[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-124774-en":3,"doc-seo-124774-105":30,"detail-sidebar-cat-0-en-105":91},{"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":4,"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},124774,1649267921044,"Ava Thompson","https://us-avatar.wpscdn.com/avatar/1800007509477c92dfb?_k=1782875107921204101",8,"Research & Report","Optimization of Deepwater Channel Seismic Reservoir Characterization Using Seismic Attributes and Machine Learning - A Dissertation","Dissertation work focused on optimizing deepwater channel seismic reservoir characterization by leveraging seismic attributes and machine learning techniques. The study frames sensitivity analysis and careful attribute parametrization to reduce misinterpretations when interpreting complex deepwater channel systems. It emphasizes translating geoscientific models into robust workflows, evaluating attribute-driven responses, and supporting decision-making through structured methods, results, and discussion across dissertation chapters.","UNIVERSITY OF OKLAHOMA  \nGRADUATE COLLEGE  \nOPTIMIZATION OF DEEPWATER CHANNEL SEISMIC RESERVOIR CHARACTERIZATION USING SEISMIC ATTRIBUTES AND MACHINE LEARNING  \nA DISSERTATION  \nSUBMITTED TO THE GRADUATE FACULTY  \nin partial fulfillment of the requirements for the  \nDegree of  \nDOCTOR OF PHILOSOPHY  \nBy  \nKarelia La Marca Molina  \nNorman, Oklahoma  \nOPTIMIZATION OF DEEPWATER CHANNEL SEISMIC RESERVOIR CHARACTERIZATION USING SEISMIC ATTRIBUTES AND MACHINE LEARNING  \nA DISSERTATION APPROVED FOR THE  \nSCHOOL OF GEOSCIENCES  \nBY THE COMMITTEE CONSISTING OF  \nDr. Heather Bedle, Chair  \nDr. Matthew Pranter  \nDr. Deepak Devegowda  \nDr. Sarah George  \n© Copyright by Karelia La Marca 2023 All Rights Reserved.  \nI have no special talent. I am only passionately curious.  \nAlbert Einstein  \nACKNOWLEDGEMENTS  \nToday, as I reach this significant milestone, a profound realization has crystallized in my mind: APh.D. is a deeply humbling experience. The more you delve into it, the more you appreciate the vastness of what you don't know. It's a continuous journey of learning, emphasizing the importance of the path over the destination—a path that cannot be walked alone. The beauty of our accomplishments reflects the support, love, and kindness that surrounds us. Therefore, in the following paragraphs, I want to express my heartfelt gratitude to the individuals and institutions whose invaluable support, guidance, and encouragement made the completion of my dissertation possible.  \nFirst and foremost, to my exceptional advisor, Dr. Heather Bedle. Thanks for the numerous roles you have played in my life: advisor, friend during joyful moments, a comforting presence in challenging times, and a source of inspiration as a woman in STEM. I cannot thank enough for being there when I needed it the most, for offering words of encouragement, or a comforting hug. Thankyou for your genuine support, understanding, and being an integral part of my life.  \nTo my committee members, Dr. Deepak Devegowda, Dr. Matthew Pranter, Dr. Sarah George, and formerly Dr. Mike Soreghan, thank you for your contribution to this dissertation and helping me grow professionally and personally. I admire you all.  \nI extend my special appreciation to two pillars in my journey, Dr. Marfurt and Dr. Slatt, who have been simply inspirational. You are the kind of people someone wants to be when they grow old.  \nI'm equally grateful to my mentors (Adam, Carrie, Alejandro, David and Katarina-to name some) and my OU professors; you have illuminated my professional path with your wisdom and guidance.  \nTo my family—especially mom Zule, dads Enrique and Wime, Mi honey Andre (sister), brothers Enzo and Erik, and my guardian angel: Grandma Cloris—your unwavering support, understanding, and encouragement have been my foundation. This achievement belongs to all of you :)  \nMy heartfelt thanks go to fellow students, including the AASPI group, who provided ideas, and offered assistance when needed. To my friends—Steff, Julian, Pame, Vane, Aintzane, Emily, Lau, Delcio, Yolmir, Nany, Dayis, Esteban, Maty, Joe, Diana, Ducha, and my ULA, BLN and SLB friends. .—you have been my support system, my vitamin people! I cherish the countless memories we've created and look forward to many more adventures together. I know this list goes longer and apologize if I have not name y’all, but you know who you are and what you mean to me. Gracias!  \nI'm thankful to my collaborators (and friends)—Rafael Pires de Lima and Mario Ballinas—for their dedication and input, especially Dr. Lisa Stright and Teresa Langenkamp for providing the foundation of my projects and always giving input with kindness. I also extend my gratitude to AASPI, School of geosciences, the SEG Foundation and COLSA for the financial support.  \nA special mention goes to our administrative staff: Rebecca Fay for making things possible, Leah for her words of encouragement, and Ashley and Ginger for their unwavering assistance.  \nFinally, I want to ackn","cbCaik5dqbroma6r","https://ap.wps.com/l/cbCaik5dqbroma6r","pdf",12554730,1,157,"English","en",105,"## ACKNOWLEDGEMENTS\n## LIST OF FIGURES\n## LIST OF TABLES\n## ABSTRACT\n## CHAPTER I: INTRODUCTION\n## CHAPTER 2: SENSITIVITY ANALYSIS OF SEISMIC ATTRIBUTES PARAMETRIZATION TO REDUCE MISINTERPRETATIONS: APPLICATIONS TO DEEPWATER CHANNEL COMPLEXES*\n## MOTIVATION AND OBJECTIVES\n## INTRODUCTION\n## GEOLOGICAL MODEL DESCRIPTION\n## METHODS\n## RESULTS\n## DISCUSSION","[{\"question\":\"What is the dissertation’s main goal?\",\"answer\":\"To optimize deepwater channel seismic reservoir characterization using seismic attributes and machine learning.\"},{\"question\":\"How does the work address misinterpretations in seismic interpretation?\",\"answer\":\"By conducting sensitivity analysis and designing seismic attribute parametrization to reduce misinterpretations for complex deepwater channel systems.\"},{\"question\":\"What major topics are covered in the early chapters?\",\"answer\":\"The dissertation outlines motivation and objectives, geological model description, methods, results, and discussion, alongside the main introduction.\"}]","Optimization of Deepwater Channel Seismic Reservoir Characterization Using Seismic Attributes and Machine Learning - A Dissertation | PDF",1785894516,396,{"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":86,"head_meta":88,"extra_data":90,"updated_unix":28},"optimization-of-deepwater-channel-seismic-reservoir-characterization-using-seismic-attributes-and-machine-learning-a-dissertation","",{"@graph":36,"@context":85},[37,54,68],{"@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/optimization-of-deepwater-channel-seismic-reservoir-characterization-using-seismic-attributes-and-machine-learning-a-dissertation/124774/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-05",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What is the dissertation’s main goal?","Question",{"text":75,"@type":76},"To optimize deepwater channel seismic reservoir characterization using seismic attributes and machine learning.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How does the work address misinterpretations in seismic interpretation?",{"text":80,"@type":76},"By conducting sensitivity analysis and designing seismic attribute parametrization to reduce misinterpretations for complex deepwater channel systems.",{"name":82,"@type":73,"acceptedAnswer":83},"What major topics are covered in the early chapters?",{"text":84,"@type":76},"The dissertation outlines motivation and objectives, geological model description, methods, results, and discussion, alongside the main introduction.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,120,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"Technology",50,"technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":106,"slug":138},19,"General","general"]