Validation of modeled carbon-dioxide emissions from an urban neighborhood with direct eddy-covariance measurements
Modeled carbon-dioxide (CO 2) emissions from an urban area are validated against direct eddy-covariance flux measurements. Detailed maps of modeled local carbon-dioxide emissions for a 4 km 2 residential neighborhood in Vancouver, BC, Canada are produced. Inputs to the emission model include urban o...
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Veröffentlicht in: | Atmospheric environment (1994) 2011-10, Vol.45 (33), p.6057-6069 |
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Sprache: | eng |
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Zusammenfassung: | Modeled carbon-dioxide (CO
2) emissions from an urban area are validated against direct eddy-covariance flux measurements. Detailed maps of modeled local carbon-dioxide emissions for a 4 km
2 residential neighborhood in Vancouver, BC, Canada are produced. Inputs to the emission model include urban object classifications (buildings, trees, land-cover) automatically derived from Light Detection and Ranging (LiDAR) and optical remote sensing in combination with census, assessment, traffic and measured radiation and climate data. Different sub-models for buildings, transportation, human respiration, soils and vegetation were aggregated. Annual and monthly CO
2 emissions were modeled on a spatial grid of 50 m for the entire study area. The study area overlaps with the source area of a micrometeorological flux tower for which continuous CO
2 flux data (net exchange) were available for a two-year period. The measured annual total was 6.71 kg C m
−2 yr
−1with significant seasonal differences (16.0 g C m
−2 day
−1 in Aug vs. 22.1 g C m
−2 day
−1 in Dec correlated with the demand for space heating) and weekday-weekend differences (25% lower emissions on weekends attributed to traffic volume differences). Model results were weighted using the long-term turbulent source areas of the tower. Annual total modeled (7.42 kg C m
−2 yr
−1) and measured emissions agreed within 11%, but show more substantial differences in wind sectors dominated by traffic emissions. Over the year, agreement was better in summer (5% overestimation by model) vs. winter (15% overestimation), which is partially attributed to climate differences unaccounted for in the building energy models. The study shows that direct CO
2 flux measurements based on the EC approach - if sites are carefully chosen - are a promising method to validate fine-scale emission inventories/models at the block or neighborhood scale and can inform further model improvements.
► Detailed maps of local carbon-dioxide emissions were modeled for a 4 km
2 urban area. ► Maps are compared to two full years of direct eddy-covariance (EC) measurements on a tower. ► Modeled annual total carbon emissions agree within 11% with tower measurements. ► Higher differences found in sectors with arterial roads and during heating-period. ► EC measurements are a promising method to validate spatial emission inventories. |
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ISSN: | 1352-2310 1873-2844 |
DOI: | 10.1016/j.atmosenv.2011.07.040 |