[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-128274-en":3,"doc-seo-128274-105":31,"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":21,"is_downloadable":21,"audit_status":21,"page_count":22,"language":23,"language_code":24,"site_id":25,"html_lang":24,"table_of_contents":26,"faqs":27,"seo_title":28,"seo_description":14,"update_tm":29,"read_time":30},128274,2336475104957,"Seraphina","https://ap-avatar.wpscdn.com/avatar/22000c4c6bd8a5076e1?x-image-process=image/resize,m_fixed,w_180,h_180&k=1787554080175789136",8,"Research & Report","Fishbone Drilling Productivity Optimization by Numerical Sensitivity Analysis and Machine Learning-based Models","This bachelor’s thesis presents a productivity optimization approach for fishbone drilling through numerical sensitivity analysis and machine learning-based models. The study focuses on key performance relations using MVR, NLR, and ANN techniques, aiming to identify drivers and improve decision-making for drilling efficiency. The document also includes an AI tools declaration describing permitted use of generative tools for limited support such as proofreading, while maintaining transparency and student ownership of the final submission text.","MARY JAHZIEL MENDOZA GONZALES  \nSUPERVISOR: MESFIN BELAYNEH AGONAFIR  \nFishbone Drilling Productivity Optimization by Numerical Sensitivity Analysis and Machine Learning-based Models (MVR, NLR, and ANN)  \nBachelor Thesis 2025  \nEnergy and Petroleum Technology  \nDepartment of Energy and Petroleum Engineering Faculty of Science and Technology  \nDECLARATION ON THE USE OF AI TOOLS FOR ASSIGNMENT SUBMISSION  \n\n| Name | Mary Jahziel Mendoza Gonzales |\n| --- | --- |\n| Course Code or Name | ENPBAC, Bachelor’s Thesis in Energy and Petroleum Engineering |\n| Semester: | 4 |\n\nAt UiS, it is permitted to use AI-based tools properly unless otherwise stated in the course description or assignment.  \nIn general, proper use of AI tools means that these tools are used as an aid. The response is prepared by the students themselves, and sources are cited in accordance with the regulations. Bachelor's and master's theses, as well as other submission assignments, are written and independent tasks. You are responsible for the final text submitted for assessment.  \nFor more information on the proper use of AI tools: Examination | University of Stavanger Fill out the form to indicate whether you have used AI tools in your assignment.  \nThe purpose of describing this use is to show the reader how you have worked in your assignment. By doing this, you follow the requirements of transparency and integrity in an academic assignment, and it may be easier for the assessor to evaluate your own contribution. By being clear about how you proceeded, the assessor will get an explanation of how you have used language models in your assignment.  \nLanguage editing: Have you used generative artificial intelligence for proofreading/correction of parts or the entire text?  \n☒Yes  \n☐No  \nIf yes, specify which tools you have used and briefly describe how you have used them in your assignment:  \nI have used Microsoft Editor, the built-in grammar and spelling checker for Microsoft Word, as a support while writing the text. It was very minimal as it mostly helped me identify typographical errors including spellings, punctuation marks, and spacing. I only used it as support to avoid small mistakes, and I also took the liberty to ignore its automated suggestions when they felt inappropriate for my text.  \nBrainstorming: Have you used generative artificial intelligence for ideas and suggestions for the structure of your assignment?  \n☐Yes  \n☒No  \nIf yes, specify which tools you have used and briefly describe how you have used them in your assignment:  \nImages and figures: Have you generated one or more of the images/figures in the assignment using generative artificial intelligence?  \n☐Yes  \n☒No  \n☐ Not relevant  \nIf yes, specify which tools you have used and briefly describe how you have used them in your assignment:  \nCodes and algorithms: Have you generated parts of the code/algorithms that 1) appear directly in the thesis/assignment or 2) have been used to produce results such as figures, tables, or numerical values, using generative artificial intelligence?  \n☐Yes  \n☒No  \n☐ Not relevant  \nIf yes, specify which tools you have used and briefly describe how you have used them in your assignment:  \nOther AI aids and tools: Have you used other types of AI aids or tools in the creation of this assignment?☐Yes  \n☒No  \nIf yes, specify which tools you have used and briefly describe how you have used them in your assignment:  \n☒ I confirm that I have read the information on the use of AI tools in connection with assignment writing and exams.  \nExamination | University of Stavanger  \nHow to fill out the form if you have used generative AI/language models in your assignment:  \nHere are some examples of how a description might look:  \n1. I have used the language model Copilot in this assignment for inspiration on the structure of my text. I used Copilot to suggest an outline, but I have only taken ideas from this outline, which I have reviewed and processed myself.  \n2. I have used th","cbCaiv639h1DJNsM","https://ap.wps.com/l/cbCaiv639h1DJNsM","pdf",10333675,2,1,157,"English","en",105,"# Declaration on the use of AI tools for assignment submission\n## Language editing\n## Brainstorming\n## Images and figures\n## Codes and algorithms\n## Other AI aids and tools\n# Acknowledgements","[{\"question\":\"What is the main goal of the thesis?\",\"answer\":\"To optimize fishbone drilling productivity by applying numerical sensitivity analysis and machine learning-based models.\"},{\"question\":\"Which machine learning model types are referenced in the thesis title?\",\"answer\":\"The title references MVR, NLR, and ANN-based models.\"},{\"question\":\"How were AI tools used for the assignment submission?\",\"answer\":\"The declaration states AI was used minimally for proofreading/correction support (e.g., Microsoft Editor) while the student prepared the final response and maintained transparency about tool use.\"}]","Fishbone Drilling Productivity Optimization by Numerical Sensitivity Analysis and Machine Learning-based Models | PDF",1785946428,396,{"code":4,"msg":32,"data":33},"ok",{"site_id":25,"language":24,"slug":34,"title":13,"keywords":35,"description":14,"schema_data":36,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":29},"fishbone-drilling-productivity-optimization-by-numerical-sensitivity-analysis-and-machine-learning-based-models","",{"@graph":37,"@context":86},[38,54,69],{"@type":39,"itemListElement":40},"BreadcrumbList",[41,45,48,51],{"item":42,"name":43,"@type":44,"position":21},"https://docshare.wps.com","Home","ListItem",{"item":46,"name":47,"@type":44,"position":20},"https://docshare.wps.com/document/","Document",{"item":49,"name":12,"@type":44,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":44,"position":53},"https://docshare.wps.com/document/fishbone-drilling-productivity-optimization-by-numerical-sensitivity-analysis-and-machine-learning-based-models/128274/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":24,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":42,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-29","2026-08-05",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 goal of the thesis?","Question",{"text":76,"@type":77},"To optimize fishbone drilling productivity by applying numerical sensitivity analysis and machine learning-based models.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"Which machine learning model types are referenced in the thesis title?",{"text":81,"@type":77},"The title references MVR, NLR, and ANN-based models.",{"name":83,"@type":74,"acceptedAnswer":84},"How were AI tools used for the assignment submission?",{"text":85,"@type":77},"The declaration states AI was used minimally for proofreading/correction support (e.g., Microsoft Editor) while the student prepared the final response and maintained transparency about tool use.","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":25},{"code":4,"msg":5,"data":93},[94,98,102,106,111,116,121,124,129,132,136],{"id":21,"doc_module":4,"doc_module_name":47,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":20,"doc_module":4,"doc_module_name":47,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":47,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":47,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":112,"doc_module":4,"doc_module_name":47,"category_name":113,"show_sort_weight":114,"slug":115},6,"Technology",50,"technology",{"id":117,"doc_module":4,"doc_module_name":47,"category_name":118,"show_sort_weight":119,"slug":120},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":47,"category_name":12,"show_sort_weight":122,"slug":123},30,"research-report",{"id":125,"doc_module":4,"doc_module_name":47,"category_name":126,"show_sort_weight":127,"slug":128},9,"Religion & Spirituality",20,"religion-spirituality",{"id":127,"doc_module":4,"doc_module_name":47,"category_name":130,"show_sort_weight":127,"slug":131},"World Cup","world-cup",{"id":133,"doc_module":4,"doc_module_name":47,"category_name":134,"show_sort_weight":133,"slug":135},10,"Lifestyle","lifestyle",{"id":137,"doc_module":4,"doc_module_name":47,"category_name":138,"show_sort_weight":107,"slug":139},19,"General","general"]