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https://edx.netl.doe.gov/offshore/ [email protected] Lucy Romeo ORISE Fellow & Geospatial Researcher National Energy Technology Laboratory, DOE Impact Assessment Modeling: robust multivariate spatial analysis tools Jen Bauer, Jake Nelson, Dori Dick, Kelly Rose

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Page 1: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Lucy Romeo

ORISE Fellow & Geospatial Researcher

National Energy Technology Laboratory, DOE

Impact Assessment Modeling:robust multivariate spatial analysis tools

Jen Bauer, Jake Nelson, Dori Dick, Kelly Rose

Page 2: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Abbreviated history of domestic offshore spills

Exxon Valdez SpillMarch 1989• ~240,000 bbl

Barrels = bbl1 barrel = 42 gallons

Santa Barbara BlowoutJanuary 1969

• Over 72,000 bbl• ~30 miles of

coastlinegeog.ucsb.edu

energy.gov

response.restoration.noaa.gov

Deepwater Horizon BlowoutApril 2010

• ~4.9 million bbl• Over 1,000 miles

of coastline

psu.edu

usgs.gov

response.restorations.noaa.gov

nbcnews.com

Page 3: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

• Data collection

• Measurements

• Current options

Past approaches for impact measurements

SocialEnvironmental

Economic

Vessel Traffic, July 2012from Marine Cadastre

EnvironmentalSensitivity IndexBio use (above)

Human use (right)from NOAA

How to efficiently bring together disparate data from an array of sources to output a useful product for disaster

management?

Page 4: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

1.Support spill prevention & response readiness through design of a spatio-temporal approach to analyze risks & impacts

2.Automate approach with intuitive & robust tools

• User-friendly & efficient

• Spatially & temporally robust

• Handles diverse datasets

• Works with Offshore NETL

tools & models

• Multiple applications

Goals

Offshore SantaBarbara, CA

Gulf ofAlaska

Gulf of Mexico

Page 5: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

•Simple additive design

•User-friendly

•Measures variety of impacts

•Geographically robust

Introducing CSILs

Data Processing

Oil Platforms

Marine Protected Areas

Vessel Tracklines Commercial FishCatch Probability

Input Data CSIL Output

Cumulative Spatial Impact Layers (CSILs) quickly measures the total

number of activities OR estimated economic cost per area (cell)

For more info on the approach, check out

Bauer et al. 2015

Page 6: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

CSILs ArcToolbox

ArcToolbox contains tools to rapidly output Use & Economic

Summary CSILs, as well as Create Economic Raster(s)

• Written in Python 2.7

• Data-driven

• Currently in testing

Page 7: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

• Big data

• Spatial Accuracy– Projections

– Extents

• Processing data

Construction challenges

Pipelines

Ports

Reef Fish HabitatProjection Error

Extent Error

Page 8: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Pipelines

Ports

Reef Fish Habitat• Avoidance of creating “black box” tools

• Data-driven

Construction challenges continued

Page 9: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Taking it to the next level!

Take impact modeling to the

next level with the Spatially Weighted

Impact Model

(in development!)

• Applies user-defined weights to impacts

• Density and distance analysis used to accurately measure impacts

• Identifies response resources

• Apply validated BLOwout & Spill Occurrence Model outputs for multiple regions

• Implement spatial uncertainty analysis with Variable Grid Method

Working in conjunction with

NETL Offshore Tools & Models

Spill modeled by

Page 10: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

CSILs vs. SWIM

Activity/Use Weight

ShippingLanes

60%

Platforms 30%

Marine Protect Areas

10%

• Fishnet design

• Amount of oil

• Days oiled

User-defined weights can be

applied to layers

Shipping Lanes

Shipping Lanes

Platforms

MarineProtectedAreas

Platforms

MarineProtectedAreasCSILs Output

Oil density (barrel/km2)

SWIM output- No weights applied

Offshore Texas

Gulf of Mexico

Page 11: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Intuitive tools for prevention and response readiness that…

CSILs & SWIM in today’s world

usnews.com

• ‘Plains All American Pipeline’ in Santa Barbara

• 2,500 barrels released, 500 bbl entered Pacific Ocean, spread across 9 miles of coastline

• Shell approved for drilling in Chukchi & Beaufort Seas off Alaska’s North Slope

• Potential impacts on indigenous groups who subsist on marine life

response.restoration.noaa.gov

washingtonpost.com

royaldutchshellplc.com

Current events

Page 12: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Broader applications

• Earthquakes

• Floods

• Fires

• Landslides

• Hurricanes

If Hurricane Ike (2008)

Happened Today

Hotels

Platforms

Room Costs

Operating Costs

Together CSILs & SWIM measure, evaluate, and analyze impacts for a variety of needs:

• Result map shows economic costs within 20km of Hurricane Ike

• Measures potential economic loss due to disasters

Hurricane data from theNational Weather Service

Page 13: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Outreach & additional resources

Bauer, J. R.; Nelson, J.; Romeo, L.; Eynard, J.; Sim, L.; Halama, J.; Rose, K.; Graham, J. A Spatio-Temporal Approach to Analyze Broad Risks and Potential Impacts Associated with Uncontrolled Hydrocarbon Release Events in the Offshore Gulf of Mexico; NETL-TRS-2- 2015; EPAct Technical Report Series; U.S. Department of Energy, National Energy Technology Laboratory

Graham, J., Rose, K., Bauer, J., Disenhof, C., Jenkins, C., Nelson, J., Ringo, C., Sim, L., and K. VanAckeren. 2012. Integration of Spatial data to Support Risk and Impact Assessments for Deep and Ultra-deepwater Hydrocarbon Activities in the Gulf of Mexico. NETL-TRS-4-2012; EPAct Technical Report Series; U.S. Department of Energy, National Energy Technology Laboratory

Nelson, J. R., Bauer, J. R., and K. Rose. 2014. Assessment of Geographic Setting on Oil Spill Impact Severity in the United States -Insights from Two Key Spill Events in Support of Risk Assessment for Science-Based Decision Making. Journal of Sustainable Energy Engineering, 2 (2)

Nelson, J. R., Grubesic, T., Sim, L., Rose, K., and Graham, J., 2015, Approach for Assessing Coastal Vulnerability to Oil Spills for Prevention and Readiness Using GIS and the Blowout and Spill Occurrence Model (BLOSOM), Journal of Ocean and Coastal Management.

Romeo, L.; Bauer, J. R.; Rose, K.; Disenhof, C.; Sim, L.; Nelson, J.; Thimmisetty, C.; Mark-Moser, M.; Barkhurst, A. Adapting the National Energy Technology Laboratory’s Offshore Hydrocarbon Integrated Risk Assessment Modeling Approach for the Offshore Arctic; NETL-TRS-X-2015; EPAct Technical Report Series; U.S. Department of Energy, National Energy Technology Laboratory

Rose, K., Aminzadeh, F., Sim, L., Ghanem, R. G., Disenhof, C., Bauer, J., Mark-Moser, M., Thimmisetty, C., Jabbari, N., and A. Khodabakhshnejad. 2014. Risks and Impact Assessment for Deepwater and Ultra-Deepwater Gulf of Mexico Resources. Offshore Technology Conference. doi:10.4043/25364-MS

Sim, L., Graham, J., Rose, K., Duran, R., Nelson, J., Umhoefer, J., and J. Vielma. in review. Developing a Comprehensive Deepwater Blowout and Spill Model, Environmental Modelling and Software

For more information on our research, CSILs,and other tools and models in the offshore portfolio:

https://edx.netl.doe.gov/offshore/

Page 14: Impact Assessment Modeling - Esriproceedings.esri.com/library/userconf/proc15/papers/844_697.pdf · Impact Assessment Modeling: ... •Written in Python 2.7 •Data-driven ... •Fishnet

https://edx.netl.doe.gov/offshore/ [email protected]

Thank you!

Lucy [email protected]

ORISE Fellow, National Energy Technology Laboratory

Geospatial Researcher, Geology & Geospatial Team

Department of Energy

For more information on our research, CSILs,and other tools and models in the offshore portfolio:

https://edx.netl.doe.gov/offshore/