| Records |
Author  |
Weihs, R |
| Title |
Surface and Atmospheric Boundary Layer Responses to Diurnal Variations of Sea Surface Temperature in an NWP Model |
Type |
$loc['typeManuscript'] |
| Year |
2016 |
Publication |
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| Keywords |
Marine Boundary Layer; Numerical Weather Prediction; Sea Surface Temperature |
| Abstract |
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| Address |
Department of Earth, Ocean, and Atmospheric Science |
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Thesis |
$loc['Ph.D. thesis'] |
| Publisher |
Florida State University |
Place of Publication |
Tallahassee, FL |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
339 |
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| Author |
Wu, Z.; Feng, J.; Qiao, F.; Tan, Z.-M. |
| Title |
Fast multidimensional ensemble empirical mode decomposition for the analysis of big spatio-temporal datasets |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Philosophical Transactions. Series A, Mathematical, Physical, and Engineering Sciences |
Abbreviated Journal |
Philos Trans A Math Phys Eng Sci |
| Volume |
374 |
Issue |
2065 |
Pages |
20150197 |
| Keywords |
adaptive and local data analysis; data compression; empirical orthogonal function; fast algorithm; multidimensional ensemble empirical mode decomposition; principal component analysis |
| Abstract |
In this big data era, it is more urgent than ever to solve two major issues: (i) fast data transmission methods that can facilitate access to data from non-local sources and (ii) fast and efficient data analysis methods that can reveal the key information from the available data for particular purposes. Although approaches in different fields to address these two questions may differ significantly, the common part must involve data compression techniques and a fast algorithm. This paper introduces the recently developed adaptive and spatio-temporally local analysis method, namely the fast multidimensional ensemble empirical mode decomposition (MEEMD), for the analysis of a large spatio-temporal dataset. The original MEEMD uses ensemble empirical mode decomposition to decompose time series at each spatial grid and then pieces together the temporal-spatial evolution of climate variability and change on naturally separated timescales, which is computationally expensive. By taking advantage of the high efficiency of the expression using principal component analysis/empirical orthogonal function analysis for spatio-temporally coherent data, we design a lossy compression method for climate data to facilitate its non-local transmission. We also explain the basic principles behind the fast MEEMD through decomposing principal components instead of original grid-wise time series to speed up computation of MEEMD. Using a typical climate dataset as an example, we demonstrate that our newly designed methods can (i) compress data with a compression rate of one to two orders; and (ii) speed-up the MEEMD algorithm by one to two orders. |
| Address |
School of Atmospheric Sciences, Nanjing University, Nanjing, Jiangsu Province, People's Republic of China |
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| Language |
English |
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| ISSN |
1364-503X |
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PMID:26953173; PMCID:PMC4792406 |
Approved |
$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
57 |
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| Author |
Xu, X.; Rhines, P.B.; Chassignet, E.P. |
| Title |
Temperature-Salinity Structure of the North Atlantic Circulation and Associated Heat and Freshwater Transports |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Journal of Climate |
Abbreviated Journal |
J. Climate |
| Volume |
29 |
Issue |
21 |
Pages |
7723-7742 |
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| ISSN |
0894-8755 |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
58 |
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| Author |
Xue, W.; Xin, X.; Zhang, J.; Zhang, W.; Wu, H.; Huang, Z.; Zhang, T.; Li, H.; Ding, N.; Huang H. |
| Title |
Development and Testing of a Multi-model Ensemble Coupling Framework |
Type |
$loc['typeBook Chapter'] |
| Year |
2016 |
Publication |
Development and Evaluation of High Resolution Climate System Models |
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Pages |
163-208 |
| Keywords |
Climate system model; Ensemble coupling platform; Atmospheric noise; Process layout |
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Springer |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
91 |
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| Author |
Yan, Y.; Liu, Y.; Lu, J. |
| Title |
Cloud vertical structure, precipitation, and cloud radiative effects over Tibetan Plateau and its neighboring regions |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Journal of Geophysical Research: Atmospheres |
Abbreviated Journal |
J. Geophys. Res. Atmos. |
| Volume |
121 |
Issue |
10 |
Pages |
5864-5877 |
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2169897X |
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$loc['no'] |
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COAPS @ mfield @ |
Serial |
59 |
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| Author |
Zhao, X.; Zhou, C.; Zhao, W.; Tian, J.; Xu, X. |
| Title |
Deepwater overflow observed by three bottom-anchored moorings in the Bashi Channel |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Deep Sea Research Part I: Oceanographic Research Papers |
Abbreviated Journal |
Deep Sea Research Part I: Oceanographic Research Papers |
| Volume |
110 |
Issue |
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Pages |
65-74 |
| Keywords |
Deepwater overflow; Bashi Channel; Volume transport; Spatial structure; Temporal variability |
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| ISSN |
0967-0637 |
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$loc['no'] |
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COAPS @ mfield @ |
Serial |
92 |
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| Author |
Zheng, Y.; Ali, M.M.; Bourassa, M.A. |
| Title |
Contribution of Monthly and Regional Rainfall to the Strength of Indian Summer Monsoon |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Monthly Weather Review |
Abbreviated Journal |
Mon. Wea. Rev. |
| Volume |
144 |
Issue |
9 |
Pages |
3037-3055 |
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0027-0644 |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
60 |
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| Author |
Zheng, Y.; Bourassa, M.A.; Ali, M.M.; Krishnamurti, T.N. |
| Title |
Distinctive features of rainfall over the Indian homogeneous rainfall regions between strong and weak Indian summer monsoons |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Journal of Geophysical Research: Atmospheres |
Abbreviated Journal |
J. Geophys. Res. Atmos. |
| Volume |
121 |
Issue |
10 |
Pages |
5631-5647 |
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2169897X |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
61 |
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| Author |
Özgökmen, T.; Chassignet, E.; Dawson, C.; Dukhovskoy, D.; Jacobs, G.; Ledwell, J.; Garcia-Pineda, O.; MadDonald, I.; Morey, S.; Olascoaga, M.; Poje, A.; Reed, M.; Skancke, J. |
| Title |
Over What Area Did the Oil and Gas Spread During the 2010 Deepwater Horizon Oil Spill? |
Type |
$loc['typeJournal Article'] |
| Year |
2016 |
Publication |
Oceanography |
Abbreviated Journal |
Oceanog |
| Volume |
29 |
Issue |
3 |
Pages |
96-107 |
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1042-8275 |
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$loc['no'] |
| Call Number |
COAPS @ mfield @ |
Serial |
87 |
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