Advancing Oceanic Studies with HyperOCR Sensors and Non-Negative Matrix Factorization: A Cost-Effective, Data-Driven Approach for Analyzing Light in Marine Water Column

Mateo Sokac; Stasa Puskaric

doi:10.34257/GJSFREVOL24IS1PG17

Authors

Mateo Sokac
Stasa Puskaric

Abstract

Understanding the intricate dynamics of ocean biogeochemistry is crucial for deciphering its role in climate change. Our study addresses this challenge by integrating advanced computational techniques and innovative sensor technology to enhance remote sensing capabilities. Drawing on recent insights into the vast carbon reservoirs within the ocean, particularly within the dissolved organic matter (DOM) pool, we highlight the pressing need for comprehensive spatial and temporal understanding facilitated by a combination of satellite and in situ data. However, existing remote sensing methods face limitations in capturing subsurface processes, hindering our ability to grasp carbon fluxes within the oceanic water column fully. Recent advancements in remote sensing offer promising avenues for addressing these challenges. Studies investigating polarized radiance distribution and Chromophoric Dissolved Organic Matter (CDOM) provide valuable insights into improving remote sensing capabilities.

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Advancing Oceanic Studies with HyperOCR Sensors and Non-Negative Matrix Factorization: A Cost-Effective, Data-Driven Approach for Analyzing Light in Marine Water Column. (2024). Global Journal of Science Frontier Research, 24(E1), 17-35. https://doi.org/10.34257/GJSFREVOL24IS1PG17

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References

(10,) Month: 6 variable S1 S2 S3 S4 S5 Global Journal of Science Frontier Research.

Dennis Hansell (2013) Recalcitrant Dissolved Organic Carbon Fractions. 5(1), 421-445.

J Hedges (2002) Why dissolved organics matter. 1-33.

Michelle Devlin, Eduardo Da Silva, Caroline Petus, Amelia Wenger, Daniel Zeh, Dieter Tracey, Jorge Álvarez-Romero, Jon Brodie (2013) Combining in-situ water quality and remotely sensed data across spatial and temporal scales to measure variability in wet season chlorophyll-a: Great Barrier Reef lagoon (Queensland, Australia). 2(1), 31.

G Devi, B Ganasri, G Dwarakish (2015) Applications of remote sensing in satellite oceanography: A review. 4, 579-584.

R Frouin, D Ramon, E Boss, D Jolivet, M Compiègne, J Tan (2018) Satellite radiation products for ocean biology and biogeochemistry: Needs, state-of-theart, gaps, development priorities, and opportunities. 5.

Arthur Gleason, Kenneth Voss, Howard Gordon, Michael Twardowski, Jean-François Berthon (2018) Measuring and Modeling the Polarized Upwelling Radiance Distribution in Clear and Coastal Waters. 8(12), 2683.

Malik Chami, Richard Santer, Eric Dilligeard (2001) Radiative transfer model for the computation of radiance and polarization in an ocean-atmosphere system: polarization properties of suspended matter for remote sensing. 40(15), 2398.

A Ibrahim, A Gilerson, J Chowdhary, S Ahmed (2016) Retrieval of macro-and micro-physical properties of oceanic hydrosols from polarimetric observations. 186, 548-566.

D Aurin, A Mannino, D Lary (2018) Remote Sensing of CDOM, CDOM Spectral Slope, and Dissolved Organic Carbon in the Global Ocean. 8, 2687.

Gavin Tilstone, Giorgio Dall'olmo, Martin Hieronymi, Kevin Ruddick, Matthew Beck, Martin Ligi, Maycira Costa, Davide D'alimonte, Vincenzo Vellucci, Dieter Vansteenwegen, Astrid Bracher, Sonja Wiegmann, Joel Kuusk, Viktor Vabson, Ilmar Ansko, Riho Vendt, Craig Donlon, Tânia Casal (2020) Field Intercomparison of Radiometer Measurements for Ocean Colour Validation. 12(10), 1587.

G Zibordi, K Ruddick, I Ansko, G Moore, S Kratzer, J Icely (2012) In situ determination of the remote sensing reflectance: an inter-comparison. 8, 567-586.

Natália De Moraes Rudorff, Robert Frouin, Milton Kampel, Clemence Goyens, Xavier Meriaux, Brian Schieber, B Mitchell (2014) Ocean-color radiometry across the Southern Atlantic and Southeastern Pacific: Accuracy and remote sensing implications. 149, 13-32.

G Naik (2015) Non-negative Matrix Factorization Techniques.

Y Zhong, C Seoighe, H Yang (2024) Non-Negative matrix factorization combined with kernel regression for the prediction of adverse drug reaction profiles. 4, e009.

R Engbers (2018) Non-negative Matrix Factorization for Dynamic Positron Emission Tomography.

Angelina Boccarelli, Nicoletta Del Buono, Flavia Esposito (2024) Review of Patient Gene Profiles Obtained through a Non-Negative Matrix Factorization-Based Framework to Determine the Role Inflammation Plays in Neuroblastoma Pathogenesis. 25(8), 4406.

U Prasad (2009) Nonnegative Matrix Factorization: Analysis, Algorithms and Applications.

Andrzej Cichocki, Rafal Zdunek, Anh Phan, Shun‐ichi Amari (2009) Nonnegative Matrix and Tensor Factorizations.

Staša Puškarić, Mateo Sokač, Živana Ninčević, Danijela Šantić, Sanda Skejić, Tomislav Džoić, Heliodor Prelesnik, Knut Børsheim (2024) Extracted Spectral Signatures from the Water Column as a Tool for the Prediction of the Structure of a Marine Microbial Community. 12(2), 286.

M Gačić, S Marullo, R Santoleri, A Bergamasco (1997) Analysis of the seasonal and interannual variability of the sea surface temperature field in the Adriatic Sea from AVHRR data (1984-1992). 102, 22937-22946.

Benoit Cushman-Roisin, Miroslav Gačić, Pierre-Marie Poulain, Antonio Artegiani (2010) Toward the Future. 241-245.

M Behrenfeld, K Halsey, E Boss, L Karp-Boss, A Milligan, G Peers (2021) Thoughts on the evolution and ecological niche of diatoms. 91.

Z Finkel, J Beardall, K Flynn, A Quigg, Tav Rees, J Raven (2010) Phytoplankton in a changing world: cell size and elemental stoichiometry. 32, 119-137.

M Bellacicco, M Cornec, E Organelli, Rjw Brewin, G Neukermans, G Volpe, M Barbieux, A Poteau, C Schmechtig, F D'ortenzio, S Marullo, H Claustre, J Pitarch (2019) Global Variability of Optical Backscattering by Non‐algal particles From a Biogeochemical‐Argo Data Set. 46(16), 9767-9776.

J Graff, T Westberry, A Milligan, M Brown, G Dall'olmo, V Van Dongen-Vogels (2015) Analytical phytoplankton carbon measurements spanning diverse ecosystems. 102, 16-25.

G Qiu, X Xing, E Boss, X-H Yan, R Ren, Xiao (2013) Relationships between optical backscattering, particulate organic carbon, and phytoplankton carbon in the oligotrophic South China Sea basin. 29, 1154-1158.

Stephanie Henson, Fred Le Moigne, Sarah Giering (2019) Drivers of Carbon Export Efficiency in the Global Ocean. 33(7), 891-903.

Pedro Flombaum, José Gallegos, Rodolfo Gordillo, José Rincón, Lina Zabala, Nianzhi Jiao, David Karl, William Li, Michael Lomas, Daniele Veneziano, Carolina Vera, Jasper Vrugt, Adam Martiny (2013) Present and future global distributions of the marine CyanobacteriaProchlorococcusandSynechococcus. 110(24), 9824-9829.