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Enabling AI in Computer Aided Design...

Jones, Benjamin Tod,

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Enabling AI in Computer Aided Design Through Representations /

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Enabling AI in Computer Aided Design Through Representations // Benjamin Tod Jones.
作者:	Jones, Benjamin Tod,
面頁冊數:	1 electronic resource (246 pages)
附註:	Source: Dissertations Abstracts International, Volume: 86-01, Section: B.
Contained By:	Dissertations Abstracts International86-01B.
標題:	Computer science. -
電子資源:	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 /
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