SKETCH WITH ARTIFICIAL INTELLIGENCE (AI): AN ATTEMPT TO INTEGRATE ARTIFICIAL INTELLIGENCE IN ARCHITECTURE CONCEPTUAL DESIGN

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dc.contributor.advisorPark, Hyoung-June
dc.contributor.authorZhou, Yifan
dc.contributor.departmentArchitecture
dc.date.accessioned2021-07-29T23:10:25Z
dc.date.issued2021
dc.description.degreeArch.D.
dc.embargo.liftdate2023-07-29
dc.identifier.urihttp://hdl.handle.net/10125/75865
dc.subjectArchitecture
dc.titleSKETCH WITH ARTIFICIAL INTELLIGENCE (AI): AN ATTEMPT TO INTEGRATE ARTIFICIAL INTELLIGENCE IN ARCHITECTURE CONCEPTUAL DESIGN
dc.typeThesis
dcterms.abstractThe goal of the research is to develop an interactive AI application to assist architects with multimodal inputs (sketches and textual information) for conceptual design. With different textual inputs, the application generates the architectural stylistic variations of a user’s initial sketch input as a design inspiration. A novel machine learning approach for the multimodal input system is introduced and compared to other approaches. The machine learning approach is performed through procedural training with the content curation of training data in order to control the fidelity of generated designs from the input and to manage their diversity. A web-based interface is introduced as a frontend of the proposed application for better user experience and future data collection. In this paper, the framework of the proposed interactive AI application is introduced. Furthermore, the implementation of its prototype is demonstrated with various examples.
dcterms.extent101 pages
dcterms.languageen
dcterms.publisherUniversity of Hawai'i at Manoa
dcterms.rightsAll UHM dissertations and theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission from the copyright owner.
dcterms.typeText
local.identifier.alturihttp://dissertations.umi.com/hawii:10988

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