Sea Surface Circulation Structures in the Malta-Sicily Channel from Remote Sensing Data
Abstract
:1. Introduction
Study Area
2. Data and Methods
2.1. Remote Sensing Data
- HFR data from three CODAR SeaSondes stations installed in Ta’Sopu (Gozo, Malta), Ta’Barkat (Malta) and Pozzallo Harbor (Sicily, Italy) shown in Figure 2, provided surface current maps in the channel from the period August 2012 to January 2015. These data correspond to a setup of two HFR stations initially installed at Ta’Sopu and Ta’Barkat in August 2012. The third station was added in August 2013 in Pozzallo improving the spatial coverage of the channel [26]. The data are organized in time series of hourly velocity vectors with u (zonal, East-West) and v (meridional, North-South) components of the total velocity. The datasets were based on CALYPSO HFR, compiled and processed by Dr. Simone Cosoli from the University of Western Australia, Perth [27]. The CALYPSO system operating set-up and resolution (13.5 MHz frequency, angular resolution 5°, range resolution 1.6 km, for more details see Drago et al. [10]) provides radar measurements that are representative of the first meter of the ocean with grid sizes from 0.3 to 8.3 km2. The radars share the same transmit frequency using a GPS-synchronization module and operate with both the ideal and measured antenna beam patterns. Hourly sea surface current maps were derived on a Cartesian grid with 3 × 3 km2 horizontal resolution by least-squares fitting of the radial components of the ocean currents from two or more radar stations in areas of common overlap. Grid points were included in the analysis only if they satisfied a minimum data return of 50% using an interpolation technique described in Cosoli et al. [27]. Validation of this array has been carried out in different studies since the installation of the system making this dataset a reliable product [27,28,29].
- Ssalto/Duacs multi-mission L4 altimeter products in the period January 1993 to December 2015 containing daily multi-mission ADT on a 1/8° × 1/8° mercator projection grid, and distributed by the Copernicus Marine and Environment Monitoring Service (CMEMS) [4,5,31] were used to calculate SGV where,
- Monthly Level-3 binned SST [doi: 10.5067/AQUA/MODIS/L3M/SST/2014] and CHL [doi: 10.5067/AQUA/MODIS/L3B/CHL/2018] datasets with a spatial resolution of 4.6 km were downloaded from January to December 2013 from the OceanColor web portal (https://oceandata.sci.gsfc.nasa.gov/MODIS-Aqua/Binned/Monthly/) under the NASA aqua-MODIS (Moderate Resolution Imaging Spectroradiometer) satellite mission.
- A sub-grid ranging from 35.8–36.8° N to 13.8–15.4° E from the six-hourly gridded Cross-Calibrated Multi-Platform (CCMP) V2.0, Remote Sensing Systems (RSS), Santa Rosa, California, USA. Level-3 wind vector analyses product was downloaded from Remote Sensing Systems (RSS) for the period spanning August 2013 to January 2015 to analyze wind patterns in the channel [32]. The CCMP dataset combines cross-calibrated satellite microwave winds from scatterometers and radiometers with instrument observations using a variational analysis method to produce 1/4° gridded data [33]. Both radiometer and scatterometer data are validated against ocean moored buoys (in agreement within 0.8 m/s), where wind observations are referenced to a height of 10 m. For a complete description of the dataset see [32].
2.2. Complex Correlation and Veering Estimates
2.3. Kinematic Properties of an Eddy
3. Results and Discussion
3.1. Mean Surface Circulation, the Sicily Channel
3.2. Short Time Scales in the Malta Sicily Channel
3.2.1. Comparison among Available Spatial Data
3.2.2. Complex Correlation
3.3. The Malta Sicily Gyre
4. Summary and Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Abbreviations
Currents | |
AC | Atlantic Current |
ATC | Atlantic Tunisian Current |
AIS | Atlantic Ionian Stream |
BAC | Bifurcation Atlantic/Algerian current |
MIJ | Mid-Ionian Jet |
Water Masses | |
AW | Atlantic Water |
Geographical Names | |
AB | Adventure Bank |
MP | Malta Plateau |
GB | Gela Basin |
MT | Malta Trough |
La | Lampedusa |
P | Pantelleria |
Li | Linosa |
PT | Pantelleria Trough |
LT | Linosa Trough |
S | Sicily |
M | Maltese Islands |
SC | Sicily Channel |
Channel | Malta-Sicily Channel |
SME | Sicily-Malta Escarpment |
MB | Medina Bank |
SS | Sicily Strait |
TP | Tunisia Plateau |
Gyres | |
ABV | Adventure Bank Vortex (Cyclonic) |
MRV | Mesina Rise Vortex (Cyclonic) |
ISV | Ionian Shelf Break Vortex (Cyclonic) |
MSG | Malta-Sicily Gyre (Anticyclonic) |
MCC | Malta Channel Crest (Anticyclonic) |
MG | Medina Gyre (Cyclonic) |
NIG | North Ionian Gyre (Cyclonic/Anticyclonic) |
PV | Pantelleria vortex (Anticyclonic) |
Datasets | |
CCMP | Cross-Calibrated Multi-Platform wind vector analysis |
CMEMS | Copernicus Marine and Environment Monitoring Service |
CODAR | Coastal ocean dynamics applications radar |
HFR | High Frequency Radar |
MODIS | Moderate Resolution Imaging Spectroradiometer |
NASA | National Aeronautics and Space Administration |
NOAA | The National Oceanic and Atmospheric Administration |
NSF | National Science Foundation |
RSS | Remote sensing systems (scientific company) |
Physical Properties | |
ADT | Absolute Dynamic Topography |
CHL | Satellite Sea surface chlorophyll concentrations |
EKE | Eddy Kinetic Energy |
SGV | Surface Geostrophic Velocity |
SST | Satellite Sea Surface Temperature |
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HFR | Altimetry | MODIS | MODIS | CCMP | |
---|---|---|---|---|---|
Variable | Sea surface velocities | ADT, geostrophic currents | SST | CHL-a | Wind stress |
Frequency | Hourly | Daily | Monthly | Monthly | 6-Hourly |
Spatial resolution | 1 km | 1/8° | 4.6 km | 4.6 km | 1/4° |
Vertical integration | 1 m | surface | surface | surface | 10 m above sea level |
Study period | 1 Aug 2012–31 Jan 2015 | 1 Jan 1993–31 Dec 2015 | Jan–Dec 2013 | Jan–Dec 2013 | 1 Aug 2013–31 Jan 2015 |
Time Series | Correlation Coefficient | Phase Angle |
---|---|---|
Radar to Wind | p1 = 0.3848 | θ1 = 34.1950 |
p2 = 0.3586 | θ2 = 38.9211 | |
p3 = 0.3515 | θ3 = 40.1103 | |
p4 = 0.3554 | θ4 = 23.1126 | |
p5 = 0.3249 | θ5 = 44.4289 | |
p6 = 0.2475 | θ6 = 53.4827 | |
p7 = 0.2971 | θ7 = 33.9368 | |
Residual to Wind | p1 = 0.4669 | θ1 = 37.9316 |
p2 = 0.3749 | θ2 = 38.9211 | |
p3 = 0.4030 | θ3 = 49.3575 | |
p4 = 0.4424 | θ4 = 31.4394 | |
p5 = 0.3145 | θ5 = 45.5068 | |
p6 = 0.2920 | θ6 = 59.7371 | |
p7 = 0.3202 | θ7 = 42.1535 | |
Geostrophic to Wind | p1 = 0.0566 | θ1 = −101.4697 |
p2 = 0.0230 | θ2 = −14.4575 | |
p3 = 0.1082 | θ3 = −86.2521 | |
p4 = 0.0876 | θ4 = −97.4430 | |
p5 = 0.0511 | θ5 = −34.6377 | |
p6 = 0.0961 | θ6 = −99.0749 | |
p7 = 0.0712 | θ7 = −91.4430 |
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Reyes Suarez, N.C.; Cook, M.S.; Gačić, M.; Paduan, J.D.; Drago, A.; Cardin, V. Sea Surface Circulation Structures in the Malta-Sicily Channel from Remote Sensing Data. Water 2019, 11, 1589. https://doi.org/10.3390/w11081589
Reyes Suarez NC, Cook MS, Gačić M, Paduan JD, Drago A, Cardin V. Sea Surface Circulation Structures in the Malta-Sicily Channel from Remote Sensing Data. Water. 2019; 11(8):1589. https://doi.org/10.3390/w11081589
Chicago/Turabian StyleReyes Suarez, Nydia C., Michael S. Cook, Miroslav Gačić, Jeffrey D. Paduan, Aldo Drago, and Vanessa Cardin. 2019. "Sea Surface Circulation Structures in the Malta-Sicily Channel from Remote Sensing Data" Water 11, no. 8: 1589. https://doi.org/10.3390/w11081589
APA StyleReyes Suarez, N. C., Cook, M. S., Gačić, M., Paduan, J. D., Drago, A., & Cardin, V. (2019). Sea Surface Circulation Structures in the Malta-Sicily Channel from Remote Sensing Data. Water, 11(8), 1589. https://doi.org/10.3390/w11081589