An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics
Abstract
:1. Introduction
2. Leadership in Research Program Development
2.1. Significant Contributions to National and International Networks
2.1.1. The Ocean Production Enhancement Network
2.1.2. The Atlantic Environmental Prediction Research Initiative
2.1.3. Collaborations with the Department of Fisheries and Oceans
2.1.4. The Canadian Operational Network of Coupled Environmental PredicTion Systems
2.1.5. The Global Ocean–Atmosphere Prediction and Predictability (GOAPP) Network
2.1.6. Other Network Contributions
2.2. Major Research Achievements
3. Mentoring and Training Highly Qualified Personnel
4. Summary and Conclusions
- “Keith was a tremendously good scientist and great friend who was selflessly generous with his knowledge, insights, and advice.
- He had a great sense of humor and always brought a smile into the room—whether a personal visit, a thesis committee meeting, or one of hundreds of meetings for proposal development, job searches, strategic planning, and the like.
- He was adept at avoiding confrontation. When someone proposed an idea that he thought was ill-informed or just plain wrong, he would say “it makes me nervous” rather than calling it out. This was compassionate and also brilliant, because by avoiding confrontational language he could get much more done.
- His students can tell you what a great mentor he was, but as a fellow faculty member, I can tell you how important he was as a thesis committee member, and he showed the students how to attain the highest scientific standards.
- He spent a tremendous amount of time and effort promoting world-class science at Dalhousie and beyond. This includes the development of marine observation and prediction at Dalhousie from ground zero in the 1990s to its world-class status today, and important contributions to the design of the global ocean observing system.”
Author Contributions
Acknowledgments
Conflicts of Interest
Appendix A. List of Key Acronyms
Acronym | Definition |
AEPRI | Atlantic Environmental Prediction Research Initiative |
CCAF | Climate Change Action Fund |
CCCma | Canadian Centre for Climate Modeling and Analysis |
CCMEP | Canadian Centre for Meteorological and Environmental Prediction |
CFCAS | Canadian Foundation for Climate and Atmospheric Sciences |
CMC | Canadian Meteorological Centre |
CMEP | Centre for Marine Environmental Prediction |
CMOS | Canadian Meteorological and Oceanographic Society |
CONCEPTS | Canadian Operational Network of Coupled Environmental PredicTion Systems |
DFO | Department of Fisheries and Oceans |
DND | Department of National Defence |
ECCC | Environment and Climate Change Canada |
GOAPP | Global Ocean–Atmosphere Prediction and Predictability |
GODAE | Global Ocean Data Assimilation Experiment |
HQP | Highly qualified personnel |
IOS | Institute of Ocean Sciences (UK) |
MEOPAR | Marine Environmental Observation Prediction and Response |
MSC | Meteorological Service of Canada |
OPEN | Ocean Production Enhancement Network |
OTN | Ocean Tracking Network |
Appendix B. Dr. Thompson’s Academic Background and Experience
Appendix B.1. Academic Background
- 1973: Mathematics, University of Manchester
- 1974: Fluid Mechanics, University of Manchester
- 1979: Oceanography, University of Liverpool
Appendix B.2. Academic Experience
- 1975–1980: Research Scientist, IOS (UK) Proudman Laboratory
- 1981–1982: Research Associate, DAL Oceanography
- 1982–1983: Research Scientist, IOS (UK) Proudman Laboratory
- 1983–1988: Research Fellow, DAL Oceanography
- 1988–1989: Joint Appointment, DAL Oceanography and Statistics
- 1990–1999: Associate Professor, DAL Oceanography and Statistics
- 1999–2020: Professor, DAL Oceanography
- 2002–2016: Canada Research Chair, DAL Mathematics and Statistics
- 2021–2022: Emeritus Professor, DAL
Appendix C. Dr. Keith Thompson’s Other Publications
- Thompson, K.R. Regression models for monthly sea level. Mar. Geodesy 1979, 2, 269–290.
- Thompson, K.R. An analysis of British mean sea level. Geophys. J. Royal Astrono. Soc. 1980, 63, 57–73.
- Thompson, K.R. The response of southern North Sea elevations to oceanographic and meteorological forcing. Estuar. Coastal Shelf Sci. 1981, 13, 287–301.
- Thompson, K.R. The influence of local winds and the southern North Sea on the level of the River Thames. Estuar. Coastal Shelf Sci. 1982, 15, 605–610.
- Thompson, K.R., Wright, D., Marsden, R. Estimation of low frequency wind stress fluctuations over the open ocean. J. Phys. Oceanogr. 1983, 13, 1003–1011.
- Wright, D., Thompson, K.R. Time averaged forms of the non-linear stress law. J. Phys. Oceanogr. 1983, 13, 341–345.
- Koslow, J., Thompson, K.R., Silvert, W. Recruitment of northwest Atlantic cod (Gadus morhua) and haddock (Melanogrammus aeglefinus) stocks: Influence of stock size and environment. Can. J. Fish. Aquat. Sci. 1986, 44, 26–39.
- Middleton, J., Thompson, K.R. Return periods of extreme sea levels from short records. J. Geophys. Res. 1986, 91, 11707–11716.
- Thompson, K.R., Lazier, J., Taylor, B. Wind forced changes of the transport of the Labrador Current. J. Geophys. Res. 1986, 91, 14261–14268.
- Thompson, K.R. North Atlantic sea level and circulation. Geophys. J. Royal Astrono. Soc. 1986, 87, 15–32.
- Bormans, M., Garrett, C., Thompson, K.R. Seasonal variation of the flow through the Strait of Gibraltar. Oceanologica Acta. 1986, 9, 403–414.
- Pugh, D., Thompson, K.R. The sub-tidal behavior of the Celtic Sea, Part I: Sea levels and bottom pressures. Cont. Shelf Res. 1986, 5, 293–319.
- Thompson, K.R., Pugh, D. The sub-tidal behavior of the Celtic Sea, Part II: Currents. Cont. Shelf Res. 1986, 5, 321–346.
- Koslow, J., Loucks, R., Thompson, K.R., Trites, R. Relationships of St. Lawrence River outflow with sea-surface temperature and salinity in the northwest Atlantic. Proc. NATO Advanced Research Workshop. 1986, 97, 271–282, Springer-Verlag.
- Koslow, J., Thompson, K.R., Silvert, W. Recruitment to northwest Atlantic cod (Cadus morhua) and haddock (Melanogrammus aeglefinus) stocks: influence of stock sine and climate. Can. J. Fish. Aquat. Sci. 1987, 44, 26–39.
- Thompson, K.R. Review of general circulation of the ocean, edited by H. Abarbanel and W. Young, Springer-Verlag. 1988.
- Garrett, C., Akerley, J., Thompson, K.R. Low-frequency fluctuations in the Strait of Gibraltar from MEDALPEX sea level data. J. Phys. Oceanogr. 1989, 19, 1682–1696.
- Page, F., Frank, K., Thompson, K.R. Stage dependent vertical distribution of haddock eggs in a stratified water column: observations and model. Can. J. Fish. Aquat. Sci. 1989, 46, 55–67.
- Thompson, K.R., Page, F. Detecting synchrony of recruitment using short, auto-correlated time series. Can. J. Fish. Aquat. Sci. 1989, 46, 1831–1838.
- Thompson, K.R. North Atlantic sea level and circulation. In: Sea-Level Change, Geophysics Study Committee of the U.S. 1990. National Academy Press, Washington, D.C.
- Garrett, C., Thompson, K.R., Blanchard, W. Sea level flips. Nature 1990, 348, 292.
- Garrett, C., Bormans, M., Thompson, K.R. Is the exchange through the Strait of Gibraltar maximal or submaximal? In: The Physical Oceanography of Sea Straits. 1990, Kluwer Academic Publishers, Netherlands. 271–294.
- Haines, J., Thompson, K.R., Wiens, D. The detection of coastal trapped waves. J. Geophys. Res. 1991. 96, C2, 2593–2597.
- Moore, R., Melling, H., Thompson. K.R. A description of water types on the Mackenzie Shelf of the Beaufort Sea during winter. J. Geophys. Res. 1992, 8, 12607–12617.
- Garrett, C., R. Outerbridge and K. R. Thompson. 1993. Interannual variability in Mediterranean heat and buoyancy fluxes. J. Clim. 1993, 6, 900–910.
- Sheng, J., Thompson, K.R. A modified Galerkin-Spectral model for three-dimensional, barotropic, wind-driven shelf circulation, J. Geophys. Res. 1993, 98, 7011–7022.
- Umoh, J.; Thompson, K.R. Surface heat flux, horizontal advection and the seasonal evolution of water temperature on the Scotian Shelf. J. Geophys. Res. 1994, 99, 20403–20416.
- Bowen, A. Griffin, D., Hazen, D., Matheson, S., Thompson, K.R. Shipboard nowcasting of shelf circulation. Cont. Shelf Res. 1995, 15, 115–128.
- Dowd, M., Thompson, K.R. Extraction of tidal streams from a ship-borne acoustic Doppler current profiler using a statistical-dynamical model. J. Geophys. Res. 1996. 101. 8943–8956. 10.1029/95JC02693.
- Griffin, D.A., Thompson, K.R. The adjoint method of data assimilation used operationally for shelf circulation. J. Geophys. Res. 1996, 101, 3457–3477.
- Sheng, J., Thompson, K.R. Summer surface circulation on the Newfoundland Shelf and Grand Banks: The role of local density gradients and remote forcing. Atmos. Ocean. 1996, 34, 257–284.
- Sheng, J., Thompson, K.R. A robust method for diagnosing regional shelf circulation from scattered density profiles. J. Geophys. Res. 1996. 101, C10. 25647–25660. doi:10.1029/96JC01331.
- Shen, Y., Thompson, K.R. Periodic flow of a homogeneous fluid over an isolated topographic feature. Atmos.-Ocean 1997, 35, 229–255.
- Dowd, M., Thompson. K.R. Forecasting coastal circulation using an approximate Kalman filter based on dynamical modes. Contin. Shelf Res. 1997, 17, 1715–1735.
- Buehner, M., Thompson, K.R., Peterson, I. An inverse method for tracking ice motion in the marginal ice zone using sequential satellite images. J. Atmos. Oceanic Tech. 1997, 14, 1455–1466.
- Thompson, K.R., Griffin, D. A model of the circulation on the outer Scotian Shelf with open boundaries inferred by data assimilation. J. Geophys. Res. 1998, 103, 30641–30660.
- Thompson, K.R., Kelley, D., Sturley, D., Topliss, B., Leal, R. Nearshore circulation and synthetic aperture radar: An exploratory study. Inter. J. Remote Sens. 1998, 19, 1161–1178.
- Smith P., Lawrence, D., Thompson, K.R., Sheng, J., Vernier, G., St.-James, J., Bernier, N., Feldman, L. Improving the skill of search and rescue forecasts. CMOS Bulletin 1999, 27, 119–129.
- Thompson K.R., Dowd, M., Lu, Y., Smith, B. Oceanographic data assimilation and regression analysis. Environmetrics 2000, 11,183–196.
- Bobanovic, J., Thompson, K.R. Estimation of subsurface ocean density structure using remote sensing and data assimilation. J. Acoust. Soc. Am. 2000, 108. doi:10.1121/1.4743606.
- Sheng, J., Thompson, K.R, Cong, L., Smith, P., Lawrence, D. Effect of wind and local density on the subtidal circulation on the inner Scotian Shelf. Cont. Shelf Res. 2001, 21, 1–19.
- Yaremchuk, M., Nechaev, D., Thompson, K.R. Seasonal variation of the North Atlantic current. J. Geophys. Res. 2001, 106, C4, 6835–6851.
- Bobanovic, J., Thompson, K.R. The influence of local and remote winds on the sea level and circulation of the Gulf of Saint Lawrence. Cont. Shelf Res. 2001, 21, 129–144.
- Thompson K.R., Dowd, M., Shen, Y., Greenberg, D. Probabilistic characterization of tidal mixing in a coastal embayment: A Markov Chain Approach. Cont. Shelf Res. 2002, 22, 1603–1614.
- Thompson, K.R., Sheng, J., Smith, P., Cong, L. Prediction of surface currents and drifter trajectories on the inner Scotian Shelf. J. Geophys. Res. 2003, 108, 3287, doi:10.1029/2001JC001119.
- Genton, M. G. Thompson, K.R. Skew-elliptical time series with application to flooding risk. Time Series Analysis and Applications to Geophysical Systems. IMA Volume in Mathematics and its Applications, 2004, 139, Springer, 169–186. doi: 10.1007/978-1-4684-9386-3_9.
- Thompson, K.R., Shen, Y. Coastal flooding and the multivariate skew-t distribution. In: Skew-Elliptical Distributions and their Applications: A Journey Beyond Normality. 2004. CRC Press, Chapman and Hall. 243–258. doi: 10.1201/9780203492000.ch14.
- Book, J., Pistek, P., Perkins, H., Thompson, K.R., Teague, W., Jacobs, D., Suk, M., Chang, K., Lee, J., Choi, B., Data assimilation modeling of the barotropic tides in the Korea/Tsushima Strait. J. Oceanogr. 2004. 60, 977–993.
- Ohashi, K., Sheng, J., Thompson, K.R., Ritchie, H. Simulating seasonal variability of circulation and hydrography on the Scotian Shelf. Proc. Estuar. Coastal Model. 2005. doi:10.1061/40876(209)8.
- Losa, S., Vezina, A., Wright, D., Lu, Y., Thompson, K.R., Dowd, M. Three-dimensional ecosystem Modelling in the North Atlantic: relative impacts of physical and biological parameterizations. J. Mar. Sys. 2006, 61, 230–245.
- Thompson, K.R., Demirov, E. Skewness of sea level variability of the world’s oceans. J. Geophys. Res. 2006, 111, C05005, doi:10.1029/2004JC002839.
- Ohashi, K., J. Sheng, J., Thompson, K.R., Ritchie, H. Simulating circulation and seasonal variability on the Scotian Shelf. Proc. Estuar. Coastal Model. 2006, 123–137.
- Greatbatch, R., Bobanovic, J., Sheng, J., Thompson, K.R. Oceanography. Encyclopedia of Environmetrics 2006, doi:10.1002/9780470057339.vao004.
- Thompson, K.R. North Atlantic sea-level and circulation. Geophys. J. Royal Astronom. Soc. 2007, 87, 15–32. doi:10.1111/j.1365-246X.1986.tb04543.x.
- Ohashi, K., Sheng, J., Thompson, K.R., Hannah, C., Ritchie, H. The effect of stratification on the tidal circulation over the Scotian Shelf and the Gulf of St. Lawrence: A numerical study. Proc. Estuar. Coastal Model. 2007. doi:10.1061/40990(324)4.
- Bernier, N., Thompson, K.R. Tide-surge interaction off the east coast of Canada and the Northeastern US. J. Geophys. Res. 2007, 112, C06008, doi:10.1029/2006JC003793.
- Berreville, O., Vezina, A., Thompson, K.R., Klien, B. Integrated analysis of physical, chemical and ecological interactions in two arctic polynyas. Can. J. Fish. Aquatic Sci. 2008, 65, 1036–1046.
- Berreville, O., Vezina, A.,Thompson, K.R., Klein, B. Exploratory data analysis of the interactions among physics, food web structure, and function in two Arctic polynyas. Can. J. Fish. Aquatic Sci. 2008, 65. 1036–1046. doi:10.1139/F08-016.
- Gregg, W., Friedrichs, M., Robinson, A., Rose K., Schlitzer, R., Thompson, K.R., Doney, S. Skill assessment in ocean biological data assimilation. J. Mar. Sys. 2008, 76, 16–33. doi:10.1016/j.jmarsys.2008.05.006.
- Higginson, S., Thompson, K.R., Liu, Y. Estimating ocean climatologies for short periods: A simple technique for removing the effect of eddies from temperature and salinity profiles. Geophys. Res. Lett. 2009, 36, L19602, doi:10.1029/2009GL039647.
- Ohashi, K., Sheng, J., Thompson, K.R., Hannah, C., Ritchie, H. Numerical study of three-dimensional shelf circulation on the Scotian Shelf using a shelf circulation model. Cont. Shelf Res. 2009, 29, 2138–2156.
- Ohashi, K., Sheng, J., Thompson, K.R., Hannah, C., Ritchie, H., Effect of stratification on the tidal circulation over the Scotian Shelf and Gulf of St. Lawrence, a numerical study using a three-dimensional shelf circulation model. Ocean Dyn. 2009, 59, 809–825, doi: 10.1007/s10236-009-0212-7.
- Zhang, X., Lu, Y., Thompson, K.R. Sea level variations in the Tropical Ocean and the Madden Julian Oscillation, J. Phys. Oceangr. 2009, 39, 1984–1992.
- De Mey-Frémaux, P., Craig, P., Davidson, F., Edwards, C., Ishikawa, Y., Proctor, R., Thompson, K., Zhu, J. Applications in coastal modeling and forecasting. Oceanogr. 2009, 22. doi:10.5670/oceanog.2009.79.
- Thompson, K.R., Liu, Y. 2009. Predicting mesoscale variability of the North Atlantic using a simple method for assimilating Argo and Altimeter data. Mon. Weath. Rev. 2009, 137, 2223–2237.
- Oliver, E., Thompson, K.R. Madden-Julian Oscillation and sea-level: local and remote forcing. J. Geophys. Res. 2010, 115, C01003.
- Shan, S., Sheng, J., Thompson, K.R., Greenberg, D. Simulating the three-dimensional circulation and hydrography of Halifax Harbour using a multi-nested coastal ocean circulation model. Ocean Dyn. 2011, 61, 951–976, doi: 10.1007/s10236-011-0398-3.
- Higginson, S., Thompson, K.R., Huang, J., Véronneau, M., Wright, D. The mean surface circulation of the North Atlantic subpolar gyre: A comparison of estimates derived from new gravity and oceanographic measurements. J. Geophys. Res. 2011, 116, C08016, doi:10.1029/2010JC006877.
- Page, F., Frank, K., Thompson, K.R. Stage dependent vertical distribution of haddock (Melanogrammus aeglefinus) eggs in a stratified water column: observations and model. Can. J. Fish. Aquatic Sci. 2011, 46. doi:10.1139/f89-278.
- Thompson, K.R., Page, F. Detecting synchrony of recruitment using short, autocorrelated time series. Can. J. Fish. Aquatic Sci. 2011, 46. 1831–1838. doi:10.1139/f89-230.
- Koslow, J., Thompson, K.R., Silvert, W. Recruitment to northwest Atlantic cod (Gadus morhua) and haddock (Melanogrammus aeglefinus) stocks: influence of stock size and climate. Can. J. Fish. Aquatic Sci. 2011, 44. 26–39. doi:10.1139/f87-004.
- Hasegawa, D., Sheng, J., Greenberg, D., Thompson, K.R. Far-field effects of tidal energy extraction in the Minas Passage on tidal circulation in the Bay of Fundy and Gulf of Maine using a nested-grid coastal circulation model. Ocean Dyn. 2011, 61, 1845–1868.
- Oliver, E., Sheng, J., Thompson, K.R., Blanco, J. Extreme surface and near-bottom currents in the northwest Atlantic, Natural hazards2012, 64, 1425–1446.
- Lin, H., Thompson, K.R., Hu, J. A frequency-dependent description of propagating sea level signals in the Kuroshio extension region. J. Phys. Oceanogr. 2014, 44. 1614–1635. doi:10.1175/JPO-D-13-0185.1.
- Feehan, C., Scheibling, R., Brown, M., Thompson, K.R. Marine epizootics linked to storms: Mechanisms of pathogen introduction and persistence inferred from coupled physical and biological time-series. Limnol. Oceanogr. 2015, 61. doi:10.1002/lno.10217.
- Lin, H., Thompson, K.R., Huang, J., Véronneau, M. Tilt of mean sea level along the Pacific coasts of North America and Japan. J. Geophys. Res. 2015, 120. doi:10.1002/2015JC010920.
- Oliver, E., Thompson, K.R. Predictability of the Madden–Julian Oscillation index: seasonality and dependence on MJO phase. Clim. Dyn. 2015, 46. doi:10.1007/s00382-015-2576-3.
- Béguer, M., Shan, S., Thompson, K.R., Castonguay, M., Sheng, J., Dodson, J. Exploring the role of the physical marine environment in silver eel migrations using a biophysical particle tracking model. ICES J. Mar. Sci. 2015, 73. doi:10.1093/icesjms/fsv169.
- Soontiens, N., Allen, S., Latornell, D., Le Souëf, K., Machuca, I., Paquin, J., Lu, Y., Thompson, K.R., Korabel, V. Storm surges in the Strait of Georgia simulated with a regional model. Atmos. Ocean 2016, 54, 1–21.
- Tseng, Y., Lin, H., Chen, H., Thompson, K.R., Bentsen, M., Böning, C., Bozec, A., Cassou, C., Chassignet, E., Chow, C. Danabasoglu, G., Danilov, S. Farneti, R., Fogli, P., Yosuke, F., Griffies, S., Ilicak, M., Jung, T., Masina, S., Yeager, S. North and Equatorial Pacific Ocean circulation in the CORE-II hindcast simulations. Ocean Model. 2016, 104, 54–72. doi:10.1016/j.ocemod.2016.06.003.
- Feehan, C., Scheibling, R., Brown, M., Thompson, K.R. Marine epizootics linked to storms: Mechanisms of pathogen introduction and persistence inferred from coupled physical and biological time-series. Limnol. Oceanogr. 2016, 61, 316–329.
- Yu, L., Fennel, K., Bertino, L., El Gharamti, M., Thompson, K.R. Insights on multivariate updates of physical and biogeochemical ocean variables using an Ensemble Kalman Filter and an idealized model of upwelling. Ocean Model. 2018, 126. doi:10.1016/j.ocemod.2018.04.005.
- Hughes, C., Fukumori, I., Griffies, S., Huthnance, J., Minobe, S., Spence, P., Thompson, K.R., Wise, A. Sea level and the role of coastal trapped waves in mediating the influence of the open ocean on the coast. Surv. Geophys. 2019, 40. doi:10.1007/s10712-019-09535-x.
- 84. Wang, P., He, Z., Thompson, K.R., Sheng, J. Modulation of near-inertial oscillations by low-frequency current variations on the inner Scotian Shelf. J. Phys. Oceanogr. 2019, 49, 329–352.
- Yu, L., Fennel, K., Wang, B., Laurent, A., Thompson, K.R., Shay, L. Evaluation of fraternal versus identical twin approaches for observation impact assessments: An EnKF-based ocean assimilation application for the Gulf of Mexico. Ocean Sci. Dis. 2019, 1–36. doi:10.5194/os-2019-85.
- Yu, L., Fennel, K., Wang, B., Laurent, A., Thompson, K.R., Shay, L. Evaluation of nonidentical versus identical twin approaches for observation impact assessments: an ensemble-Kalman-filter-based ocean assimilation application for the Gulf of Mexico. Ocean Sci. 2019, 15. 1801–1814. doi:10.5194/os-15-1801-2019.
- Titus, M., Thompson, K.R., Oliver, E., Klotzbach, P. Statistical reconstruction of seasonal tropical cyclone variability in the North Atlantic Basin. J. Geophys. Res. 2021, 126. doi:10.1029/2020JD032669.
- Renkl, C. Thompson, K.R., Validation of ocean model predictions of mean dynamic topography in shallow, tidally dominated regions using observations of overtides. J. Geophys. Res. 2022, 127, doi:p.e2021JC018095.
References
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Ritchie, H.; Sheng, J.; Bernier, N.; Lu, Y.; Dowd, M. An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics. J. Mar. Sci. Eng. 2024, 12, 1649. https://doi.org/10.3390/jmse12091649
Ritchie H, Sheng J, Bernier N, Lu Y, Dowd M. An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics. Journal of Marine Science and Engineering. 2024; 12(9):1649. https://doi.org/10.3390/jmse12091649
Chicago/Turabian StyleRitchie, Hal, Jinyu Sheng, Natacha Bernier, Youyu Lu, and Michael Dowd. 2024. "An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics" Journal of Marine Science and Engineering 12, no. 9: 1649. https://doi.org/10.3390/jmse12091649
APA StyleRitchie, H., Sheng, J., Bernier, N., Lu, Y., & Dowd, M. (2024). An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics. Journal of Marine Science and Engineering, 12(9), 1649. https://doi.org/10.3390/jmse12091649