Articles | Volume 6, issue 9
https://doi.org/10.5194/amt-6-2267-2013
https://doi.org/10.5194/amt-6-2267-2013
Research article
 | 
04 Sep 2013
Research article |  | 04 Sep 2013

Dimensionality reduction in Bayesian estimation algorithms

G. W. Petty

Related authors

Observing Low Altitude Features in Ozone Concentrations in a Shoreline Environment via Unmanned Aerial Systems
Josie K. Radtke, Benjamin N. Kies, Whitney A. Mottishaw, Sydney M. Zeuli, Aidan T. H. Voon, Kelly L. Koerber, Grant W. Petty, Michael Vermeuel, Timothy H. Bertram, Ankur R. Desai, Joseph P. Hupy, R. Bradley Pierce, Timothy J. Wagner, and Patricia A. Cleary
Atmos. Meas. Tech. Discuss., https://doi.org/10.5194/amt-2023-143,https://doi.org/10.5194/amt-2023-143, 2023
Revised manuscript under review for AMT
Short summary
Sampling error in aircraft flux measurements based on a high-resolution large eddy simulation of the marine boundary layer
Grant W. Petty
Atmos. Meas. Tech., 14, 1959–1976, https://doi.org/10.5194/amt-14-1959-2021,https://doi.org/10.5194/amt-14-1959-2021, 2021
Short summary
Field-of-view characteristics and resolution matching for the Global Precipitation Measurement (GPM) Microwave Imager (GMI)
Grant W. Petty and Ralf Bennartz
Atmos. Meas. Tech., 10, 745–758, https://doi.org/10.5194/amt-10-745-2017,https://doi.org/10.5194/amt-10-745-2017, 2017
Short summary

Related subject area

Subject: Others (Wind, Precipitation, Temperature, etc.) | Technique: Remote Sensing | Topic: Data Processing and Information Retrieval
Enhancing consistency of microphysical properties of precipitation across the melting layer in dual-frequency precipitation radar data
Kamil Mroz, Alessandro Battaglia, and Ann M. Fridlind
Atmos. Meas. Tech., 17, 1577–1597, https://doi.org/10.5194/amt-17-1577-2024,https://doi.org/10.5194/amt-17-1577-2024, 2024
Short summary
Profiling the molecular destruction rates of temperature and humidity as well as the turbulent kinetic energy dissipation in the convective boundary layer
Volker Wulfmeyer, Christoph Senff, Florian Späth, Andreas Behrendt, Diego Lange, Robert M. Banta, W. Alan Brewer, Andreas Wieser, and David D. Turner
Atmos. Meas. Tech., 17, 1175–1196, https://doi.org/10.5194/amt-17-1175-2024,https://doi.org/10.5194/amt-17-1175-2024, 2024
Short summary
Forward operator for polarimetric radio occultation measurements
Daisuke Hotta, Katrin Lonitz, and Sean Healy
Atmos. Meas. Tech., 17, 1075–1089, https://doi.org/10.5194/amt-17-1075-2024,https://doi.org/10.5194/amt-17-1075-2024, 2024
Short summary
Assessing atmospheric gravity wave spectra in the presence of observational gaps
Mohamed Mossad, Irina Strelnikova, Robin Wing, and Gerd Baumgarten
Atmos. Meas. Tech., 17, 783–799, https://doi.org/10.5194/amt-17-783-2024,https://doi.org/10.5194/amt-17-783-2024, 2024
Short summary
Joint 1DVar retrievals of tropospheric temperature and water vapor from Global Navigation Satellite System radio occultation (GNSS-RO) and microwave radiometer observations
Kuo-Nung Wang, Chi O. Ao, Mary G. Morris, George A. Hajj, Marcin J. Kurowski, Francis J. Turk, and Angelyn W. Moore
Atmos. Meas. Tech., 17, 583–599, https://doi.org/10.5194/amt-17-583-2024,https://doi.org/10.5194/amt-17-583-2024, 2024
Short summary

Cited articles

Bauer, P., Amayenc, P., Kummerow, C., and Smith, E.: Over-ocean rainfall retrieval from multisensor data of the Tropical Rainfall Measuring Mission. Part II: Algorithm implementation, J. Atmos. Ocean Tech., 18, 1838–1855, 2001.
Bayes, T. and Price, R.: An Essay towards Solving a Problem in the Doctrine of Chances. By the Late Rev. Mr. Bayes, F. R. S. communicated by Mr. Price, in a Letter to John Canton, A. M. F. R. S., Philosophical Transactions, 53, 370–418, 1763.
Bellman, R.: Adaptive Control Processes: A Guided Tour, Princeton University Press, 1961.
Chiu, J.-Y. and Petty, G.: Bayesian retrieval of complete posterior PDFs of oceanic rain rate from microwave observations, J. Appl. Meteorol. Clim., 45, 1073–1095, 2006.
Di Michele, S., Tassa, A., Mugnai, A., Marzano, F., Bauer, P., and Baptista, J.: Bayesian algorithm for microwave-based precipitation retrieval: Description and application to TMI measurements over ocean, IEEE T. Geosci. Remote, 43, 778–791, 2005.
Download