DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Cumulative Spatial Impact Layers: A Novel Multivariate Spatio-Temporal Analytical Summarization Tool

Journal Article · · Transactions in GIS
DOI: https://doi.org/10.1111/tgis.12558 · OSTI ID:1524454
ORCiD logo [1]; ORCiD logo [2];  [3]; ORCiD logo [4];  [3]; ORCiD logo [4]
  1. National Energy Technology Lab. (NETL), Albany, OR (United States); Leidos Research Support Team, Albany, OR (United States); LRST, NETL, DOE
  2. National Energy Technology Lab. (NETL), Albany, OR (United States); Arizona State Univ., Phoenix, AZ (United States)
  3. National Energy Technology Lab. (NETL), Albany, OR (United States); Leidos Research Support Team, Albany, OR (United States)
  4. National Energy Technology Lab. (NETL), Albany, OR (United States)

Scientific inquiry often requires analysis of multiple spatio-temporal datasets, ranging in type and size, using complex multi-step processes demanding an understanding of GIS theory and software. Cumulative Spatial Impact Layers (CSIL) is a GIS-based tool that summarizes spatio-temporal datasets based on overlapping features and attributes. Leveraging a recursive quadtree method, and applying multiple additive frameworks, the CSIL tool allows users to analyze raster and vector datasets by calculating data, record, or attribute density. Providing an efficient and robust method for summarizing disparate, multi-format, multi-source geospatial data, CSIL addresses the need for a new integration approach and resulting geospatial product. The built-in flexibility of the CSIL tool allows users to answer a range of spatially-driven questions. Example applications are provided in this paper to illustrate the versatility and variety of uses for this CSIL tool and method. Use cases include addressing regulatory decision-making needs, economic modeling, and resource management. Performance reviews for each use case are also presented, demonstrating how CSILs provides a more efficient and robust approach to assess a range of multivariate spatial data for a variety of uses.

Research Organization:
National Energy Technology Lab. (NETL), Albany, OR (United States)
Sponsoring Organization:
USDOE Office of Fossil Energy (FE)
Grant/Contract Number:
FE0004000
OSTI ID:
1524454
Journal Information:
Transactions in GIS, Journal Name: Transactions in GIS Journal Issue: 5 Vol. 23; ISSN 1467-9671
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English

References (18)

Spatiotemporal distribution of Oklahoma earthquakes: Exploring relationships using a nearest-neighbor approach: NEAREST-NEIGHBOR ANALYSIS OF OKLAHOMA journal July 2017
Identifying patterns in spatial information: A survey of methods
  • Shekhar, Shashi; Evans, Michael R.; Kang, James M.
  • Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 1, Issue 3 https://doi.org/10.1002/widm.25
journal April 2011
Mechanical and statistical evidence of the causality of human-made mass shifts on the Earth’s upper crust and the occurrence of earthquakes journal September 2012
Visualizing Big data with Compressed Score Plots: Approach and research challenges journal July 2014
Data-intensive applications, challenges, techniques and technologies: A survey on Big Data journal August 2014
Induced seismicity and hydraulic fracturing for the recovery of hydrocarbons journal August 2013
Approach for assessing coastal vulnerability to oil spills for prevention and readiness using GIS and the Blowout and Spill Occurrence Model journal August 2015
Big data driven smart energy management: From big data to big insights journal April 2016
Potential Impact of the Deepwater Horizon Oil Spill on Commercial Fisheries in the Gulf of Mexico journal July 2011
Big Data: Issues and Challenges Moving Forward conference January 2013
Big data: Issues, challenges, tools and Good practices conference August 2013
A simple evacuation modeling and simulation tool for first responders conference April 2015
Variable Grid Method: An Intuitive Approach for Simultaneously Quantifying and Visualizing Spatial Data and Uncertainty: Variable Grid Method for Communicating Uncertainty journal June 2015
Oklahoma’s recent earthquakes and saltwater disposal journal June 2015
High-rate injection is associated with the increase in U.S. mid-continent seismicity journal June 2015
Impact of the Deepwater Horizon well blowout on the economics of US Gulf fisheries
  • Sumaila, U. Rashid; Cisneros-Montemayor, Andrés M.; Dyck, Andrew
  • Canadian Journal of Fisheries and Aquatic Sciences, Vol. 69, Issue 3 https://doi.org/10.1139/f2011-171
journal March 2012
Understanding the Effects of a Tourism Crisis: The Impact of the BP Oil Spill on Regional Lodging Demand journal April 2013
Economic Impact of Gulf of Mexico Ecosystem Goods and Services and Integration Into Restoration Decision-Making journal January 2013