Skip to main content
Top

2019 | OriginalPaper | Chapter

Research on the Development of Contemporary Design Intelligence Driven by Neural Network Technology

Authors : Yan Yan, Jiarui Wang, Chen Tang, Liqun Zhang

Published in: Design, User Experience, and Usability. Design Philosophy and Theory

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In the innovative age of synergy between design and technology, neural network has been popular in the research community, and has become a huge wave of technology trend for design intelligence, its unique characteristics of knowledge production for the design of intelligent areas to bring more possibilities. This paper provides a comprehensive survey and analysis, focusing on domestic and international research on neural network and design intelligence at present. Method Based on the extensive literature research, this paper analyzes the research progress of contemporary design intelligence driven by neural network. Result on the basis of current literatures related, this paper sums up the intelligent process of design based on neural network technology, three types of design intelligence and their typical application cases. It also briefly describes the intelligent design tool based on neural network technology. Moreover, it reviews in detail industrial application of neural network in intelligent design. Finally, this study highlights the existing problems and challenges in the field of design intelligence and discusses future development prospects. Hope to help design researchers and design workers in the future better apply neural network technology to enhance the design intelligence.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Ding, J.: Design paradigm in the era of artificial intelligence. Era Archit. 0(1); 70 (2008) (in Chinese) Ding, J.: Design paradigm in the era of artificial intelligence. Era Archit. 0(1); 70 (2008) (in Chinese)
2.
go back to reference Kai, Y., Lei, J., Yuqiang, C., Wei, X.: Deep learning: yesterday, today, and tomorrow. J. Comput. Res. Dev. 50(9), 1799–1804 (2013) Kai, Y., Lei, J., Yuqiang, C., Wei, X.: Deep learning: yesterday, today, and tomorrow. J. Comput. Res. Dev. 50(9), 1799–1804 (2013)
3.
go back to reference Zhang, R., Li, W., Mo, T.: Research review of deep learning. Inf. Control 47(4), 385–397 (2018). (In Chinese) Zhang, R., Li, W., Mo, T.: Research review of deep learning. Inf. Control 47(4), 385–397 (2018). (In Chinese)
4.
go back to reference Youbai, X.: Research on modern design theory and method. J. Mech. Eng. 40(4), 1–9 (2004). (In Chinese)CrossRef Youbai, X.: Research on modern design theory and method. J. Mech. Eng. 40(4), 1–9 (2004). (In Chinese)CrossRef
5.
go back to reference Pohl W. LaboUr-machine learning for user modeling[C]//HCI (2). 1997: 27–30 Pohl W. LaboUr-machine learning for user modeling[C]//HCI (2). 1997: 27–30
6.
go back to reference Zhang, L., Ji, Y., Lin, X.: Style transfer for anime sketches with enhanced residual U-net and auxiliary classifier GAN. (2017). arXiv preprint arXiv:1706.03319 Zhang, L., Ji, Y., Lin, X.: Style transfer for anime sketches with enhanced residual U-net and auxiliary classifier GAN. (2017). arXiv preprint arXiv:​1706.​03319
7.
go back to reference Kiros, R., Zhu, Y., Salakhutdinov, R., Zemel, R.S., Torralba A., Urtasun, R., Fidler S.: Skip-thought vectors. (2015). arXiv preprint arXiv:1506.06726 Kiros, R., Zhu, Y., Salakhutdinov, R., Zemel, R.S., Torralba A., Urtasun, R., Fidler S.: Skip-thought vectors. (2015). arXiv preprint arXiv:​1506.​06726
8.
go back to reference Zhu, Y., Kiros, R., Zemel, R., Salakhutdinov, R., Urtasun, R., Torralba A., Fidler S.: Aligning books and movies: towards story-like visual explanations by watching movies and reading books. (2015). arXiv preprint arXiv:1506.06724 Zhu, Y., Kiros, R., Zemel, R., Salakhutdinov, R., Urtasun, R., Torralba A., Fidler S.: Aligning books and movies: towards story-like visual explanations by watching movies and reading books. (2015). arXiv preprint arXiv:​1506.​06724
9.
go back to reference Hebron, P.: Machine Learning for Designers . O’Reilly Media, Inc, Sebastopol Hebron, P.: Machine Learning for Designers . O’Reilly Media, Inc, Sebastopol
10.
go back to reference Tang, C., Zhong, K., Zhang, L.: A study on the differences in the expressions of emotional cognition between bloggers and users based on the “Cloud Pet Keeping” phenomenon. In: International Conference on Social Computing and Social Media. Springer, Cham, pp. 375–387 (2018) Tang, C., Zhong, K., Zhang, L.: A study on the differences in the expressions of emotional cognition between bloggers and users based on the “Cloud Pet Keeping” phenomenon. In: International Conference on Social Computing and Social Media. Springer, Cham, pp. 375–387 (2018)
11.
go back to reference Caitlin, T., Churchill, E.F., King, R. Designing with Data. O’Reilly Media, Inc, Sebastopol Caitlin, T., Churchill, E.F., King, R. Designing with Data. O’Reilly Media, Inc, Sebastopol
12.
go back to reference Pieters, R., Winiger, S.: Creative AI: on the democratisation & escalation of creativity Pieters, R., Winiger, S.: Creative AI: on the democratisation & escalation of creativity
13.
go back to reference Duncan, N.: Zoomorphic Design, Interchangeable Components, and Approximate Dissections: Three New Computational Tools for Open-Ended Geometric Design. University of California, Los Angeles (2017) Duncan, N.: Zoomorphic Design, Interchangeable Components, and Approximate Dissections: Three New Computational Tools for Open-Ended Geometric Design. University of California, Los Angeles (2017)
14.
go back to reference Nishida, G., Garcia-Dorado, I., Aliaga, D.G., et al.: Interactive sketching of urban procedural models. ACM Trans. Graph. (TOG) 35(4), 130 (2016)CrossRef Nishida, G., Garcia-Dorado, I., Aliaga, D.G., et al.: Interactive sketching of urban procedural models. ACM Trans. Graph. (TOG) 35(4), 130 (2016)CrossRef
15.
go back to reference Zhang L.: New relations and creative cooperation between designer and user in digital micro-manufacturing context. In: 2013 4th HDCon (2013). (In Chinese) Zhang L.: New relations and creative cooperation between designer and user in digital micro-manufacturing context. In: 2013 4th HDCon (2013). (In Chinese)
Metadata
Title
Research on the Development of Contemporary Design Intelligence Driven by Neural Network Technology
Authors
Yan Yan
Jiarui Wang
Chen Tang
Liqun Zhang
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-23570-3_27