Publication Date
2013-07-23
Availability
Open access
Embargo Period
2013-07-23
Degree Name
Master of Science (MS)
Department
Meteorology and Physical Oceanography (Marine)
Date of Defense
2013-07-16
First Committee Member
Peter J. Minnett
Second Committee Member
Goshka Szczodrak
Third Committee Member
Michael G. Brown
Abstract
This dissertation document details research into the vertical profiles of temperature through the electromagnetic and thermal skin layers of the ocean. The Marine-Atmospheric Emitted Radiance Interferometer (M-AERI) is utilized to provide highly accurate, spectrally resolved radiance measurements in the infrared regime which, in turn, are used for the sensing of temperature values within the thermal skin layer depths of less than 1 mm. The inversion equation applied to the high resolution spectra is known to be non-linear and ill-conditioned. To constrain the solution and reduce the errors in this ill-conditioned retrieval problem, the truncated singular value decomposition (TSVD) regularization technique is adopted. The TSVD was first performed on synthetic data to assess the feasibility of the technique and subsequently on field datasets obtained from the M-AERI in which the errors associated with the use of this retrieval method were characterized. Averaging 300 spectra showed a vertical temperature inversion which was deemed unphysical by comparison with the solutions obtained from synthetic data runs and by a scaling analysis using the Rayleigh number. The inversion was removed by incrementing the sub-skin temperature of the first-guess profile required in the TSVD method as synthetic data results showed that the resulting profile converges to the surface and sub-skin temperature. Application of the technique to field data required an additional step of averaging the radiance spectrum into 11 wavenumber intervals so that the problem would not be over-constrained. This was established by adding noise to synthetic data and observing the high variability in the retrieved brightness temperature values.
Keywords
skin sea surface temperature; radiometer; hyperspectral; truncated singular value decomposition; infrared; inverse problem
Recommended Citation
Wong, Elizabeth, "Retrieval of the Skin Sea Surface Temperature Using Hyperspectral Measurements From the Marine-Atmospheric Emitted Radiance Interferometer" (2013). Open Access Theses. 437.
http://scholarlyrepository.miami.edu/oa_theses/437