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NOAA Cooperative Institutes NOAA Cooperative Institutes
NOAA Cooperative Institutes

The NOAA Cooperative Institutes are academic and non-profit research institutions that demonstrate the highest level of performance and conduct research that supports NOAA's Mission Goals and Strategic Plan. Currently, NOAA supports 17 Cooperative Institutes consisting of 58 universities and research institutions across 23 states and the District of Columbia. This collection consists of documents (technical reports and memorandum, as well as journal articles) that have been produced by these institutes in support of NOAA research through the use of NOAA funding support.

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    The Influence of Weather Watch Type on the Quality of Tornado Warnings and Its Implications for Future Forecasting Systems
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    Filetype[PDF - 893.78 KB]
    Personal Author:
    Krocak, Makenzie J. ;
    Brooks, Harold E.
    2021 | Weather and Forecasting, 36(5), 1675-1680
    Description:
    While many studies have looked at the quality of forecast products, few have attempted to understand the relationship between them. We begin to consid...
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    Filetype[PDF - 893.78 KB]
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    Filetype[PDF - 893.78 KB]
    An improved self-consistent approach to attenuation correction for C-band polarimetric radar measurements and its impact on quantitative precipitation estimation
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    Filetype[PDF - 6.49 MB]
    Personal Author:
    Gou, Yabin ;
    Chen, Haonan
    ...
    2019 | Atmospheric Research 226, 32-48, 2019
    Description:
    Attenuation correction of measured reflectivity (ZH) and differential reflectivity (ZDR) is critical in short-wavelength radar applications, especiall...
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    Filetype[PDF - 6.49 MB]
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    Filetype[PDF - 6.49 MB]
    Decoding collective communications using information theory tools
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    Filetype[PDF - 1.76 MB]
    Personal Author:
    Pilkiewicz, K. R. ;
    Lemasson, B. H.
    ...
    2020 | The Royal Society
    Description:
    Organisms have evolved sensory mechanisms to extract pertinent information from their environment, enabling them to assess their situation and act acc...
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    Filetype[PDF - 1.76 MB]
    A Metamodel-Based Analysis of the Sensitivity and Uncertainty of the Response of Chesapeake Bay Salinity and Circulation to Projected Climate Change
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    Filetype[PDF - 1.15 MB]
    Personal Author:
    Ross, Andrew C. ;
    Najjar, Raymond G.
    ...
    2021 | Estuaries and Coasts, 44(1), 70-87
    Description:
    Numerical models are often used to simulate estuarine physics and water quality under scenarios of future climate conditions. However, representing th...
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    Filetype[PDF - 1.15 MB]
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    Filetype[PDF - 1.15 MB]
    Hold the line: Modeling private coastal adaptation through shoreline armoring decisions
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    Filetype[PDF - 1.33 MB]
    Personal Author:
    Beasley, W. Jason ;
    Dundas, Steven J.
    2021 | Journal of Environmental Economics and Management 105 (2021) 102397
    Description:
    A primary conduit for coastal adaptation to climate change on private land is the hardening, or armoring, of the shoreline to mitigate the effects of ...
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    Filetype[PDF - 1.33 MB]
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    Filetype[PDF - 1.33 MB]
    Convective and large-scale mass flux profiles over tropical oceans determined from synergistic analysis of a suite of satellite observations
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    Filetype[PDF - 1.53 MB]
    Personal Author:
    Masunaga, Hirohiko ;
    Luo, Zhengzhao Johnny
    2016 | Journal of Geophysical Research: Atmospheres 121(13), 7958-7974, 2016
    Description:
    A new, satellite-based methodology is developed to evaluate convective mass flux and large-scale total mass flux. To derive the convective mass flux, ...
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    Filetype[PDF - 1.53 MB]
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    Filetype[PDF - 1.53 MB]
    Exploring southeast US mobile and manufactured home residents’ anchoring decisions
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    Filetype[PDF - 3.20 MB]
    Personal Author:
    Shivers-Williams, Cassandra A. ;
    LaDue, Daphne S.
    2022 | International Journal of Disaster Risk Reduction 82 (2022) 103383
    Description:
    Forensic engineering assessments of tornado damage have consistently shown that inadequate or absence of anchorage of mobile and manufactured homes (M...
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    Filetype[PDF - 3.20 MB]
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    Filetype[PDF - 3.20 MB]
    An empirical weight-at-age approach reduces estimation bias compared to modeling parametric growth in integrated, statistical stock assessment models when growth is time varying
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    Filetype[PDF - 1.51 MB]
    Personal Author:
    Kuriyama, Peter T. ;
    Ono, Kotaro
    ...
    2016 | Fisheries Research 180: 119-127
    Description:
    Somatic growth in fishes often varies through time. Despite this, most stock assessments either fix or estimate a time-invariant growth relationship b...
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    Filetype[PDF - 1.51 MB]
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    Seasonal and Regional Signatures of ENSO in Upper Tropospheric Jet Characteristics from Reanalyses
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    Filetype[PDF - 6.00 MB]
    Personal Author:
    Manney, Gloria L ;
    Hegglin, Michaela I
    ...
    2021 | Journal of Climate, 34(22), 9181-9200
    Description:
    The relationship of upper tropospheric jet variability to El Niño–Southern Oscillation (ENSO) in reanalysis datasets is analyzed for 1979–2018, r...
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    Filetype[PDF - 6.00 MB]
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    Direction and magnitude of natural selection on body size differ among age‐classes of seaward‐migrating Pacific salmon
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    Filetype[PDF - 1.22 MB]
    Personal Author:
    Ulaski, Marta E. ;
    Finkle, Heather
    ...
    2020 | Evol. Appl. 13(8): 2000-2013, 2020
    Description:
    Due to the mediating role of body size in determining fitness, the “bigger‐is‐better” hypothesis still pervades evolutionary ecology despite e...
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    Filetype[PDF - 1.22 MB]
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    Geographic scale and probabilistic forecasts: a trade-off for protective decisions?
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    Filetype[PDF - 1.06 MB]
    Personal Author:
    Shivers-Williams, Cassandra A. ;
    Klockow-McClain, Kimberly E.
    2021 | Natural Hazards (2021) 105:2283–2306
    Description:
    Geographic scale and probabilistic forecasts: a trade-off for protective decisions?
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    Filetype[PDF - 1.06 MB]
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    Filetype[PDF - 1.06 MB]
    The effect of length bin width on growth estimation in integrated age-structured stock assessments
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    Filetype[PDF - 973.04 KB]
    Personal Author:
    Monnahan, Cole C. ;
    Ono, Kotaro
    ...
    2016 | Fisheries Research 180: 103-112
    Description:
    Analysts conducting stock assessments using integrated, age-structured models must discretize length data into a limited number of bins (data bins). F...
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    Filetype[PDF - 973.04 KB]
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    Filetype[PDF - 973.04 KB]
    The Record Low Bering Sea Ice Extent in 2018: Context, Impacts, and an Assessment of the Role of Anthropogenic Climate Change
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    Filetype[PDF - 6.54 MB]
    Personal Author:
    Thoman, Richard L. ;
    Bhatt, Uma S.
    ...
    2020 | Bulletin of the American Meteorological Society, 101(1)
    Description:
    Record low Bering Sea sea ice in 2018 had profound regional impacts. According to climate models, human-caused warming was an overwhelmingly likely co...
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    Filetype[PDF - 6.54 MB]
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    Storm time neutral density assimilation in the thermosphere ionosphere with TIDA
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    Filetype[PDF - 4.50 MB]
    Personal Author:
    Codrescu, Mihail V. ;
    Codrescu, Stefan M.
    ...
    2022 | Journal of Space Weather and Space Climate, 12, 16
    Description:
    To improve Thermosphere–Ionosphere modeling during disturbed conditions, data assimilation schemes that can account for the large and fast-moving gr...
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    Identification of Coronal Holes on AIA/SDO Images Using Unsupervised Machine Learning
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    Filetype[PDF - 1.90 MB]
    Personal Author:
    Inceoglu, Fadil ;
    Shprits, Yuri Y.
    ...
    2022 | The Astrophysical Journal, 930(2), 118
    Description:
    Through its magnetic activity, the Sun governs the conditions in Earth’s vicinity, creating space weather events, which have drastic effects on our ...
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    Filetype[PDF - 1.90 MB]
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    Causal Interaction between the Subsurface Rotation Rate Residuals and Radial Magnetic Field in Different Timescales
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    Filetype[PDF - 1.44 MB]
    Personal Author:
    Inceoglu, Fadil ;
    Howe, Rachel
    ...
    2022 | The Astrophysical Journal, 925(2), 170
    Description:
    We studied the presence and spatiotemporal characteristics and evolution of the variations in the differential rotation rates and radial magnetic fiel...
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    Magnetic Signatures of the 15 January 2022 Hunga Tonga–Hunga Ha'apai Volcanic Eruption
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    Filetype[PDF - 2.34 MB]
    Personal Author:
    Schnepf, N. R. ;
    Minami, T.
    ...
    2022 | Geophysical Research Letters, 49(10)
    Description:
    On 15 January 2022, at around 04:00 UTC, the submarine volcano Hunga Tonga-Hunga Ha'apai explosively erupted. We examine data from 10 Pacific Ocean ge...
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    Filetype[PDF - 2.34 MB]
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    Biologically Important Areas II for cetaceans within U.S. and adjacent waters – Aleutian Islands and Bering Sea Region
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    Filetype[PDF - 20.28 MB]
    Personal Author:
    Brower, Amelia ;
    Ferguson, Megan
    ...
    2022 | Frontiers in Marine Science, 9
    Description:
    We delineated and scored Biologically Important Areas (BIAs) for cetaceans in the Aleutian Islands and Bering Sea region. BIAs represent areas and tim...
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    Filetype[PDF - 20.28 MB]
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    Genesis of the Gulf Stream Subseasonal Variability in the Florida Straits
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    Filetype[PDF - 3.95 MB]
    Personal Author:
    Pujiana, Kandaga ;
    Volkov, Denis L.
    ...
    2023 | Journal of Geophysical Research: Oceans, 128(2)
    Description:
    The properties and generation mechanisms of the Florida Current on the subseasonal timescale (20–100 days) are evaluated from in-situ and satellite ...
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    Filetype[PDF - 3.95 MB]
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    Robust forecasting using predictive generalized synchronization in reservoir computing
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    Filetype[PDF - 3.16 MB]
    Personal Author:
    Platt, J.A. ;
    Wong, A.
    ...
    2021 | Chaos 31, 123118 (2021)
    Description:
    Reservoir computers (RCs) are a class of recurrent neural networks (RNNs) that can be used for forecasting the future of observed time series data. As...
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    Filetype[PDF - 3.16 MB]
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    Diagnostics of Tropical Variability for Numerical Weather Forecasts
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    Filetype[PDF - 4.43 MB]
    Personal Author:
    Gehne, M. ;
    Wolding, B.
    ...
    2022 | Weather and Forecasting, 37(9), 1661-1680
    Description:
    Tropical precipitation and circulation are often coupled and span a vast spectrum of scales from a few to several thousands of kilometers and from hou...
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    Filetype[PDF - 4.43 MB]
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    Earlier onset of North Atlantic hurricane season with warming oceans
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    Filetype[PDF - 749.67 KB]
    Personal Author:
    Truchelut, Ryan E. ;
    Klotzbach, Philip J.
    ...
    2022 | Nature Communications, 13(1)
    Description:
    Numerous Atlantic basin tropical cyclones have recently developed prior to the official start of hurricane season, including several pre-season landfa...
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    Filetype[PDF - 749.67 KB]
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    Tropical Thermodynamic–Convection Coupling in Observations and Reanalyses
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    Filetype[PDF - 4.86 MB]
    Personal Author:
    Wolding, B. ;
    Powell, S. W.
    ...
    2022 | Journal of the Atmospheric Sciences, 79(7), 1781-1803
    Description:
    This study examines thermodynamic–convection coupling in observations and reanalyses, and attempts to establish process-level benchmarks needed to g...
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    Filetype[PDF - 4.86 MB]
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    Filetype[PDF - 4.86 MB]
    Northern Hemisphere Extratropical Cyclone Activity in the Twentieth Century Reanalysis Version 3 (20CRv3) and Its Relationship with Continental Extreme Temperatures
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    Filetype[PDF - 4.66 MB]
    Personal Author:
    Yu, B. ;
    Wang, X.L.
    ...
    2022 | Atmosphere 2022, 13(8), 1166
    Description:
    In this study, we detect and track extratropical cyclones using 6-hourly mean sea level pressure data taken from the Twentieth Century Reanalysis vers...
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    Filetype[PDF - 4.66 MB]
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    Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems
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    Filetype[PDF - 3.38 MB]
    Personal Author:
    de Boer, G. ;
    Calmer, R.
    ...
    2022 | Sci Data 9, 439 (2022)
    Description:
    Over a five-month time window between March and July 2020, scientists deployed two small uncrewed aircraft systems (sUAS) to the central Arctic Ocean ...
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    Filetype[PDF - 3.38 MB]
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    Subseasonal Forecast Skill Improvement From Strongly Coupled Data Assimilation With a Linear Inverse Model
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    Filetype[PDF - 1.01 MB]
    Personal Author:
    Hakim, G. J. ;
    Snyder, C.
    ...
    2022 | Geophysical Research Letters, 49, e2022GL097996
    Description:
    Strongly coupled data assimilation (SCDA), such as using atmospheric observations to update ocean analyses, is critical for properly initializing Eart...
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    Filetype[PDF - 1.01 MB]
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    Evaluation of simulations of near-surface variables using the regional climate model CCLM for the MOSAiC winter period
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    Filetype[PDF - 4.50 MB]
    Personal Author:
    Heinemann, G. ;
    Schefczyk, L.
    ...
    2022 | Elem Sci Anth, 10: 1
    Description:
    The ship-based experiment MOSAiC 2019/2020 was carried out during a full year in the Arctic and yielded an excellent data set to test the parameteriza...
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    Filetype[PDF - 4.50 MB]
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    The Role of Extratropical Pacific in Crossing ENSO Spring Predictability Barrier
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    Filetype[PDF - 1.74 MB]
    Personal Author:
    Zhao, Y. ;
    Jin, Y.
    ...
    2022 | Geophysical Research Letters, 49, e2022GL099488
    Description:
    This paper investigates the impacts of extratropical Pacific on El Niño-Southern Oscillation (ENSO) spring predictability barrier (SPB). Using an emp...
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    Filetype[PDF - 1.74 MB]
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    A Comparison of Hybrid-Gain Versus Hybrid-Covariance Data Assimilation for Global NWP
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    Filetype[PDF - 1.42 MB]
    Personal Author:
    Whitaker, J. S. ;
    Shlyaeva, A.
    ...
    2022 | Journal of Advances in Modeling Earth Systems, 14, e2022MS003036
    Description:
    Two methods for incorporating a time-invariant, high-rank covariance estimate in an ensemble-based data assimilation system for global weather predict...
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    Filetype[PDF - 1.42 MB]
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    Destructive Interference of ENSO on North Pacific SST and North American Precipitation Associated with Aleutian Low Variability
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    Filetype[PDF - 9.76 MB]
    Personal Author:
    Larson, S. M. ;
    Okumura, Y.
    ...
    2022 | Journal of Climate, 35(11), 3567-3585
    Description:
    Identifying the origins of wintertime climate variations in the Northern Hemisphere requires careful attribution of the role of El Niño–Southern Os...
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    Filetype[PDF - 9.76 MB]
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    Diagnosing Hawaii’s Recent Drought
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    Filetype[PDF - 14.42 MB]
    Personal Author:
    Eischeid, J. K. ;
    Hoerling, M. P.
    ...
    2022 | Journal of Climate, 35(13), 3997-4012
    Description:
    Hawaii’s recent drought is among the most severe on record. Wet-season (November–April) rainfall deficits during 2010–19 rank second lowest amon...
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    Filetype[PDF - 14.42 MB]
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    Filetype[PDF - 14.42 MB]
    What's in a Name? On the Use and Significance of the Term “Polar Vortex”
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    Filetype[PDF - 4.02 MB]
    Personal Author:
    Manney, G. L. ;
    Butler, A. H.
    ...
    2022 | Geophysical Research Letters, 49, e2021GL097617
    Description:
    Mainstream and popular science media are rife with misunderstandings about what a “polar vortex” is. The term most aptly describes the stratospher...
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    Aerosols from anthropogenic and biogenic sources and their interactions - modeling aerosol formation, optical properties and impacts over the central Amazon Basin
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    Filetype[PDF - 11.30 MB]
    Personal Author:
    Nascimento, Janaína P. ;
    Bela, Megan M.
    ...
    2021 | Atmos. Chem. Phys., 21, 6755–6779
    Description:
    The Green Ocean Amazon experiment – GoAmazon 2014–2015 – explored the interactions between natural biogenic forest emissions from central Amazon...
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    Filetype[PDF - 11.30 MB]
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    Overview of the MOSAiC expedition: Snow and sea ice
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    Filetype[PDF - 6.16 MB]
    Personal Author:
    Nicolaus, Marcel ;
    Perovich, Donald K.
    ...
    2022 | Elementa: Science of the Anthropocene (2022) 10 (1): 000046
    Description:
    Year-round observations of the physical snow and ice properties and processes that govern the ice pack evolution and its interaction with the atmosphe...
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    Filetype[PDF - 6.16 MB]
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    Atmospheric Turbulence Measurements at a Coastal Zone with and without Fog
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    Filetype[PDF - 2.05 MB]
    Personal Author:
    Grachev, Andrey A. ;
    Krishnamurthy, Raghavendra
    ...
    2021 | Boundary-Layer Meteorol 181, 423–424
    Description:
    Measurements of atmospheric turbulence at a site in Ferryland (Newfoundland) during the C-FOG (Coastal-Fog) field campaign in September–October 2018...
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    Filetype[PDF - 2.05 MB]
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    XBT operational best practices for quality assurance
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    Filetype[PDF - 913.88 KB]
    Personal Author:
    Parks, Justine ;
    Bringas, Francis
    ...
    2022 | Front. Mar. Sci. 9:991760
    Description:
    Since the 1970s, eXpendable BathyThermographs (XBTs) have provided the simplest and most cost-efficient solution for rapid sampling of temperature vs....
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    Filetype[PDF - 913.88 KB]
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    A highly effective therapeutic ointment for treating corals with black band disease
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    Filetype[PDF - 4.98 MB]
    Personal Author:
    Eaton, Katherine R. ;
    Clark, Abigail S.
    ...
    2022 | PLOS ONE, 17(10), e0276902
    Description:
    Infectious disease outbreaks are a primary contributor to coral reef decline worldwide. A particularly lethal disease, black band disease (BBD), was o...
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    Confronting Uncertainties of Simulated Air Pollution Concentrations during Persistent Cold Air Pool Events in the Salt Lake Valley, Utah
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    Filetype[PDF - 1.28 MB]
    Personal Author:
    Sun, Xia ;
    Ivey, Cesunica E.
    ...
    2021 | Environ. Sci. Technol. 2021, 55, 22, 15072–15081
    Description:
    Air pollutant accumulations during wintertime persistent cold air pool (PCAP) events in mountain valleys are of great concern for public health worldw...
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    Filetype[PDF - 1.28 MB]
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    Removing the Effects of Tropical Dynamics from North Pacific Climate Variability
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    Filetype[PDF - 4.12 MB]
    Personal Author:
    Zhao, Yingying ;
    Newman, Matthew
    ...
    2021 | Journal of Climate, 34(23), 9249-9265
    Description:
    Teleconnections from the tropics energize variations of the North Pacific climate, but detailed diagnosis of this relationship has proven difficult. S...
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    Filetype[PDF - 4.12 MB]
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    Processes contributing to cloud dissipation and formation events on the North Slope of Alaska
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    Filetype[PDF - 4.50 MB]
    Personal Author:
    Sedlar, Joseph ;
    Igel, Adele
    ...
    2021 | Atmos. Chem. Phys., 21, 4149–4167
    Description:
    Clear-sky periods across the high latitudes have profound impacts on the surface energy budget and lower atmospheric stratification; however an unders...
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    Forecast of low clouds over a snow surface in the Arctic using WRF model
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    Filetype[PDF - 4.35 MB]
    Personal Author:
    Hagman, M. ;
    Svensson, G.
    ...
    2021 | Monthly Weather Review, 149(8), 2559-2579
    Description:
    The Swedish Armed Forces configuration of the Weather Research and Forecasting (WRF) Model has problems in forecasting low clouds in stably stratified...
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    Filetype[PDF - 4.35 MB]
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    University of Colorado and Black Swift Technologies RPAS-based measurements of the lower atmosphere during LAPSE-RATE
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    Filetype[PDF - 8.07 MB]
    Personal Author:
    de Boer, Gijs ;
    Dixon, Cory
    ...
    2021 | Earth Syst. Sci. Data, 13, 2515–2528
    Description:
    Between 14 and 20 July 2018, small remotely piloted aircraft systems (RPASs) were deployed to the San Luis Valley of Colorado (USA) together with a va...
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    Filetype[PDF - 8.07 MB]
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    Filetype[PDF - 8.07 MB]
    Atmospheric aerosol, gases, and meteorological parameters measured during the LAPSE-RATE campaign by the Finnish Meteorological Institute and Kansas State University
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    Filetype[PDF - 1.38 MB]
    Personal Author:
    Brus, David ;
    Gustafsson, Jani
    ...
    2021 | Earth Syst. Sci. Data, 13, 2909–2922
    Description:
    Small unmanned aerial systems (sUASs) are becoming very popular as affordable and reliable observation platforms. The Lower Atmospheric Process Studie...
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    Filetype[PDF - 1.38 MB]
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    Sensitivity of the Arctic Sea Ice Cover to the Summer Surface Scattering Layer
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    Filetype[PDF - 1.91 MB]
    Personal Author:
    Smith, Madison M. ;
    Light, Bonnie
    ...
    2022 | Geophysical Research Letters, 49, e2022GL098349
    Description:
    The “surface scattering layer” (SSL) is the highly-scattering, coarse-grained ice layer that forms on the surface of melting, drained sea ice duri...
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    Filetype[PDF - 1.91 MB]
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    Pan-Arctic surface ozone: modelling vs. measurements
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    Filetype[PDF - 11.34 MB]
    Personal Author:
    Yang, Xin ;
    Blechschmidt, Anne-M.
    ...
    2020 | Atmos. Chem. Phys., 20, 15937–15967
    Description:
    Within the framework of the International Arctic Systems for Observing the Atmosphere (IASOA), we report a modelling-based study on surface ozone acro...
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    Filetype[PDF - 11.34 MB]
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    Impact of precipitation and increasing temperatures on drought trends in eastern Africa
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    Filetype[PDF - 1.57 MB]
    Personal Author:
    Kew, Sarah F. ;
    Philip, Sjoukje Y.
    ...
    2021 | Earth System Dynamics, 12(1), 17-35
    Description:
    In eastern Africa droughts can cause crop failure and lead to food insecurity. With increasing temperatures, there is an a priori assumption that drou...
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    Filetype[PDF - 1.57 MB]
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    Comprehensive Radar Data for the Contiguous United States: Multi-Year Reanalysis of Remotely Sensed Storms
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    Filetype[PDF - 25.72 MB]
    Personal Author:
    Williams, Skylar S. ;
    Ortega, Kiel L.
    ...
    2022 | Bulletin of the American Meteorological Society, 103(3), E838-E854
    Description:
    The Multi-Year Reanalysis of Remotely Sensed Storms (MYRORSS) dataset blends radar data from the WSR-88D network and Near-Storm Environmental (NSE) mo...
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    Filetype[PDF - 25.72 MB]
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    A gulf-wide synoptic isoscape of zooplankton isotope ratios reveals the importance of nitrogen fixation in supporting secondary production in the central Gulf of Mexico
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    Filetype[PDF - 9.77 MB]
    Personal Author:
    Hernandez-Sanchez, O.G. ;
    Camacho-Ibar, V.F.
    ...
    2023 | Front. Mar. Sci. 9:1025387
    Description:
    A synoptic gulf-wide isoscape of carbon (δ13C) and nitrogen (δ15N) in the Gulf of Mexico based on mesozooplankton (335-1000 um) was used as a proxy ...
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    Filetype[PDF - 9.77 MB]
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    Filetype[PDF - 9.77 MB]
    Influence of Caribbean eddies on the Loop current system evolution
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    Filetype[PDF - 21.24 MB]
    Personal Author:
    Ntaganou, Nektaria ;
    Kourafalou, Vassiliki
    ...
    2023 | Front. Mar. Sci. 10:961058
    Description:
    The Loop Current (LC) system dynamics are an essential component of the processes influencing circulation and transport in the Gulf of Mexico (GoM). T...
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    Filetype[PDF - 21.24 MB]
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    Filetype[PDF - 21.24 MB]
    Lightning enhancement over major oceanic shipping lanes
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    Filetype[PDF - 1.22 MB]
    Personal Author:
    Thornton, Joel A. ;
    Virts, Katrina S.
    ...
    2017 | Geophys. Res. Lett., 44(17) 9102-9111
    Description:
    Using 12 years of high-resolution global lightning stroke data from the World Wide Lightning Location Network (WWLLN), we show that lightning density ...
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    Filetype[PDF - 1.22 MB]
    File Type:
    Filetype[PDF - 1.22 MB]
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