Pedestrian dynamic behaviour modeling

Gen Karoji, Kensuke Hotta, Akito Hotta, Yasushi Ikeda

研究成果: Conference contribution

抄録

The research of developing and improving pedestrian simulation model is essential in the process of analysing, evaluating and generating the architectural spaces that can not only satisfy circulation design condition but also promote sales by attracting customers. In terms of programming the simulation for commercial environment, current study attempts to use shortest-path algorithm generally and these results suggested that the model can reproduce approximate real trajectory within given environment. However, these studies also mentioned about necessity of considering shopper internal state and visual field. In this paper, in order to further incorporate the dynamic internal state (memory) into simulation model, we propose using iterative algorithm based on recurrent neural network (RNN) framework which allow it to exhibit temporal dynamic behaviour for a time sequence. Finally, we demonstrate the effectiveness of these algorithms we introduce and assess the combination of multiple algorithms and calibration of probability by comparing with trajectories of the experiment.

本文言語English
ホスト出版物のタイトルIntelligent and Informed - Proceedings of the 24th International Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA 2019
編集者Matthias Hank Haeusler, Marc Aurel Schnabel, Tomohiro Fukuda
出版社The Association for Computer-Aided Architectural Design Research in Asia (CAADRIA)
ページ281-290
ページ数10
ISBN(電子版)9789887891710
出版ステータスPublished - 2019 1 1
イベント24th International Conference on Computer-Aided Architectural Design Research in Asia: Intelligent and Informed, CAADRIA 2019 - Wellington, New Zealand
継続期間: 2019 4 152019 4 18

出版物シリーズ

名前Intelligent and Informed - Proceedings of the 24th International Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA 2019
1

Conference

Conference24th International Conference on Computer-Aided Architectural Design Research in Asia: Intelligent and Informed, CAADRIA 2019
国/地域New Zealand
CityWellington
Period19/4/1519/4/18

ASJC Scopus subject areas

  • コンピュータ グラフィックスおよびコンピュータ支援設計
  • コンピュータ ビジョンおよびパターン認識
  • ソフトウェア

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