Discovery of symbols in design. (2015)
- Record Type:
- Journal Article
- Title:
- Discovery of symbols in design. (2015)
- Main Title:
- Discovery of symbols in design
- Authors:
- Dabbeeru, Madan Mohan
- Abstract:
- In this work, we propose a mechanism for learning grounded symbols based on design experience as acquired by a CAD system. We discover the functionally feasible regions (FFRs) lying along lower dimensional surfaces or manifolds, reflecting latent interdependencies between design variables (sometimes called chunks) constitute the intermediate step between raw experience and the eventual symbol that arises after these patterns become stabilised through communication. We search this lowerdimensional manifolds using either linear or nonlinear techniques, and demonstrate lowdimensionality at three stages of an 'infant designer': a) learning image schemas for fits and clearances using linear algorithms; b) universal motor, 2parameter - learning a nonlinear manifold; c) universal motor, 8parameter, reducing to two parameters or chunks using both linear and nonlinear mappings.
- Is Part Of:
- International journal of intelligent engineering informatics. Volume 3: Number 1 (2015)
- Journal:
- International journal of intelligent engineering informatics
- Issue:
- Volume 3: Number 1 (2015)
- Issue Display:
- Volume 3, Issue 1 (2015)
- Year:
- 2015
- Volume:
- 3
- Issue:
- 1
- Issue Sort Value:
- 2015-0003-0001-0000
- Page Start:
- 1
- Page End:
- 22
- Publication Date:
- 2015
- Subjects:
- image schema -- cognitive architecture -- expertise -- design semantics -- grounded symbol acquisition -- infant designers -- nonlinear manifold learning -- principal component analysis -- PCA -- symbol discovery -- CAD -- design variables -- grounded symbols
Artificial intelligence -- Engineering applications -- Periodicals
Engineering -- Computer programs -- Periodicals
Knowledge management -- Periodicals
620.0028563 - Journal URLs:
- http://www.inderscience.com/jhome.php?jcode=ijiei#issue ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1758-8715
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 7401.xml