[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-124078-en":3,"doc-seo-124078-105":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},124078,687197207639,"Asher","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",8,"Research & Report","Evolving the Planning Paradigm - A Machine Learning Framework for Efficient City Planning","In the face of burgeoning urban populations and complex environmental challenges, traditional city planning methodologies increasingly fall short. This thesis presents a machine learning framework that reshapes urban planning by integrating artificial intelligence into planning workflows. It automates routine tasks, speeds up iterative design, and guides planners on using large language models (LLMs). Through a literature review, case studies, and the demonstration and creation of AI tools, the study shows how planners can tackle contemporary urban issues more efficiently while building a positive, practical approach to AI adoption.","Evolving the Planning Paradigm: A Machine Learning Framework for Efficient City  \nPlanning  \nby  \nRegor Martin Manalo Abuloc Jr.  \nThesis Submitted in Partial Fulfillment of the  \nRequirements for the Degree of  \nMaster of Community Planning  \nin the  \nDepartment of Community Planning, Faculty of Social Sciences  \n© Regor Abuloc Jr.  \nVancouver Island University  \nApril 2024  \nApproval  \nName: Regor Abuloc  \nDegree: Master of Community Planning  \nTitle: Evolving the Planning Paradigm: A  \nMachine Learning Framework for Efficient City Planning  \nExamining Committee: Chair: Pam Shaw  \nMark Holland  \nSupervisor Professor, VIU  \nPatricia Taylor  \nCommittee Member  \nCommunity Planner, Municipality of North Cowichan  \nDate Defended: April 25 , 2024  \nDate Approved: April 25 , 2024  \nAbstract  \nIn the face of burgeoning urban populations and complex environmental challenges, traditional city planning methodologies are increasingly proving inadequate. This thesis introduces a machine learning framework designed to reshape urban planning processes by integrating artificial intelligence (AI) technologies into the planning process. By automating mundane processes and accelerating the iterative nature of design work , this framework aims to educate the reader in engaging with AI technologies , present a guide on utilizing large language models (LLMs) in their workflows , and fostering the reader with a positive outlook on AI use. Through a comprehensive literature review, case studies, demonstration and creation of AI tools and a following discussion, this study demonstrates the potential of machine learning to provide planners with the tools necessary for addressing contemporary urban challenges efficiently. This thesis not only charts a course for the future of urban planning but also serves as a practical guide for incorporating AI technologies into planning practices today.  \nKeywords: Urban Planning; Artificial Intelligence; Machine Learning; Large Language Models; Smart Cities  \nDedication  \nI would like to dedicate this thesis to Patricia Taylor. Her enthusiasm for Artificial Intelligence and knack for innovation is infectious.  \nAcknowledgements  \nTo begin, I would like to acknowledge my thesis supervisor, Mark Holland, forgiving me the space necessary to undergo this journey. He has allowed me to thrive with little supervision. Mark’s direction and enthusiasm for the topic has inspired me to push through in difficult times throughout this process.  \nAdditionally, I wish to thank Vancouver Island University’s Master of Community Planning program (2022-2024) for their insight to all things planning. Our friendships are certainly ones that will stand the test of time, and I know we will all do great things for this world. Plan for world domination, baby!  \nFinally, I want to give thanks to my partner Allison Abuloc, for being there by my side throughout it all. Nothing in this life is easy, but together, things are easier.  \nTable of Contents  \nApproval ........................................................................................................................... i  \nAbstract ........................................................................................................................... ii  \nDedication ...................................................................................................................... iii  \nAcknowledgements ........................................................................................................ iv  \nTable of Contents ............................................................................................................ v  \nList of Tables ................................................................................................................. vii  \nList of Figures................................................................................................................viii  \nList of Acronyms.....................................................","cbCaih0yIp0jhFtu","https://ap.wps.com/l/cbCaih0yIp0jhFtu","pdf",1489126,1,114,"English","en",105,"# Chapter 1. Introduction\n## Brief Overview of AI\n## History of AI\n## What’s next?\n## Scope of Research\n## Research Questions\n# Chapter 2. Methodology\n# Chapter 3. Literature Review\n## Ethics of AI\n## Governance, Policy, and AI\n## Urban Planning and AI\n## Risks of AI\n## Bridging the Gap\n# Chapter 4. Case Studies","[{\"question\":\"What problem does the thesis address in city planning?\",\"answer\":\"It addresses the inadequacy of traditional planning methodologies when facing growing urban populations and complex environmental challenges.\"},{\"question\":\"What does the proposed machine learning framework do?\",\"answer\":\"It integrates AI technologies into planning processes by automating routine tasks and accelerating iterative design work.\"},{\"question\":\"How does the thesis support its framework?\",\"answer\":\"It uses a comprehensive literature review, case studies, and the demonstration and creation of AI tools, followed by discussion of outcomes.\"}]","Evolving the Planning Paradigm - A Machine Learning Framework for Efficient City Planning | PDF",1785820223,287,{"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},"evolving-the-planning-paradigm-a-machine-learning-framework-for-efficient-city-planning","",{"@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/evolving-the-planning-paradigm-a-machine-learning-framework-for-efficient-city-planning/124078/",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","2026-08-04",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 problem does the thesis address in city planning?","Question",{"text":75,"@type":76},"It addresses the inadequacy of traditional planning methodologies when facing growing urban populations and complex environmental challenges.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"What does the proposed machine learning framework do?",{"text":80,"@type":76},"It integrates AI technologies into planning processes by automating routine tasks and accelerating iterative design work.",{"name":82,"@type":73,"acceptedAnswer":83},"How does the thesis support its framework?",{"text":84,"@type":76},"It uses a comprehensive literature review, case studies, and the demonstration and creation of AI tools, followed by discussion of outcomes.","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"]