Satellite‐derived estimates of ultrafine particle concentrations over eastern North America. Issue 17 (9th September 2013)
- Record Type:
- Journal Article
- Title:
- Satellite‐derived estimates of ultrafine particle concentrations over eastern North America. Issue 17 (9th September 2013)
- Main Title:
- Satellite‐derived estimates of ultrafine particle concentrations over eastern North America
- Authors:
- Crippa, Paola
Spracklen, Dominick
Pryor, S. C. - Abstract:
- Abstract : [1] High concentrations of ultrafine particles (UFP, i.e., particles with diameter < 100 nm) impact both human health and Earth's climate. Recent innovations in remote sensing technologies and data retrievals offer the potential for predicting UFP concentrations based on data from satellite‐borne instrumentation. Herein we present a physically based statistical algorithm to estimate UFP concentrations across eastern North America using remotely sensed aerosol optical depth, Ångstrom exponent, ultraviolet solar radiation flux, and ammonia and sulfur dioxide concentrations. The proposed algorithm is built and independently evaluated using an array of in situ observations. The algorithm is able to capture up to 60% of the variability in daily measured UFP number concentrations at a regionally representative reference site and is thus applied to generate seasonal UFP concentration estimates across eastern North America. The resulting UFP concentrations are cross‐evaluated with simulations from a global aerosol microphysics model. There is a negative bias in the model output relative to the satellite‐driven proxy, which is largest (up to 76%) in summer and may be due to overestimation of UFP from the satellite‐based algorithm derived herein, due to the higher availability of remote sensing data in clear‐sky conditions or uncertainty in the model simulation of new particle formation. Nevertheless, the model and algorithm indicate similar spatial and seasonal variabilityAbstract : [1] High concentrations of ultrafine particles (UFP, i.e., particles with diameter < 100 nm) impact both human health and Earth's climate. Recent innovations in remote sensing technologies and data retrievals offer the potential for predicting UFP concentrations based on data from satellite‐borne instrumentation. Herein we present a physically based statistical algorithm to estimate UFP concentrations across eastern North America using remotely sensed aerosol optical depth, Ångstrom exponent, ultraviolet solar radiation flux, and ammonia and sulfur dioxide concentrations. The proposed algorithm is built and independently evaluated using an array of in situ observations. The algorithm is able to capture up to 60% of the variability in daily measured UFP number concentrations at a regionally representative reference site and is thus applied to generate seasonal UFP concentration estimates across eastern North America. The resulting UFP concentrations are cross‐evaluated with simulations from a global aerosol microphysics model. There is a negative bias in the model output relative to the satellite‐driven proxy, which is largest (up to 76%) in summer and may be due to overestimation of UFP from the satellite‐based algorithm derived herein, due to the higher availability of remote sensing data in clear‐sky conditions or uncertainty in the model simulation of new particle formation. Nevertheless, the model and algorithm indicate similar spatial and seasonal variability (spatial correlation coefficients of 0.10 to 0.56), indicating the value of the satellite‐based UFP proxy in global and regional model evaluation exercises and in efforts to identify regions where future in situ data collection should be prioritized. Key Points: Ultrafine particle concentrations (UFP) are estimated from satellite data Satellite‐based model evaluated with observations and a numerical model NPF spatial scales and seasonality are quantified over eastern North America … (more)
- Is Part Of:
- Journal of geophysical research. Volume 118:Issue 17(2013)
- Journal:
- Journal of geophysical research
- Issue:
- Volume 118:Issue 17(2013)
- Issue Display:
- Volume 118, Issue 17 (2013)
- Year:
- 2013
- Volume:
- 118
- Issue:
- 17
- Issue Sort Value:
- 2013-0118-0017-0000
- Page Start:
- 9968
- Page End:
- 9981
- Publication Date:
- 2013-09-09
- Subjects:
- ultrafine particles -- satellite retrievals -- spatial variability -- nucleation -- GLOMAP
Atmospheric physics -- Periodicals
Geophysics -- Periodicals
551.5 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2169-8996 ↗
http://www.agu.org/journals/jd/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/jgrd.50707 ↗
- Languages:
- English
- ISSNs:
- 2169-897X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.001000
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