Abstract
There is considerable interest in retrieving profiles of aerosol effective
radius, total number concentration, and complex refractive index from lidar
measurements of extinction and backscatter at several wavelengths. The
combination of three backscatter channels plus two extinction channels
(3β + 2α) is particularly important since it is believed to be
the minimum configuration necessary for the retrieval of aerosol
microphysical properties and because the technological readiness of lidar
systems permits this configuration on both an airborne and future spaceborne
instrument. The second-generation NASA Langley airborne High Spectral Resolution
Lidar (HSRL-2) has been making 3β + 2α measurements since
2012. The planned NASA Aerosol/Clouds/Ecosystems (ACE) satellite mission also
recommends the 3β + 2α combination.Here we develop a deeper understanding of the information content and
sensitivities of the 3β + 2α system in terms of aerosol
microphysical parameters of interest. We use a retrieval-free methodology to
determine the basic sensitivities of the measurements independent of
retrieval assumptions and constraints. We calculate information content and
uncertainty metrics using tools borrowed from the optimal estimation
methodology based on Bayes' theorem, using a simplified forward model
look-up table, with no explicit inversion. The forward model is simplified
to represent spherical particles, monomodal log-normal size distributions,
and wavelength-independent refractive indices. Since we only use the forward
model with no retrieval, the given simplified aerosol scenario is applicable
as a best case for all existing retrievals in the absence of additional
constraints. Retrieval-dependent errors due to mismatch between retrieval
assumptions and true atmospheric aerosols are not included in this
sensitivity study, and neither are retrieval errors that may be introduced in the
inversion process. The choice of a simplified model adds clarity to the
understanding of the uncertainties in such retrievals, since it allows for
separately assessing the sensitivities and uncertainties of the measurements
alone that cannot be corrected by any potential or theoretical improvements
to retrieval methodology but must instead be addressed by adding information
content.The sensitivity metrics allow for identifying (1) information content of the
measurements vs. a priori information; (2) error bars on the retrieved
parameters; and (3) potential sources of cross-talk or "compensating"
errors wherein different retrieval parameters are not independently captured
by the measurements. The results suggest that the 3β + 2α
measurement system is underdetermined with respect to the full suite of
microphysical parameters considered in this study and that additional
information is required, in the form of additional coincident measurements
(e.g., sun-photometer or polarimeter) or a priori retrieval constraints. A
specific recommendation is given for addressing cross-talk between effective
radius and total number concentration.
Citation
ID:
205629
Ref Key:
burton2016atmosphericinformation