東華大學圖書館 |

Language: English

Help

回圖書館首頁

手機版館藏查詢

Back

Switch To: Labeled | MARC Mode | ISBD

Enabling AI in Computer Aided Design...

Jones, Benjamin Tod,

Linked to FindBook

Google Book

Amazon

博客來

Enabling AI in Computer Aided Design Through Representations /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Enabling AI in Computer Aided Design Through Representations // Benjamin Tod Jones.
Author:	Jones, Benjamin Tod,
Description:	1 electronic resource (246 pages)
Notes:	Source: Dissertations Abstracts International, Volume: 86-01, Section: B.
Contained By:	Dissertations Abstracts International86-01B.
Subject:	Computer science. -
Online resource:	https://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=31329904
ISBN:	9798383228630

Enabling AI in Computer Aided Design Through Representations /
Jones, Benjamin Tod,

Enabling AI in Computer Aided Design Through Representations /Benjamin Tod Jones. - 1 electronic resource (246 pages)

Source: Dissertations Abstracts International, Volume: 86-01, Section: B.

Most man-made objects started their life as a computer model in a Computer Aided Design (CAD) system, creating a vast trove of data about real objects and a tantalizing target for training artificial intelligence (AI) models. But can, and should, we create AI systems for CAD, and if so, how? This thesis explores this question through the lens of design loops: the iterative process through which people solve problems. It finds that modern CAD systems are designed around a symbiosis of two design representations - programmatic modeling and parametric geometry - that allow CAD systems to integrate into design workflows.Based on this, I propose to structure AI integration into CAD around these representational choices. I present a representation learning strategy for the parametric boundary representation (B-Rep), the symbolic geometry format common to most modern CAD systems and demonstrate its use in several design tasks. I then explore how generative AI can be used to modify and generate procedural CAD programs. Ultimately, I conclude that AI can and should be integrated into CAD through careful consideration of, and integration with, the design representations that have become inseparable from the discipline.

English

ISBN: 9798383228630Subjects--Topical Terms:

523869
Computer science.
Subjects--Index Terms:

Computer Aided Design system

Enabling AI in Computer Aided Design Through Representations /
LDR:02684nmm a22004453i 4500 001 2431288
005 20250603111421.5
006 m o d
007 cr|nu||||||||
008 261011s2024 miu||||||m |||||||eng d
020 $a 9798383228630
035 $a (MiAaPQD)AAI31329904
035 $a AAI31329904
040 $a MiAaPQD $b eng $c MiAaPQD $e rda
100 1 $a Jones, Benjamin Tod, $e author. $3 3820023
245 1 0 $a Enabling AI in Computer Aided Design Through Representations / $c Benjamin Tod Jones.
264 1 $a Ann Arbor : $b ProQuest Dissertations & Theses, $c 2024
300 $a 1 electronic resource (246 pages)
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
500 $a Source: Dissertations Abstracts International, Volume: 86-01, Section: B.
500 $a Advisors: Schulz, Adriana Committee members: Curless, Brian; Tanimoto, Steven; Kim, Vladimir.
502 $b Ph.D. $c University of Washington $d 2024.
520 $a Most man-made objects started their life as a computer model in a Computer Aided Design (CAD) system, creating a vast trove of data about real objects and a tantalizing target for training artificial intelligence (AI) models. But can, and should, we create AI systems for CAD, and if so, how? This thesis explores this question through the lens of design loops: the iterative process through which people solve problems. It finds that modern CAD systems are designed around a symbiosis of two design representations - programmatic modeling and parametric geometry - that allow CAD systems to integrate into design workflows.Based on this, I propose to structure AI integration into CAD around these representational choices. I present a representation learning strategy for the parametric boundary representation (B-Rep), the symbolic geometry format common to most modern CAD systems and demonstrate its use in several design tasks. I then explore how generative AI can be used to modify and generate procedural CAD programs. Ultimately, I conclude that AI can and should be integrated into CAD through careful consideration of, and integration with, the design representations that have become inseparable from the discipline.
546 $a English
590 $a School code: 0250
650 4 $a Computer science. $3 523869
650 4 $a Macroecology. $3 3188544
650 4 $a Computer engineering. $3 621879
653 $a Computer Aided Design system
653 $a Design
653 $a Machine learning
653 $a Man-made objects
653 $a Generative AI
690 $a 0984
690 $a 0420
690 $a 0464
690 $a 0800
710 2 $a University of Washington. $b Computer Science and Engineering. $e degree granting institution. $3 3759111
720 1 $a Schulz, Adriana $e degree supervisor.
773 0 $t Dissertations Abstracts International $g 86-01B.
790 $a 0250
791 $a Ph.D.
792 $a 2024
856 4 0 $u https://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=31329904