[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-121774-en":3,"doc-seo-121774-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},121774,8796095360427,"Lucas Martin","https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d",8,"Research & Report","Applications of Machine Learning and Data Science to the Blue Economy - Sustainable Fishing and Weather Routing - Doctor of Philosophy Dissertation","The dissertation addresses sustainable utilization of ocean resources through the Blue Economy framework, linking the goals of environmental preservation with the need for effective tools to manage conflicts between economic development and sustainability. It presents data science and machine learning as practical approaches for sustainable fishing through fish population monitoring and for maritime transport via weather routing to optimize routes, improve fuel efficiency, and reduce greenhouse gas emissions. The work applies analytical techniques across both domains to enhance efficiency and sustainability.","Applications of Machine Learning and Data Science to the Blue Economy: Sustainable Fishing and Weather Routing  \nby  \nDaniel Precioso Garcelán  \nA dissertation submitted by in partial fulfilment of the requirements for the degree of Doctor of Philosophy in  \nComputer Science  \nAdvisor:  \nDavid Gómez-Ullate Oteiza Tutor:  \nJoaquín Pizarro Junquera  \nMarch 2023  \nThis thesis is distributed under license “Creative Commons Atributtion-Non  \nCommercial-Non Derivatives”.  \nTo my family and friends.  \nACKNOWLEDGEMENTS  \nThis research was conducted in the Department of Computer Science at the Escuela Superior de Ingeniería, Universidad de Cádiz (UCA), Spain, between 2019 and 2023 . This period has been an enriching experience, both intellectually and personally. I would like to express my gratitude to the people and organizations that have supported and guided me throughout this journey.  \nFirst and foremost, I want to express my heartfelt appreciation to my supervisor, Professor David Gómez-Ullate, whose unwavering support and guidance have been instrumental in the successful completion of this project. His patience, expertise, and invaluable advice have been a constant source of inspiration and motivation. I am deeply grateful for his friendship and mentorship, without which this study would not have been possible.  \nI am really thankful to Professor Bernabé Dorronsoro, leader of the Group of Optimization and Learning (GOAL), for inviting me to join his team. My heartfelt gratitude also goes to Professor Joaquín Pizarro for his guidance and support. I would also like to acknowledge Professor Inmaculada Medina, the head of UCASE, for granting me access to their laboratory, which was crucial to the success of this research.  \nFurthermore, I would like to thank Dr. David Gordo, Dr. Alberto Torres, and Dr. Víctor Gallego from Komorebi AI for their invaluable guidance and instruction, which made this industrial thesis possible. I am particularly grateful to Alberto for his exceptional leadership and for also serving as my industrial supervisor.  \nMy heartfelt gratitude also goes to Professor Robert Milson for facilitating a research stay at the Department of Mathematics and Statistics of the Faculty of Science, Dalhousie University. His insightful comments and advice were instrumental in enhancing my research skills and capabilities.  \nI would also like to extend my appreciation to my colleagues and friends at UCA, Dalhousie University, and Komorebi AI for their collaboration, support, and friendship. They were all wonderful in their assistance, and I had a lovely time with them.  \nThanks to Universidad de Cádiz, for the doctoral grant reference TDI-22-18 to undertake doctoral studies and for the financial support. Additionally, I would like to express my gratitude to the Department of Economy, Knowledge, Business and University of the Regional Government of Andalusia, for the funding received from project “Optimization and Machine Learning: A Two-Way Trip with Applications (OPTIMALE)”(reference FEDER-UCA18-108393) .  \nI would also like to express my appreciation to Komorebi AI for providing me with the opportunity to collaborate with them and for their contract during my last year of research.  \nI am also grateful to the Association of Large Tuna Freezers (AGAC) for providing the logbook data used in the analysis of Tun-AI, and Carlos Roa for rendering available the Satlink echo-sounder dataset.  \nFinally, I would want to express my heartfelt appreciation to everyone who has contributed, directly or indirectly, to this four-year adventure. Thank you all for your support, encouragement, and inspiration!  \nDaniel Precioso Garcelán  \nCádiz, Spain, 2023  \nSUMMARY  \nThe Blue Economy encompasses an interdisciplinary field of study aimed at achieving sustainable utilization of ocean resources while preserving the environment’s health. The importance of this concept lies in its role in achieving the Sustainable Development Goals defined by the ","cbCaijLLoRiBdBl5","https://ap.wps.com/l/cbCaijLLoRiBdBl5","pdf",6196602,1,146,"English","en",105,"# Acknowledgements\n# Summary\n# Resumen","[{\"question\":\"What is the main focus of the dissertation?\",\"answer\":\"It studies sustainable fishing and weather routing within the Blue Economy, applying data science techniques to improve efficiency and sustainability.\"},{\"question\":\"How does machine learning support sustainable fishing in the work?\",\"answer\":\"By enabling monitoring of fish populations using machine learning models.\"},{\"question\":\"What problem does weather routing address, and what benefits are targeted?\",\"answer\":\"It optimizes sea routes to improve fuel efficiency and reduce greenhouse gas emissions.\"}]","Applications of Machine Learning and Data Science to the Blue Economy - Sustainable Fishing and Weather Routing - Doctor of Philosophy Dissertation | PDF",1785806771,368,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"applications-of-machine-learning-and-data-science-to-the-blue-economy-sustainable-fishing-and-weather-routing-doctor-of-philosophy-dissertation","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/applications-of-machine-learning-and-data-science-to-the-blue-economy-sustainable-fishing-and-weather-routing-doctor-of-philosophy-dissertation/121774/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-05","2026-08-04",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What is the main focus of the dissertation?","Question",{"text":76,"@type":77},"It studies sustainable fishing and weather routing within the Blue Economy, applying data science techniques to improve efficiency and sustainability.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"How does machine learning support sustainable fishing in the work?",{"text":81,"@type":77},"By enabling monitoring of fish populations using machine learning models.",{"name":83,"@type":74,"acceptedAnswer":84},"What problem does weather routing address, and what benefits are targeted?",{"text":85,"@type":77},"It optimizes sea routes to improve fuel efficiency and reduce greenhouse gas emissions.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,116,121,124,129,132,136],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":112,"doc_module":4,"doc_module_name":46,"category_name":113,"show_sort_weight":114,"slug":115},6,"Technology",50,"technology",{"id":117,"doc_module":4,"doc_module_name":46,"category_name":118,"show_sort_weight":119,"slug":120},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":122,"slug":123},30,"research-report",{"id":125,"doc_module":4,"doc_module_name":46,"category_name":126,"show_sort_weight":127,"slug":128},9,"Religion & Spirituality",20,"religion-spirituality",{"id":127,"doc_module":4,"doc_module_name":46,"category_name":130,"show_sort_weight":127,"slug":131},"World Cup","world-cup",{"id":133,"doc_module":4,"doc_module_name":46,"category_name":134,"show_sort_weight":133,"slug":135},10,"Lifestyle","lifestyle",{"id":137,"doc_module":4,"doc_module_name":46,"category_name":138,"show_sort_weight":107,"slug":139},19,"General","general"]