Future digital twins: emulating a highly complex marine biogeochemical model with machine learning to predict hypoxia

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SUMMARY

    Ocean ecosystems play an essential role in many aspects of the lives: from providing essential sources of food, through producing half of the planet`s oxygen, to serving as an important sink of carbon_dioxide (e_g, Pauly et_al; Riebesell et_al ). Machine/deep learning (machine_learning, ML) techniques have undergone a significant revolution in the last two decades owing to the availability of unprecedented volumes of training data available in many domains of the life and the considerable progress in computer hardware (e_g, Sonnewald et_al ). Although there is a variety of successful applications of ML models predicting . . .

     

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