Rodolfo O Esquivel, Moyocoyani Molina-Espíritu, Sheila López-Rosa
3D Information-Theoretic Analysis of the Simplest Hydrogen Abstraction Reaction
The journal of physical chemistry. A
phytoplankton worlds largest oxygen producers found oceans seas large water bodies play crucial roles marine food chain unbalanced biogeochemical features like salinity ph minerals etc retard growth advancements better hardware usage artificial intelligence techniques rapidly increasing creating intelligent decisionmaking system therefore attempt overcome gap using supervised regressions reanalysis data targeting global phytoplankton levels global waters presented experiment proposes applications different supervised machine learning regression techniques random forest extra trees bagging histogrambased gradient boosting regressor reanalysis data obtained copernicus global ocean biogeochemistry hindcast dataset results obtained experiment predicted phytoplankton levels coefficient determination score r2 096 validation larger datasets model deployed production environment attempt complement insitu measurement efforts