Analysis

I Workshop on Lidar Inversion Algorithms-ALINE Concepción, Chile

Analysis.Concepcion2014 History

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March 12, 2014, at 08:30 PM by 152.74.216.127 -
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March 12, 2014, at 08:00 PM by 152.74.216.127 -
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March 12, 2014, at 07:59 PM by 152.74.216.127 -
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  • Noise and background added to the input signal as Signal -> Poissrnd(1000*Signal + BG)). Columns are: alt, 355, 532 and 1064.
to:
  • Noise and background added to the input signal as Signal -> Poissrnd(1000*(Signal + BG)). Columns are: alt, 355, 532 and 1064.
March 12, 2014, at 07:57 PM by 152.74.216.127 -
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  • Noise and background added to the input signal as Signal -> Poissrnd(Signal + BG). Columns are: alt, 355, 532 and 1064.
to:
  • Noise and background added to the input signal as Signal -> Poissrnd(Signal + BG). Columns are: alt, 355, 532 and 1064. This is wrong because the original signal if very small at the end and the Poisson() will result in single values.
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March 12, 2014, at 01:45 PM by 152.74.216.127 -
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  • Input is
    • 1- altitude
    • 2 - signal at 355nm
to:
  • Input is: 1- altitude and 2 - signal at 355nm
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  • Input is
    • 1- altitude
    • 2 - signal at 355nm
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  • Input is: 1- altitude and 2 - signal at 355nm
March 12, 2014, at 01:43 PM by 152.74.216.127 -
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  • Input is
    • 1- altitude
    • 2 - signal at 355nm
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  • Input is
    • 1- altitude
    • 2 - signal at 355nm
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March 12, 2014, at 01:38 PM by 152.74.216.127 -
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Pablo Ristori (Ceilap - Argetina) also provided a simulated dataset. This is more complicated as it includes clouds and aerosols. Two versions are available:

to:

Pablo Ristori (Ceilap - Argetina) also provided a simulated dataset. This is more complicated as it includes clouds and aerosols. Input is only available for 355nm at the moment. Two versions are available:

March 12, 2014, at 01:29 PM by 152.74.216.127 -
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March 12, 2014, at 01:26 PM by 152.74.216.127 -
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March 12, 2014, at 02:44 AM by 190.13.174.250 -
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  • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and residual aerosols, LR=28, beta = 0.5 Mm^-1 sr^-1
to:
  • BL Aerosols up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1
  • Residual aerosols, LR=28, beta = 0.5 Mm^-1 sr^-1
Changed lines 41-42 from:
  • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and no residual aerosols
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  • BL Aerosols up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1
  • No residual aerosols
March 12, 2014, at 02:37 AM by 190.13.174.250 -
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  • Expected output , and
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March 12, 2014, at 02:36 AM by 190.13.174.250 -
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  • Expected output , and
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  • Signals for 355, 387, 532, 608, 1064 download
to:
March 12, 2014, at 02:27 AM by 190.13.174.250 -
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  • Cloud at 6km LR=28 and beta = ~ 280 Mm^-1 sr^-1 (Cloud optical depth = 1.0)
to:
  • Cloud at 6km LR=28 and beta ~= 280 Mm^-1 sr^-1 (Cloud optical depth = 1.0)
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  • Cloud at 6km LR=28 and beta = ~ 57 Mm^-1 sr^-1 (Cloud optical depth = 0.2)
to:
  • Cloud at 6km LR=28 and beta ~= 57 Mm^-1 sr^-1 (Cloud optical depth = 0.2)
March 12, 2014, at 02:26 AM by 190.13.174.250 -
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  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
to:
  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. Aerosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
March 12, 2014, at 02:26 AM by 190.13.174.250 -
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  • Pappalardo, G., Amodeo, A., Pandolfi, M., Wandinger, U., Ansmann, A., B�senberg, J., … Wang, X. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 3. Raman Lidar Algorithm for Aerosol Extinction, Backscatter, and Lidar Ratio. Applied Optics, 43(28), 5370. doi:10.1364/AO.43.005370
to:
  • Pappalardo, G., Amodeo, A., Pandolfi, M., Wandinger, U., Ansmann, A., Bösenberg, J., … Wang, X. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 3. Raman Lidar Algorithm for Aerosol Extinction, Backscatter, and Lidar Ratio. Applied Optics, 43(28), 5370. doi:10.1364/AO.43.005370
March 12, 2014, at 02:24 AM by 190.13.174.250 -
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Participants

  • Antonieta Silva, CEFOP - Chile
  • Daniel Nisperuza, UNAL - Colombia
  • Fabio Lopes, IPEN - Brasil
  • Henrique Barbosa, USP - Brasil
  • Pablo Ristori, CEILAP - Argentina
March 12, 2014, at 02:03 AM by 190.13.174.250 -
Changed lines 36-42 from:
  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
to:
  1. height = m
  2. backscatter = 1/Mm / sr
  3. extinction = 1/Mm
  4. lidar ratio = sr
  5. molecular backscatter = 1/Mm / sr (step 3)
  6. molecular extinction = 1/Mm (step 3)
  7. synthetic molecular signal = 1/m / sr /m2 (step 3)
Changed line 47 from:
  • Pappalardo, G., Amodeo, A., Pandolfi, M., Wandinger, U., Ansmann, A., B�senberg, J., … Wang, X. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 3. Raman Lidar Algorithm for Aerosol Extinction, Backscatter, and Lidar Ratio. Applied Optics, 43(28), 5370. doi:10.1364/AO.43.005370
to:
  • Pappalardo, G., Amodeo, A., Pandolfi, M., Wandinger, U., Ansmann, A., B�senberg, J., … Wang, X. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 3. Raman Lidar Algorithm for Aerosol Extinction, Backscatter, and Lidar Ratio. Applied Optics, 43(28), 5370. doi:10.1364/AO.43.005370
March 12, 2014, at 02:02 AM by 190.13.174.250 -
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  • output - 1 (aerosoles)
    • ascii file, up to four columns. Use -999 if not giving some of these columns..
      1. first height = m
      2. second backscatter = 1/Mm / sr
      3. third extinction = 1/Mm
      4. fourth lidar ratio = sr
      5. second molecular backscatter = 1/Mm / sr (step 3)
      6. third molecular extinction = 1/Mm (step 3)
to:

The output of your algorithms should produce simple ascii files without header and columns separated by TAB with the following columns:

  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
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March 12, 2014, at 02:00 AM by 190.13.174.250 -
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  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
to:
  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
March 12, 2014, at 01:57 AM by 190.13.174.250 -
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March 12, 2014, at 01:57 AM by 190.13.174.250 -
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  • Weak cloud - download input and the
to:
March 12, 2014, at 01:46 AM by 190.13.174.250 -
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  • Strong cloud - download input and the
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  • Strong cloud - download input
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  • Weak cloud - download input and the
March 12, 2014, at 01:45 AM by 190.13.174.250 -
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  • Profiles used for the raman Earlinet paper
to:
  • Profiles used for the raman Earlinet paper (Pappalardo et al, 2004)
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 Data set by Pablo Ristori, Argentina
  • Cloud at 6km LR=28 and beta = ~ 50 Mm^-1 sr^-1
  • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and residual aerosols, LR=28, beta = 0.5 Mm^-1 sr^-1
to:
  • Strong cloud - download input and the
    • Cloud at 6km LR=28 and beta = ~ 280 Mm^-1 sr^-1 (Cloud optical depth = 1.0)
    • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and residual aerosols, LR=28, beta = 0.5 Mm^-1 sr^-1
  • Weak cloud download
    • Cloud at 6km LR=28 and beta = ~ 57 Mm^-1 sr^-1 (Cloud optical depth = 0.2)
    • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and no residual aerosols
Changed lines 46-48 from:
  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
to:
  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
  • Pappalardo, G., Amodeo, A., Pandolfi, M., Wandinger, U., Ansmann, A., B�senberg, J., … Wang, X. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 3. Raman Lidar Algorithm for Aerosol Extinction, Backscatter, and Lidar Ratio. Applied Optics, 43(28), 5370. doi:10.1364/AO.43.005370
March 12, 2014, at 01:38 AM by 190.13.174.250 -
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  • The profiles used for the first Earlinet paper on the elastic retrievals (Bockmann et al, App. Opt. 2004)
to:
  • Profiles used for the first Earlinet paper on the elastic retrievals (Bockmann et al, App. Opt. 2004)
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  • The profiles used for the raman Earlinet paper
to:
  • Profiles used for the raman Earlinet paper
Changed lines 24-25 from:
to:

Pablo Ristori (Ceilap - Argetina) also provided a simulated dataset. This is more complicated as it includes clouds and aerosols. Two versions are available:

 Data set by Pablo Ristori, Argentina
  • Cloud at 6km LR=28 and beta = ~ 50 Mm^-1 sr^-1
  • Aerosols at BL up to 1.5km, LR=28, beta = 5 Mm^-1 sr^-1 and residual aerosols, LR=28, beta = 0.5 Mm^-1 sr^-1
March 12, 2014, at 01:33 AM by 190.13.174.250 -
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  • The profiles used for the first Earlinet paper on the elastic retrievals (Bockmann et al, App. Opt. 2004)
    • Signals for 355, 532 and 1064 nm and input P, T download
    • P and T with better format download
Changed lines 21-24 from:
to:
  • The profiles used for the raman Earlinet paper
    • Signals for 355, 387, 532, 608, 1064 download
Changed line 41 from:
  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
to:
  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
March 12, 2014, at 01:28 AM by 190.13.174.250 -
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Our friends from Earlinet have provided datasets for us to try our algorithms.

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References

  • Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., … Wiegner, M. (2004). Aerosol Lidar Intercomparison in the Framework of the EARLINET Project. 2. A erosol Backscatter Algorithms. Applied Optics, 43(4), 977. doi:10.1364/AO.43.000977
March 12, 2014, at 01:24 AM by 190.13.174.250 -
Changed lines 28-33 from:
  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
to:
  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
  4. fourth lidar ratio = sr
  5. second molecular backscatter = 1/Mm / sr (step 3)
  6. third molecular extinction = 1/Mm (step 3)
March 12, 2014, at 01:24 AM by 190.13.174.250 -
Changed lines 31-33 from:
  • fourth lidar ratio = sr
  • second molecular backscatter = 1/Mm / sr (step 3)
  • third molecular extinction = 1/Mm (step 3)
to:
  1. fourth lidar ratio = sr
  2. second molecular backscatter = 1/Mm / sr (step 3)
  3. third molecular extinction = 1/Mm (step 3)
March 12, 2014, at 01:23 AM by 190.13.174.250 -
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  • first height = m
  • second backscatter = 1/Mm / sr
  • third extinction = 1/Mm
to:
  1. first height = m
  2. second backscatter = 1/Mm / sr
  3. third extinction = 1/Mm
Deleted lines 34-43:
  • output - 2 (moleculas)
  • ascii file, header lines starting with #
    • # rayleigh cross section at std pressure and temperature = m2
    • # avogadro number = #
    • # co2 concentration = ppmv
    • altitude = m
    • rayleigh cross section at press and temperature of each level = m2
    • rayleigh signal
March 11, 2014, at 10:37 PM by 152.74.216.127 -
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March 11, 2014, at 10:36 PM by 152.74.216.127 -
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March 11, 2014, at 10:03 PM by 152.74.216.127 -
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March 10, 2014, at 07:24 PM by 152.74.216.127 -
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  • second molecular backscatter = 1/Mm / sr (step 3)
  • third molecular extinction = 1/Mm (step 3)
March 10, 2014, at 03:44 PM by 152.74.216.127 -
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  • Input
    • pressure = hPa
    • temperature e dew point = degC
    • lidar ratio = sr
    • altitude = m
to:
  • pressure = hPa
  • temperature e dew point = degC
  • lidar ratio = sr
  • altitude = m
March 10, 2014, at 03:43 PM by 152.74.216.127 -
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  • Input
    • pressure = hPa
    • temperature e dew point = degC
    • lidar ratio = sr
    • altitude = m
Deleted lines 25-30:
  • Input
    • pressure = hPa
    • temperature e dew point = degC
    • lidar ratio = sr
    • altitude = m
March 10, 2014, at 12:58 PM by 152.74.216.127 -
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  • This should be the profiles used for the raman Earlinet paper
to:
  • This should be the profiles used for the raman Earlinet paper

Data format

  • Input
    • pressure = hPa
    • temperature e dew point = degC
    • lidar ratio = sr
    • altitude = m
  • output - 1 (aerosoles)
    • ascii file, up to four columns. Use -999 if not giving some of these columns..
      • first height = m
      • second backscatter = 1/Mm / sr
      • third extinction = 1/Mm
      • fourth lidar ratio = sr
  • output - 2 (moleculas)
  • ascii file, header lines starting with #
    • # rayleigh cross section at std pressure and temperature = m2
    • # avogadro number = #
    • # co2 concentration = ppmv
    • altitude = m
    • rayleigh cross section at press and temperature of each level = m2
    • rayleigh signal
March 10, 2014, at 12:36 PM by 152.74.216.127 -
March 10, 2014, at 12:35 PM by 152.74.216.127 -
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March 10, 2014, at 12:22 PM by 152.74.216.127 -
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Lidar researchers representing each Lidar group from the Latin America Lidar Network (ALINE) will participate in the first workshop on Lidar inversion algorithms supported by the Center for Optics and Photonics (CEFOP) of the Universidad de Concepción. Main goal of this first workshop is the establishment of a quantitative Lidar dataset to describe the aerosol vertical, horizontal, and temporal distribution, including its variability on a continental scale. This dataset could be a comprehensive data source to address the four- dimensional spatio-temporal distribution of aerosols on a global scale.

The working days will be held in the Universidad de Concepción, according to the following program:

Day 1. (Monday, March 10th, 2014)

09h. Meeting on the hall (first floor) of Faculty of Physical Sciences and Mathematics, Universidad de Concepción, Chile (Calle Esteban Iturra).

09.15-09.45: 30min Step 1. Getting acquainted with the first EARLINET simulation case (Boeckmann et al., Appl. Opt., 2004). File structure, available variables, input format and units will be described. Expected output format and units will be defined for easy comparison.

09:45-10h: Coffe Break

10h-13h: 3hs Step 2. Each group should processes this dataset using their own version of the Klett-Fernald method and compute separately Rayleigh and particle backscattering.

Step 3. Upload of results #1. 13h-14-30h: Lunch

14.30-16h: 1h30 Step 4. Presentation of each group’s methodology: from the molecular calculation to the method of integration. These presentations should be prepared prior to the workshop.

16-16.30h: 30min Step 5. Comparison of calculated particle properties with the simulation input profiles. Discussion should follow.

16:30-17h: 30min Coffee break.

17h-19h: 2h Step 6. Simulation input files will be distributed. Groups should use those for helping debugging the algorithms and obtaining an improved inversion. Step 7. Upload of results #2. 30min Step 8. Comparison of calculated particle properties with the simulation input profiles. Discussion should follow.

Day 2. (Tuesday, March 11th, 2014)

09-09.30h: 30min Step 9. Paper discussion: Bucholtz (1995) and Bodhaine (1999), or, computing the molecular backscattering from first principles.

09:30-11h: 1h30 Step 10. Check the calculation of all molecular quantities in all algorithms; take into account that absolute no difference should occur the same inputs are used. Then it should be checked how the reference height is chosen.

Step 11. Upload of results #4.

11h-11.30: 30min Step 12. Comparison of calculated molecular properties. Discussion should follow.

11.30-13h: 1h Step 13. Calibration of Lidar signal. Define the use of one single point or a height range to calibrate the Lidar signal.

Step 14. Upload of results #4. 13h-14-30h: Lunch

14:30-15h: 30min Step 15. Comparison of calibrated lidar signals. Discussion should follow.

15h-16h: 1h Step 16. Checked how the reference height is chosen. If the same reference height and the same lidar ratio is used by each user, the output should be almost identical.

Step 17. Upload of results #5. 16h-16.30: 30min Coffee break

16:30-17h: 30min Step 18. Comparison of inverted lidar signals: now we should have same molecular reference, same calibration and same reference height. Discussion should follow.

Day 3. (Wednesday, March 12th, 2014)

09:30-13h: 3h Step 19. Time for working on the codes and last intercomparison. Focus on signal processing: background removal, binning, smoothing and gluing.

13h-14-30h: Lunch

14:30-16:30: 2h Step 19. Time for discussing the unified algorithm (or two: matlab and mathematica). Preparation of the codes to be shared via ALINE from the contribution of the groups.

16:30-17h: 30min Coffee break

17h-19h: 2h Step 20. Time for discussing the unified algorithm (or two: matlab and mathematica). Preparation of the codes to be shared via ALINE from the contribution of the groups.

Day 4. (Thursday, March 13th, 2014)

09h-19h: All day Step 21. A manuscript will be write with the results. Emphasis will be done due to South America lidar network would be very valuable to contrast northern hemispheric with southern hemispheric aerosol conditions, and the consequences on climate.

13h-14-30h: Lunch

to:
March 10, 2014, at 12:21 PM by 152.74.216.127 -
Changed lines 5-72 from:

March, 10 to 13, 2014

to:

March, 10 to 13, 2014

Lidar researchers representing each Lidar group from the Latin America Lidar Network (ALINE) will participate in the first workshop on Lidar inversion algorithms supported by the Center for Optics and Photonics (CEFOP) of the Universidad de Concepción. Main goal of this first workshop is the establishment of a quantitative Lidar dataset to describe the aerosol vertical, horizontal, and temporal distribution, including its variability on a continental scale. This dataset could be a comprehensive data source to address the four- dimensional spatio-temporal distribution of aerosols on a global scale.

The working days will be held in the Universidad de Concepción, according to the following program:

Day 1. (Monday, March 10th, 2014)

09h. Meeting on the hall (first floor) of Faculty of Physical Sciences and Mathematics, Universidad de Concepción, Chile (Calle Esteban Iturra).

09.15-09.45: 30min Step 1. Getting acquainted with the first EARLINET simulation case (Boeckmann et al., Appl. Opt., 2004). File structure, available variables, input format and units will be described. Expected output format and units will be defined for easy comparison.

09:45-10h: Coffe Break

10h-13h: 3hs Step 2. Each group should processes this dataset using their own version of the Klett-Fernald method and compute separately Rayleigh and particle backscattering.

Step 3. Upload of results #1. 13h-14-30h: Lunch

14.30-16h: 1h30 Step 4. Presentation of each group’s methodology: from the molecular calculation to the method of integration. These presentations should be prepared prior to the workshop.

16-16.30h: 30min Step 5. Comparison of calculated particle properties with the simulation input profiles. Discussion should follow.

16:30-17h: 30min Coffee break.

17h-19h: 2h Step 6. Simulation input files will be distributed. Groups should use those for helping debugging the algorithms and obtaining an improved inversion. Step 7. Upload of results #2. 30min Step 8. Comparison of calculated particle properties with the simulation input profiles. Discussion should follow.

Day 2. (Tuesday, March 11th, 2014)

09-09.30h: 30min Step 9. Paper discussion: Bucholtz (1995) and Bodhaine (1999), or, computing the molecular backscattering from first principles.

09:30-11h: 1h30 Step 10. Check the calculation of all molecular quantities in all algorithms; take into account that absolute no difference should occur the same inputs are used. Then it should be checked how the reference height is chosen.

Step 11. Upload of results #4.

11h-11.30: 30min Step 12. Comparison of calculated molecular properties. Discussion should follow.

11.30-13h: 1h Step 13. Calibration of Lidar signal. Define the use of one single point or a height range to calibrate the Lidar signal.

Step 14. Upload of results #4. 13h-14-30h: Lunch

14:30-15h: 30min Step 15. Comparison of calibrated lidar signals. Discussion should follow.

15h-16h: 1h Step 16. Checked how the reference height is chosen. If the same reference height and the same lidar ratio is used by each user, the output should be almost identical.

Step 17. Upload of results #5. 16h-16.30: 30min Coffee break

16:30-17h: 30min Step 18. Comparison of inverted lidar signals: now we should have same molecular reference, same calibration and same reference height. Discussion should follow.

Day 3. (Wednesday, March 12th, 2014)

09:30-13h: 3h Step 19. Time for working on the codes and last intercomparison. Focus on signal processing: background removal, binning, smoothing and gluing.

13h-14-30h: Lunch

14:30-16:30: 2h Step 19. Time for discussing the unified algorithm (or two: matlab and mathematica). Preparation of the codes to be shared via ALINE from the contribution of the groups.

16:30-17h: 30min Coffee break

17h-19h: 2h Step 20. Time for discussing the unified algorithm (or two: matlab and mathematica). Preparation of the codes to be shared via ALINE from the contribution of the groups.

Day 4. (Thursday, March 13th, 2014)

09h-19h: All day Step 21. A manuscript will be write with the results. Emphasis will be done due to South America lidar network would be very valuable to contrast northern hemispheric with southern hemispheric aerosol conditions, and the consequences on climate.

13h-14-30h: Lunch

March 10, 2014, at 12:18 PM by 152.74.216.127 -
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UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT

to:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA
Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT \\

March 10, 2014, at 12:18 PM by 152.74.216.127 -
Changed lines 3-5 from:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA

Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT

March, 10 to 13, 2014

to:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT March, 10 to 13, 2014

March 10, 2014, at 12:18 PM by 152.74.216.127 -
Changed lines 3-5 from:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA

Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT

March, 10 to 13, 2014

to:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA

Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT

March, 10 to 13, 2014

March 10, 2014, at 12:17 PM by 152.74.216.127 -
Changed lines 2-5 from:

March, 10 to 13, 2014

to:

UNIVERSIDAD DE CONCEPCIÓN, CENTRO DE ÓPTICA Y FOTÓNICA

Programa de Financiamiento Basal para Centros Científicos y Tecnológicos de Excelencia -CONICYT

March, 10 to 13, 2014

March 10, 2014, at 12:16 PM by 152.74.216.127 -
Added lines 1-2:

(:Title I Workshop on Lidar Inversion Algorithms-ALINE Concepción, Chile :) March, 10 to 13, 2014