About EC-LEDS GsT Activities
Resources:
• Geospatial Toolkit downloads:
http://www.nrel.gov/international/geospatial_toolkits
.html
• Enhancing Capacity for Low Emission
Development Strategies:
www.ec-leds.org