Real-time nonlinear FEM with neural network for simulating soft organ model deformation

Ken'Ichi Morooka; Xian Chen; Ryo Kurazume; Seiichi Uchida; Kenji Hara; Yumi Iwashita; Makoto Hashizume

doi:10.1007/978-3-540-85990-1_89

Real-time nonlinear FEM with neural network for simulating soft organ model deformation

Ken'Ichi Morooka, Xian Chen, Ryo Kurazume, Seiichi Uchida, Kenji Hara, Yumi Iwashita, Makoto Hashizume

研究成果

26 被引用数 (Scopus)

抄録

This paper presents a new method for simulating the deformation of organ models by using a neural network. The proposed method is based on the idea proposed by Chen et al. [2] that a deformed model can be estimated from the superposition of basic deformation modes. The neural network finds a relationship between external forces and the models deformed by the forces. The experimental results show that the trained network can achieve a real-time simulation while keeping the acceptable accuracy compared with the nonlinear FEM computation.

本文言語	English
ホスト出版物のタイトル	Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings
出版社	Springer Verlag
ページ	742-749
ページ数	8
版	PART 2
ISBN（印刷版）	3540859896, 9783540859895
DOI	https://doi.org/10.1007/978-3-540-85990-1_89
出版ステータス	Published - 2008
外部発表	はい
イベント	11th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2008 - New York, NY 継続期間: 9月 6 2008 → 9月 10 2008

出版物シリーズ

名前	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
番号	PART 2
巻	5242 LNCS
ISSN（印刷版）	0302-9743
ISSN（電子版）	1611-3349

Conference

Conference	11th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2008
国/地域	United States
City	New York, NY
Period	9/6/08 → 9/10/08

ASJC Scopus subject areas

理論的コンピュータサイエンス
コンピュータサイエンス（全般）

文献へのアクセス

10.1007/978-3-540-85990-1_89

他のファイルとリンク

引用スタイル

Morooka, KI., Chen, X., Kurazume, R., Uchida, S., Hara, K., Iwashita, Y., & Hashizume, M. (2008). Real-time nonlinear FEM with neural network for simulating soft organ model deformation. In Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings (PART 2 ed., pp. 742-749). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5242 LNCS, No. PART 2). Springer Verlag. https://doi.org/10.1007/978-3-540-85990-1_89

Real-time nonlinear FEM with neural network for simulating soft organ model deformation. / Morooka, Ken'Ichi; Chen, Xian; Kurazume, Ryo その他.

Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings. PART 2. ed. Springer Verlag, 2008. p. 742-749 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5242 LNCS, No. PART 2).

研究成果

Morooka, KI, Chen, X, Kurazume, R, Uchida, S, Hara, K, Iwashita, Y & Hashizume, M 2008, Real-time nonlinear FEM with neural network for simulating soft organ model deformation. in Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings. PART 2 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 2, vol. 5242 LNCS, Springer Verlag, pp. 742-749, 11th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2008, New York, NY, United States, 9/6/08. https://doi.org/10.1007/978-3-540-85990-1_89

Morooka KI, Chen X, Kurazume R, Uchida S, Hara K, Iwashita Y その他. Real-time nonlinear FEM with neural network for simulating soft organ model deformation. In Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings. PART 2 ed. Springer Verlag. 2008. p. 742-749. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 2). doi: 10.1007/978-3-540-85990-1_89

Morooka, Ken'Ichi ; Chen, Xian ; Kurazume, Ryo その他. / Real-time nonlinear FEM with neural network for simulating soft organ model deformation. Medical Image Computing and Computer-Assisted Intervention - MICCAI 2008 - 11th International Conference, Proceedings. PART 2. ed. Springer Verlag, 2008. pp. 742-749 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 2).

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Real-time nonlinear FEM with neural network for simulating soft organ model deformation

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出版物シリーズ

Conference

ASJC Scopus subject areas

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