Freeform surface induction from projected planar curves via neural networks*

Usman Khan; Abdelaziz Terchi; Sungwoo Lim; David Wright; Sheng Feng Qin

Freeform surface induction from projected planar curves via neural networks*

Usman Khan, Abdelaziz Terchi, Sungwoo Lim, David Wright, Sheng Feng Qin

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

We propose a novel intelligent approach into 2D to 3D of on-line sketching in conceptual design. A Multilayer Perceptron (MLP) neural network is employed to construct 3D freeform surfaces from 2D freehand curves. Planar curves were used to represent the boundary strokes of a freeform surface patch and varied iteratively to produce a training set. Sampled curves were used to train and test the network. The results obtained demonstrate that the network successfully leaned the inverse-projection map and correctly inferred respective surfaces from curves previously unencountered.

Original language	English
Title of host publication	ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks
Publisher	d-side publication
Pages	641-646
Number of pages	6
ISBN (Electronic)	2930307064, 9782930307060
Publication status	Published - 1 Jan 2006
Externally published	Yes
Event	14th European Symposium on Artificial Neural Networks, ESANN 2006 - Bruges, Belgium Duration: 26 Apr 2006 → 28 Apr 2006

Publication series

Name	ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks

Conference

Conference	14th European Symposium on Artificial Neural Networks, ESANN 2006
Country/Territory	Belgium
City	Bruges
Period	26/04/06 → 28/04/06

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Cite this

@inproceedings{e2d3bf7b311c4ae891c5aca165eaaf4a,

title = "Freeform surface induction from projected planar curves via neural networks*",

abstract = "We propose a novel intelligent approach into 2D to 3D of on-line sketching in conceptual design. A Multilayer Perceptron (MLP) neural network is employed to construct 3D freeform surfaces from 2D freehand curves. Planar curves were used to represent the boundary strokes of a freeform surface patch and varied iteratively to produce a training set. Sampled curves were used to train and test the network. The results obtained demonstrate that the network successfully leaned the inverse-projection map and correctly inferred respective surfaces from curves previously unencountered.",

author = "Usman Khan and Abdelaziz Terchi and Sungwoo Lim and David Wright and Qin, \{Sheng Feng\}",

year = "2006",

month = jan,

day = "1",

language = "English",

series = "ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks",

publisher = "d-side publication",

pages = "641--646",

booktitle = "ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks",

note = "14th European Symposium on Artificial Neural Networks, ESANN 2006 ; Conference date: 26-04-2006 Through 28-04-2006",

}

Khan, U, Terchi, A, Lim, S, Wright, D & Qin, SF 2006, Freeform surface induction from projected planar curves via neural networks*. in ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks. ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks, d-side publication, pp. 641-646, 14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, 26/04/06.

Freeform surface induction from projected planar curves via neural networks*. / Khan, Usman; Terchi, Abdelaziz; Lim, Sungwoo et al.
ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks. d-side publication, 2006. p. 641-646 (ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Freeform surface induction from projected planar curves via neural networks*

AU - Khan, Usman

AU - Terchi, Abdelaziz

AU - Lim, Sungwoo

AU - Wright, David

AU - Qin, Sheng Feng

PY - 2006/1/1

Y1 - 2006/1/1

N2 - We propose a novel intelligent approach into 2D to 3D of on-line sketching in conceptual design. A Multilayer Perceptron (MLP) neural network is employed to construct 3D freeform surfaces from 2D freehand curves. Planar curves were used to represent the boundary strokes of a freeform surface patch and varied iteratively to produce a training set. Sampled curves were used to train and test the network. The results obtained demonstrate that the network successfully leaned the inverse-projection map and correctly inferred respective surfaces from curves previously unencountered.

AB - We propose a novel intelligent approach into 2D to 3D of on-line sketching in conceptual design. A Multilayer Perceptron (MLP) neural network is employed to construct 3D freeform surfaces from 2D freehand curves. Planar curves were used to represent the boundary strokes of a freeform surface patch and varied iteratively to produce a training set. Sampled curves were used to train and test the network. The results obtained demonstrate that the network successfully leaned the inverse-projection map and correctly inferred respective surfaces from curves previously unencountered.

UR - https://www.scopus.com/pages/publications/56549124208

M3 - Conference contribution

AN - SCOPUS:56549124208

T3 - ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks

SP - 641

EP - 646

BT - ESANN 2006 Proceedings - European Symposium on Artificial Neural Networks

PB - d-side publication

T2 - 14th European Symposium on Artificial Neural Networks, ESANN 2006

Y2 - 26 April 2006 through 28 April 2006

ER -

Freeform surface induction from projected planar curves via neural networks*

Abstract

Publication series

Conference

UN SDGs

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