Multimedia Tools and Applications, volume 75, issue 8, pages 4305-4320
A study on a cooperative character modeling based on an improved NSGA II
2
Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology, Jinan, People’s Republic of China
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Publication type: Journal Article
Publication date: 2015-01-30
Journal:
Multimedia Tools and Applications
Q1
Q2
SJR: 0.801
CiteScore: 7.2
Impact factor: 3
ISSN: 13807501, 15737721
Hardware and Architecture
Computer Networks and Communications
Software
Media Technology
Abstract
Different animation characters are loved by people at different ages, in different countries and from different background, which implies the difficulties of designing characters that might be loved by many. Grouping different designers together by computer networks or the Internet is surely a good solution to design a character with expected popularity. This paper presents a character modeling method based on an improved non-dominated sorting genetic algorithm II (CMIN). CMIN borrows ideas from biological evolution, especially from multi-objective genetic algorithm (MOGA) and is formalized as a procedure for character modeling. CMIN adopts binary tree data structure to express transformation rules which are used to diversify character models and uses crossover and mutation operators of genetic algorithm to generate new rules. CMIN also adopts cooperative multi-objective evaluation on generated characters. The objectives are designed to embody both qualitative and quantitative aspects of character personalities, which are assigned by different cooperative designers and calculated automatically by computers respectively. The incorporation of qualitative and quantitative evaluation is formally realized by introducing a MOGA framwork. A multi-objective evaluation-based cooperative character modeling system (MOCMS) was developed to verify the proposed CMIN. Representative case studies demonstrate that the proposed method can evolve character models according to the designers’ intentions and preferences and generate creative character models far beyond man’s own imagination.
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GOST
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Zheng X. et al. A study on a cooperative character modeling based on an improved NSGA II // Multimedia Tools and Applications. 2015. Vol. 75. No. 8. pp. 4305-4320.
GOST all authors (up to 50)
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Zheng X., Li Y., Liu H., Duan H. C. A study on a cooperative character modeling based on an improved NSGA II // Multimedia Tools and Applications. 2015. Vol. 75. No. 8. pp. 4305-4320.
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TY - JOUR
DO - 10.1007/s11042-015-2476-x
UR - https://doi.org/10.1007/s11042-015-2476-x
TI - A study on a cooperative character modeling based on an improved NSGA II
T2 - Multimedia Tools and Applications
AU - Zheng, Xiang-wei
AU - Li, Yan
AU - Liu, Hong
AU - Duan, Hui Chuan
PY - 2015
DA - 2015/01/30
PB - Springer Nature
SP - 4305-4320
IS - 8
VL - 75
SN - 1380-7501
SN - 1573-7721
ER -
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BibTex (up to 50 authors)
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@article{2015_Zheng,
author = {Xiang-wei Zheng and Yan Li and Hong Liu and Hui Chuan Duan},
title = {A study on a cooperative character modeling based on an improved NSGA II},
journal = {Multimedia Tools and Applications},
year = {2015},
volume = {75},
publisher = {Springer Nature},
month = {jan},
url = {https://doi.org/10.1007/s11042-015-2476-x},
number = {8},
pages = {4305--4320},
doi = {10.1007/s11042-015-2476-x}
}
Cite this
MLA
Copy
Zheng, Xiang-wei, et al. “A study on a cooperative character modeling based on an improved NSGA II.” Multimedia Tools and Applications, vol. 75, no. 8, Jan. 2015, pp. 4305-4320. https://doi.org/10.1007/s11042-015-2476-x.