Fernandes-Salvador JA

Granado I

Murphy AJ

Pazouki K

Quincoces I

Uriondo Z

Zhou Y

English

Newcastle University E-Prints

15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022141027. TECHNICAL SESSIONS - ENERGY EFFICIENCY IIMODELLING TUNA PURSE SEINERS FUEL EFFICIENCY IN REAL-WORLD OPERATIONS USING MACHINE LEARNING APPROACHESYi Zhou1, Kayvan Pazouki1, Alan J. Murphy1, Zigor Uriondo2, Igor Granado3, Iñaki Quincoces3, Jose A. Fernandes-Salvador3 123Abstract. carried out to select the best subset of predictive variables. Multiple regression algorithms are developed and of the different algorithms according to key indicators, such as the custom accuracy and the mean absolute error (MAE).Keywords:141115TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II1. Introduction15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022141227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II141315TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II2. Methodological approach2.1. Data acquisition2.2. Vessel data pre-processing15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022141427. TECHNICAL SESSIONS - ENERGY EFFICIENCY II2.3. Feature selection strategy and standardization141515TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II2.4. Modelling methodologies15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022141627. TECHNICAL SESSIONS - ENERGY EFFICIENCY II141715TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II2.5. Model evaluation metrics2.6. Cross-validation strategy and statistical tests for optimal model selection15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022141827. TECHNICAL SESSIONS - ENERGY EFFICIENCY II141915TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II3. Results and discussion15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022142027. TECHNICAL SESSIONS - ENERGY EFFICIENCY II142115TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022142227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II142315TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022142427. TECHNICAL SESSIONS - ENERGY EFFICIENCY II4. Conclusion and future work142515TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 202227. TECHNICAL SESSIONS - ENERGY EFFICIENCY II5. Acknowledgements6. References15TH INTERNATIONAL SYMPOSIUM ON PRACTICAL DESIGN OF SHIPS AND OTHER FLOATING STRUCTURES - PRADS 2022142627. TECHNICAL SESSIONS - ENERGY EFFICIENCY II

Modelling tuna purse seiners fuel efficiency in real-world operations using machine learning approaches

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Modelling tuna purse seiners fuel efficiency in real-world operations using machine learning approaches

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