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Title: High-resolution photography of clouds from the surface: Retrieval of optical depth of thin clouds down to centimeter scales: High-Resolution Photography of Clouds

Abstract

This article describes the approach and presents initial results, for a period of several minutes in north central Oklahoma, of an examination of clouds by high resolution digital photography from the surface looking vertically upward. A commercially available camera having 35-mm equivalent focal length up to 1200 mm (nominal resolution as fine as 6 µrad, which corresponds to 9 mm for cloud height 1.5 km) is used to obtain a measure of zenith radiance of a 30 m × 30 m domain as a two-dimensional image consisting of 3456 × 3456 pixels (12 million pixels). Downwelling zenith radiance varies substantially within single images and between successive images obtained at 4-s intervals. Variation in zenith radiance found on scales down to about 10 cm is attributed to variation in cloud optical depth (COD). Attention here is directed primarily to optically thin clouds, COD less than about 2. A radiation transfer model used to relate downwelling zenith radiance to COD and to relate the counts in the camera image to zenith radiance, permits determination of COD on a pixel-by-pixel basis. COD for thin clouds determined in this way exhibits considerable variation, for example, an order of magnitude within 15 m, a factormore » of 2 within 4 m, and 25% (0.12 to 0.15) over 14 cm. In conclusion, this approach, which examines cloud structure on scales 3 to 5 orders of magnitude finer than satellite products, opens new avenues for examination of cloud structure and evolution.« less

Authors:
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]
  1. Environmental and Climate Sciences, Brookhaven National Laboratory, New York New York USA
  2. Environmental and Climate Sciences, Brookhaven National Laboratory, New York New York USA; Now at Science Systems and Applications Inc., Greenbelt Maryland USA
  3. New York City College of Technology, City University of New York, New York New York USA
Publication Date:
Research Org.:
Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1344232
Report Number(s):
BNL-113517-2017-JA
Journal ID: ISSN 2169-897X; R&D Project: 2016-BNL-EE630EECA-Budg; KP1701000
Grant/Contract Number:  
SC0012704; AC02-98CH10886
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Geophysical Research: Atmospheres
Additional Journal Information:
Journal Volume: 122; Journal Issue: 5; Journal ID: ISSN 2169-897X
Publisher:
American Geophysical Union
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Cloud structure; Zenith radiance; Radiation transfer; Cloud optical depth; Cloud albedo

Citation Formats

Schwartz, Stephen E., Huang, Dong, and Vladutescu, Daniela Viviana. High-resolution photography of clouds from the surface: Retrieval of optical depth of thin clouds down to centimeter scales: High-Resolution Photography of Clouds. United States: N. p., 2017. Web. doi:10.1002/2016JD025384.
Schwartz, Stephen E., Huang, Dong, & Vladutescu, Daniela Viviana. High-resolution photography of clouds from the surface: Retrieval of optical depth of thin clouds down to centimeter scales: High-Resolution Photography of Clouds. United States. https://doi.org/10.1002/2016JD025384
Schwartz, Stephen E., Huang, Dong, and Vladutescu, Daniela Viviana. Wed . "High-resolution photography of clouds from the surface: Retrieval of optical depth of thin clouds down to centimeter scales: High-Resolution Photography of Clouds". United States. https://doi.org/10.1002/2016JD025384. https://www.osti.gov/servlets/purl/1344232.
@article{osti_1344232,
title = {High-resolution photography of clouds from the surface: Retrieval of optical depth of thin clouds down to centimeter scales: High-Resolution Photography of Clouds},
author = {Schwartz, Stephen E. and Huang, Dong and Vladutescu, Daniela Viviana},
abstractNote = {This article describes the approach and presents initial results, for a period of several minutes in north central Oklahoma, of an examination of clouds by high resolution digital photography from the surface looking vertically upward. A commercially available camera having 35-mm equivalent focal length up to 1200 mm (nominal resolution as fine as 6 µrad, which corresponds to 9 mm for cloud height 1.5 km) is used to obtain a measure of zenith radiance of a 30 m × 30 m domain as a two-dimensional image consisting of 3456 × 3456 pixels (12 million pixels). Downwelling zenith radiance varies substantially within single images and between successive images obtained at 4-s intervals. Variation in zenith radiance found on scales down to about 10 cm is attributed to variation in cloud optical depth (COD). Attention here is directed primarily to optically thin clouds, COD less than about 2. A radiation transfer model used to relate downwelling zenith radiance to COD and to relate the counts in the camera image to zenith radiance, permits determination of COD on a pixel-by-pixel basis. COD for thin clouds determined in this way exhibits considerable variation, for example, an order of magnitude within 15 m, a factor of 2 within 4 m, and 25% (0.12 to 0.15) over 14 cm. In conclusion, this approach, which examines cloud structure on scales 3 to 5 orders of magnitude finer than satellite products, opens new avenues for examination of cloud structure and evolution.},
doi = {10.1002/2016JD025384},
journal = {Journal of Geophysical Research: Atmospheres},
number = 5,
volume = 122,
place = {United States},
year = {Wed Mar 08 00:00:00 EST 2017},
month = {Wed Mar 08 00:00:00 EST 2017}
}

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Works referenced in this record:

Objective Determination of Cloud Heights and Radar Reflectivities Using a Combination of Active Remote Sensors at the ARM CART Sites
journal, May 2000


Remote sensing the susceptibility of cloud albedo to changes in drop concentration
journal, June 1994


Advances in Understanding Clouds from ISCCP
journal, November 1999


Simple Radiative Transfer Methods for Calculating Domain-Averaged Solar Fluxes in Inhomogeneous Clouds
journal, March 1996


Coupling sky images with radiative transfer models: a new method to estimate cloud optical depth
journal, January 2016

  • Mejia, Felipe A.; Kurtz, Ben; Murray, Keenan
  • Atmospheric Measurement Techniques, Vol. 9, Issue 8
  • DOI: 10.5194/amt-9-4151-2016

Retrieving Cloud Characteristics from Ground-Based Daytime Color All-Sky Images
journal, May 2006

  • Long, C. N.; Sabburg, J. M.; Calbó, J.
  • Journal of Atmospheric and Oceanic Technology, Vol. 23, Issue 5
  • DOI: 10.1175/JTECH1875.1

Holographic measurements of inhomogeneous cloud mixing at the centimeter scale
journal, October 2015


The ‘too few, too bright’ tropical low-cloud problem in CMIP5 models: TOO FEW TOO BRIGHT LOW-CLOUDS
journal, November 2012

  • Nam, C.; Bony, S.; Dufresne, J. -L.
  • Geophysical Research Letters, Vol. 39, Issue 21
  • DOI: 10.1029/2012GL053421

Evaluation of cloud fraction and its radiative effect simulated by IPCC AR4 global models against ARM surface observations
journal, January 2012


Stereophotogrammetry of Oceanic Clouds
journal, July 2014


On the determination of cloud cover from satellite sensors: The effect of sensor spatial resolution
journal, January 1992

  • Wielicki, Bruce A.; Parker, Lindsay
  • Journal of Geophysical Research, Vol. 97, Issue D12
  • DOI: 10.1029/92JD01061

Thin and Subvisual Tropopause Tropical Cirrus: Observations and Radiative Impacts
journal, June 2000


A study of the vertical structure of tropical (20°S–20°N) optically thin clouds from SAGE II observations
journal, June 1998


Nonlocal independent pixel approximation: direct and inverse problems
journal, January 1998

  • Marshak, A.; Davis, A.; Cahalan, R. F.
  • IEEE Transactions on Geoscience and Remote Sensing, Vol. 36, Issue 1
  • DOI: 10.1109/36.655329

Seasonal variation of cloud radiative forcing derived from the Earth Radiation Budget Experiment
journal, January 1990

  • Harrison, E. F.; Minnis, P.; Barkstrom, B. R.
  • Journal of Geophysical Research, Vol. 95, Issue D11
  • DOI: 10.1029/JD095iD11p18687

AERONET—A Federated Instrument Network and Data Archive for Aerosol Characterization
journal, October 1998


Estimation of spectral distribution of sky radiance using a commercial digital camera
journal, January 2016

  • Saito, Masanori; Iwabuchi, Hironobu; Murata, Isao
  • Applied Optics, Vol. 55, Issue 2
  • DOI: 10.1364/AO.55.000415

THE CLOUDSAT MISSION AND THE A-TRAIN: A New Dimension of Space-Based Observations of Clouds and Precipitation
journal, December 2002

  • Stephens, Graeme L.; Vane, Deborah G.; Boain, Ronald J.
  • Bulletin of the American Meteorological Society, Vol. 83, Issue 12
  • DOI: 10.1175/BAMS-83-12-1771

An Analysis of the Performance of the UFAM Pulsed Doppler Lidar for Observing the Boundary Layer
journal, February 2009

  • Pearson, Guy; Davies, Fay; Collier, Chris
  • Journal of Atmospheric and Oceanic Technology, Vol. 26, Issue 2
  • DOI: 10.1175/2008JTECHA1128.1

Growth of Cloud Droplets in a Turbulent Environment
journal, January 2013


Development of a sky imaging system for short-term solar power forecasting
journal, January 2015

  • Urquhart, B.; Kurtz, B.; Dahlin, E.
  • Atmospheric Measurement Techniques, Vol. 8, Issue 2
  • DOI: 10.5194/amt-8-875-2015

Diffuse radiation in the Galaxy
journal, January 1941

  • Henyey, L. C.; Greenstein, J. L.
  • The Astrophysical Journal, Vol. 93
  • DOI: 10.1086/144246

Physical interpretation of the spectral radiative signature in the transition zone between cloud-free and cloudy regions
journal, January 2009

  • Chiu, J. C.; Marshak, A.; Knyazikhin, Y.
  • Atmospheric Chemistry and Physics, Vol. 9, Issue 4
  • DOI: 10.5194/acp-9-1419-2009

Droplet growth in warm turbulent clouds
journal, February 2012

  • Devenish, B. J.; Bartello, P.; Brenguier, J. -L.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 667
  • DOI: 10.1002/qj.1897

Optical properties of terrestrial clouds
journal, February 2004


A Parameterization for Computing Grid-Averaged Solar Fluxes for Inhomogeneous Marine Boundary Layer Clouds. Part II: Validation Using Satellite Data
journal, August 1996


Numerically stable algorithm for discrete-ordinate-method radiative transfer in multiple scattering and emitting layered media
journal, January 1988

  • Stamnes, Knut; Tsay, S-Chee; Wiscombe, Warren
  • Applied Optics, Vol. 27, Issue 12
  • DOI: 10.1364/AO.27.002502

Geometric Calibration of Digital Cameras for 3D Cumulus Cloud Measurements
journal, February 2009

  • Hu, Jiuxiang; Razdan, Anshuman; Zehnder, Joseph A.
  • Journal of Atmospheric and Oceanic Technology, Vol. 26, Issue 2
  • DOI: 10.1175/2008JTECHA1079.1

Robust Locally Weighted Regression and Smoothing Scatterplots
journal, December 1979


Automated multifilter rotating shadow-band radiometer: an instrument for optical depth and radiation measurements
journal, January 1994

  • Harrison, Lee; Michalsky, Joseph; Berndt, Jerry
  • Applied Optics, Vol. 33, Issue 22
  • DOI: 10.1364/AO.33.005118

A Hybrid Thresholding Algorithm for Cloud Detection on Ground-Based Color Images
journal, October 2011

  • Li, Qingyong; Lu, Weitao; Yang, Jun
  • Journal of Atmospheric and Oceanic Technology, Vol. 28, Issue 10
  • DOI: 10.1175/JTECH-D-11-00009.1

A review of cloud top height and optical depth histograms from MISR, ISCCP, and MODIS
journal, January 2010

  • Marchand, Roger; Ackerman, Thomas; Smyth, Mike
  • Journal of Geophysical Research, Vol. 115, Issue D16
  • DOI: 10.1029/2009JD013422

Global distribution of total cloud cover and cloud type amounts over the ocean
report, December 1988


Spectrally-invariant behavior of zenith radiance around cloud edges simulated by radiative transfer
journal, January 2010

  • Chiu, J. C.; Marshak, A.; Knyazikhin, Y.
  • Atmospheric Chemistry and Physics, Vol. 10, Issue 22
  • DOI: 10.5194/acp-10-11295-2010

Optical and geometrical characteristics of cirrus clouds over a Southern European lidar station
journal, January 2007

  • Giannakaki, E.; Balis, D. S.; Amiridis, V.
  • Atmospheric Chemistry and Physics, Vol. 7, Issue 21
  • DOI: 10.5194/acp-7-5519-2007

Aircraft millimeter-wave passive sensing of cloud liquid water and water vapor during VOCALS-REx
journal, January 2012

  • Zuidema, P.; Leon, D.; Pazmany, A.
  • Atmospheric Chemistry and Physics, Vol. 12, Issue 1
  • DOI: 10.5194/acp-12-355-2012

Independent measurement of extinction and backscatter profiles in cirrus clouds by using a combined Raman elastic-backscatter lidar
journal, January 1992

  • Ansmann, Albert; Wandinger, Ulla; Riebesell, Maren
  • Applied Optics, Vol. 31, Issue 33
  • DOI: 10.1364/AO.31.007113

Design and characterization of specMACS, a multipurpose hyperspectral cloud and sky imager
journal, January 2016

  • Ewald, Florian; Kölling, Tobias; Baumgartner, Andreas
  • Atmospheric Measurement Techniques, Vol. 9, Issue 5
  • DOI: 10.5194/amt-9-2015-2016

Climate Forcing by Anthropogenic Aerosols
journal, January 1992


Can Commercial Digital Cameras Be Used as Multispectral Sensors? A Crop Monitoring Test
journal, November 2008

  • Lebourgeois, Valentine; Bégué, Agnès; Labbé, Sylvain
  • Sensors, Vol. 8, Issue 11
  • DOI: 10.3390/s8117300

Thin Liquid Water Clouds: Their Importance and Our Challenge
journal, February 2007

  • Turner, D. D.; Vogelmann, A. M.; Austin, R. T.
  • Bulletin of the American Meteorological Society, Vol. 88, Issue 2
  • DOI: 10.1175/BAMS-88-2-177

On the nature and extent of optically thin marine low clouds: OPTICALLY THIN MARINE LOW CLOUDS
journal, November 2012

  • Leahy, L. V.; Wood, R.; Charlson, R. J.
  • Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D22
  • DOI: 10.1029/2012JD017929

The Atmospheric Radiation Measurement (ARM) Program: Programmatic Background and Design of the Cloud and Radiation Test Bed
journal, July 1994


Retrieval of cirrus optical thickness and assessment of ice crystal shape from ground-based imaging spectrometry
journal, January 2013

  • Schäfer, M.; Bierwirth, E.; Ehrlich, A.
  • Atmospheric Measurement Techniques, Vol. 6, Issue 8
  • DOI: 10.5194/amt-6-1855-2013

Detecting super-thin clouds with polarized sunlight: DETECTING SUPER-THIN CLOUDS
journal, January 2014

  • Sun, Wenbo; Videen, Gorden; Mishchenko, Michael I.
  • Geophysical Research Letters, Vol. 41, Issue 2
  • DOI: 10.1002/2013GL058840

Reconciling Simulated and Observed Views of Clouds: MODIS, ISCCP, and the Limits of Instrument Simulators
journal, July 2012


Remote sensing of cloud properties using ground-based measurements of zenith radiance
journal, January 2006

  • Chiu, J. Christine; Marshak, Alexander; Knyazikhin, Yuri
  • Journal of Geophysical Research, Vol. 111, Issue D16
  • DOI: 10.1029/2005JD006843

Angstrom exponent and bimodal aerosol size distributions
journal, January 2006

  • Schuster, Gregory L.; Dubovik, Oleg; Holben, Brent N.
  • Journal of Geophysical Research, Vol. 111, Issue D7
  • DOI: 10.1029/2005JD006328

Effects of Cloud Horizontal Inhomogeneity on the Optical Thickness Retrieved from Moderate-Resolution Satellite Data
journal, July 2002


The Arm Climate Research Facility: A Review of Structure and Capabilities
journal, March 2013

  • Mather, James H.; Voyles, Jimmy W.
  • Bulletin of the American Meteorological Society, Vol. 94, Issue 3
  • DOI: 10.1175/BAMS-D-11-00218.1

Airborne hyperspectral observations of surface and cloud directional reflectivity using a commercial digital camera
journal, January 2012

  • Ehrlich, A.; Bierwirth, E.; Wendisch, M.
  • Atmospheric Chemistry and Physics, Vol. 12, Issue 7
  • DOI: 10.5194/acp-12-3493-2012

Albedo bias and the horizontal variability of clouds in subtropical marine boundary layers: Observations from ships and satellites
journal, March 1999

  • Pincus, Robert; McFarlane, Sally A.; Klein, Stephen A.
  • Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D6
  • DOI: 10.1029/1998JD200125

Lidar model with parameterized multiple scattering for retrieving cloud optical properties
journal, August 2005


The Multifractal Scaling of Cloud Radiances from 1m to 1km
journal, September 2002


Application of oxygen A-band equivalent width to disambiguate downwelling radiances for cloud optical depth measurement
journal, January 2016

  • Niple, Edward R.; Scott, Herman E.; Conant, John A.
  • Atmospheric Measurement Techniques, Vol. 9, Issue 9
  • DOI: 10.5194/amt-9-4167-2016

Total and partial cloud amount detection during summer 2005 at Westerland (Sylt, Germany)
journal, January 2009

  • Schade, N. H.; Macke, A.; Sandmann, H.
  • Atmospheric Chemistry and Physics, Vol. 9, Issue 4
  • DOI: 10.5194/acp-9-1143-2009

At What Optical Thickness Does a Cloud Completely Obscure the Sun?
journal, April 1995


New microphysics sensor for aircraft use
journal, April 1994


Spatial statistics of marine boundary layer clouds: SPATIAL STATISTICS
journal, February 2004

  • Lewis, Gregory M.; Austin, Philip H.; Szczodrak, Malgorzata
  • Journal of Geophysical Research: Atmospheres, Vol. 109, Issue D4
  • DOI: 10.1029/2003JD003742

Modified ultrafast thermometer UFT-M and temperature measurements during Physics of Stratocumulus Top (POST)
journal, January 2013

  • Kumala, W.; Haman, K. E.; Kopec, M. K.
  • Atmospheric Measurement Techniques, Vol. 6, Issue 8
  • DOI: 10.5194/amt-6-2043-2013

Observations of Small-Scale Turbulence and Energy Dissipation Rates in the Cloudy Boundary Layer
journal, May 2006

  • Siebert, Holger; Lehmann, Katrin; Wendisch, Manfred
  • Journal of the Atmospheric Sciences, Vol. 63, Issue 5
  • DOI: 10.1175/JAS3687.1

Efficient scavenging of aerosol sulfate by liquid-water clouds
journal, January 1987


Assessment of Global Cloud Datasets from Satellites: Project and Database Initiated by the GEWEX Radiation Panel
journal, July 2013

  • Stubenrauch, C. J.; Rossow, W. B.; Kinne, S.
  • Bulletin of the American Meteorological Society, Vol. 94, Issue 7
  • DOI: 10.1175/BAMS-D-12-00117.1

A 10 year climatology of cloud fraction and vertical distribution derived from both surface and GOES observations over the DOE ARM SPG site
journal, January 2010

  • Xi, Baike; Dong, Xiquan; Minnis, Patrick
  • Journal of Geophysical Research, Vol. 115, Issue D12
  • DOI: 10.1029/2009JD012800

A Stereo Photogrammetric Technique Applied to Orographic Convection
journal, June 2007

  • Zehnder, Joseph A.; Hu, Jiuxiang; Razdan, Anshuman
  • Monthly Weather Review, Vol. 135, Issue 6
  • DOI: 10.1175/MWR3401.1

A spectral method for discriminating thermodynamic phase and retrieving cloud optical thickness and effective radius using transmitted solar radiance spectra
journal, January 2015

  • LeBlanc, S. E.; Pilewskie, P.; Schmidt, K. S.
  • Atmospheric Measurement Techniques, Vol. 8, Issue 3
  • DOI: 10.5194/amt-8-1361-2015

Measuring the spectral response with a set of interference filters
conference, January 2009

  • Mauer, Christian; Wueller, Dietmar
  • IS&T/SPIE Electronic Imaging, SPIE Proceedings
  • DOI: 10.1117/12.805591

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  • Remote Sensing, Vol. 11, Issue 17
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