use of lidar backscatter to determine the pbl heights in new york city, ny jia-yeong ku, chris...
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Use of Lidar Backscatter to Determine the PBL Heights in
New York City, NY
Jia-Yeong Ku, Chris Hogrefe, Gopal SistlaNew York State Department of Environmental Conservation
Albany, NY 12233And
Shuki Chaw, Leona Charles, Barry GrossCity College of City University of New York
New York, NY 10031
Objective
• Analyze Lidar Backscatter to determine PBL Heights using Wavelet method
• Demonstrate the potential of applying Lidar Backscatter in the air quality forecast evaluation
Data
• Lidar measured backscatter signal
• PBL heights and aerosol extinction coefficients out of WRF/CMAQ air quality forecast system
Lidar System
• Lidar (Light Detection And Range) measures the intensity of backscattered light as a function of distance
• The primary contribution of scattering is from aerosol particles suspended in the air
Lidar Backscatter
R
T drRT
r eR
RPCRP 0
,2
20 ,
,
C: calibration constant
β: backscatter coefficient
α: extinction coefficient
CCNY Lidar Setup
Quanta_Ray HG-1Harmonic Generators
LICEL TR 40-160Photon Counter
0.1 – 50 HzRepetition rate
LICEL TR 40-160Data acquisition
3.5 ns at 1064 nm
3 ns at 532, 352 nm Pulse Duration
Hamamatsu
PMT: R758-10
PMT: R758-10
APD
Detectors
532 nm
355 nm
1064 nm
500 mJ at 1064 nm
250 mJ at 532 nm
200 mJ at 355 nm
Energy/pulse
70 “ (1778 mm)Focal length1064, 532, 355 nm Wavelength
Newtonian telescope
20 “ (50.8 mm)
Telescope Aperture
Q-Switched Nd: YAG
Infinity 40-100 Laser
Receiver Transmitter
Quanta_Ray HG-1Harmonic Generators
LICEL TR 40-160Photon Counter
0.1 – 50 HzRepetition rate
LICEL TR 40-160Data acquisition
3.5 ns at 1064 nm
3 ns at 532, 352 nm Pulse Duration
Hamamatsu
PMT: R758-10
PMT: R758-10
APD
Detectors
532 nm
355 nm
1064 nm
500 mJ at 1064 nm
250 mJ at 532 nm
200 mJ at 355 nm
Energy/pulse
70 “ (1778 mm)Focal length1064, 532, 355 nm Wavelength
Newtonian telescope
20 “ (50.8 mm)
Telescope Aperture
Q-Switched Nd: YAG
Infinity 40-100 Laser
Receiver Transmitter
Lidar data: 1064 nm channelTemporal resolution: 1 minuteVertical resolution: 37.5 m
WRF/CMAQ Forecast System
• Meteorology/Emission: Based on NECP/NWS 48-hr WRF forecasts initialized at 12:00 UTC and 2002/2004 emission inventory, processed with PREMAQ
• Photochemical Model: CMAQ (ver 4.51)
Horizontal resolution: 12 km
vertical resolution: 22 layers, lowest layer ~40 m• Study periods: July 31 – August 2, 2006
NWS Eta 12km 48hr Forecast Initialized at 12:00 UTC
NWS Eta-Post (vertical interpolation)
NWS Product Generator(horizontal interpolation)
NWS Eta for CMAQ22 sigma layer, 12 km,Lambert-Conformal
Location: National Weather Service (NWS)
EPA gets Eta for CMAQ to EPA NESC
EPA stores emission input files at EPA NESC
Location: EPA RTP Atmospheric Modeling Division National Environmental Supercomputing Center (NESC)
NYSDEC runs PREMAQ at EPA NESC to generate model-readymeteorology and emissions
NYSDEC brings PREMAQ output (model-ready emissions and meteorology) back to their Linux cluster
Location: NY State Department of Environmental Conservation (NYSDEC)
NYSDEC runs CMAQ using PREMAQ model-ready emissions and meteorology for near-realtime O3 and PM forecasts on NYSDEC Aspen Linux Cluster. Postprocessing finishes by 05:30 EDSTResearch Mode: Run alternate CMAQ version from 5.30 to 9.30 EDST
EPA gets NOAA AQ forecasting output (NE domain) and archives at EPA NESC
NWS CMAQ-Eta 12km O3 forecasts for Northeast (NE) domain
08:00
10:00
13:00
20:00
18:00
21:00
23:00
01:00
05:30
EDST
Modeling Domain
Analyze Lidar Backscatter for PBL Heights
• Boundary layer usually has much higher aerosol concentration than free troposphere above.
• The significant change in the backscatter across the top of the BL provides a means of determining PBL heights.
• Wavelet provides a scale-dependent approach to determine PBL height.
Wavelet Covariance Transform
W a ba
f z hz b
adz
zb
zt( , ) ( ) ( )
1
hz b
a
ba
z b
b z ba
elsew here
( )
:
:
:
12
12
0
The key of the wavelet analysis is the selection of an appropriatedilation (vertical scale).
Compare PBL heights of Lidar measured and Model predicted
• Lidar measures aerosol layers
• Model determines vertical mixing based on some meteorological parameters, such as temperature and wind field
Compare Lidar Backscatter and CMAQ Extinction Coefficient
• Hourly and vertical averaged Lidar Backscatter signal
• Hourly extinction coefficient of CMAQ outputs
• A qualitative comparison; both backscatter and extinction coefficient reflect the aerosol and humidity loading in the atmosphere
July 31, 2006
August 1, 2006
August 2, 2006
Summary• A wavelet technique is applied to analyze the
PBL height using lidar backscatter measured in New York City
• WRF/CMAQ forecast system keeps track the lidar measured PBL development well
• WRF/CMAQ forecast system predicted the vertical PM profile (in terms of extinction coefficient) resemble to the backscatter vertical profile under cloud free conditions
• Development in the areas that we can directly compare the aerosol optical products between Lidar and model.