Feature Extraction of Human Motion by using Phase Space and Its Application to Car-Driver's Motion Analysis
Project/Area Number |
25870855
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Research Category |
Grant-in-Aid for Young Scientists (B)
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Allocation Type | Multi-year Fund |
Research Field |
Soft computing
Dynamics/Control
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Research Institution | Toyohashi University of Technology (2015) Yamanashi Eiwa College (2013-2014) |
Principal Investigator |
Akiduki Takuma 豊橋技術科学大学, 工学(系)研究科(研究院), 助教 (40632922)
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Project Period (FY) |
2013-04-01 – 2016-03-31
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Project Status |
Completed (Fiscal Year 2015)
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Budget Amount *help |
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
|
Keywords | 身体動作 / 軌道アトラクタ / 相空間 / 記号化 / 個人性 / 動作特徴 / ソフトコンピューティング / 機械力学・制御 / 身体動作解析 / アトラクタ |
Outline of Final Research Achievements |
In this study, we address a time-series analysis method for human motion analysis based on symbolization of sensor data. In our approach, the time series of the periodical signals are expressed by dynamical systems having attractors, which symbolize the time series in state space. For detecting individual characteristics in motion, we discussed differences between our approach and sliding window approach. Then, we conducted computer experiments using the simple pendulum system for investigating the relationship between the physical conditions of motion and the distribution of symbols in the symbol spaces that are designed by two approaches. Moreover, we studied the methodology of application of our approach to actual motion data for clarifying the issues of our approach. These results suggest that symbol space designed by our method can be used to discriminate individual characteristics in motion.
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Report
(4 results)
Research Products
(25 results)
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[Presentation] 競泳選手に対する泳動作情報表示システムの開発2016
Author(s)
中井堅誠, 中井一文, 江崎修央, 昆慶久, 大前佑斗, 酒井一樹, 小林幹京, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久
Organizer
2016 年 電子情報通信学会総合大会
Place of Presentation
九州大学伊都キャンパス
Year and Date
2016-03-15
Related Report
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[Presentation] 泳動作指導システム開発に向けた泳法判別2015
Author(s)
昆慶久, 大前佑斗, 酒井一樹, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久, 江崎修央, 中井一文
Organizer
日本機械学会シンポジウム:スポーツ工学・ヒューマンダイナミクス
Place of Presentation
立命館大学びわこ・くさつキャンパス
Year and Date
2015-10-30
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