Environmental Science & Technology · 2011 · 139 citations · 41 references
ManagementGeoinformaticsPhysical GeographyGeographic Information ScienceGeographic Information SystemsLife Cycle AssessmentEmission Inventory DevelopmentEnergy GeographyGeostatistical ModelingLife Cycle Impact AssessmentLife Cycle Inventory AnalysisSpatial Distribution AnalysisGlobal Spatial AutocorrelationImpact AssessmentRegionalized Impact AssessmentRegionalized Inventory DataSpatial Impact AnalysisSpatial Impact MappingSpatial Impact ModelingSpatial Scale Effects
We describe a new methodology for performing regionalized life cycle assessment and systematically choosing the spatial scale of regionalized impact assessment methods. We extend standard matrix-based calculations to include matrices that describe the mapping from inventory to impact assessment spatial supports. Uncertainty in inventory spatial data is modeled using a discrete spatial distribution function, which in a case study is derived from empirical data. The minimization of global spatial autocorrelation is used to choose the optimal spatial scale of impact assessment methods. We demonstrate these techniques on electricity production in the United States, using regionalized impact assessment methods for air emissions and freshwater consumption. Case study results show important differences between site-generic and regionalized calculations, and provide specific guidance for future improvements of inventory data sets and impact assessment methods.
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Local Indicators of Spatial Association—LISA
Luc Anselin · Geographical Analysis · 1995 · 12.5K citations · Full text
Computing, Geography, Geoinformatics +13
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Waldo Tobler · Economic Geography · 1970 · 9.6K citations
NOTES ON CONTINUOUS STOCHASTIC PHENOMENA
P. A. P. Moran · Biometrika · 1950 · 7.1K citations