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水中ロボットにおける自己組織的行動獲得システム (第一報:自己組織化マップを用いた運動制御システムの提案)
http://hdl.handle.net/10228/2587
http://hdl.handle.net/10228/2587f8bfe03b-3c8b-482c-8218-da53073732d2
名前 / ファイル | ライセンス | アクション |
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||
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公開日 | 2009-11-20 | |||||||
タイトル | ||||||||
タイトル | 水中ロボットにおける自己組織的行動獲得システム (第一報:自己組織化マップを用いた運動制御システムの提案) | |||||||
その他のタイトル | ||||||||
その他のタイトル | A Self-Organizing Decision Making System for AUVs(First report: A Control System using Self-Organizing Map) | |||||||
言語 | ||||||||
言語 | jpn | |||||||
資源タイプ | ||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||
資源タイプ | journal article | |||||||
著者 |
西田, 周平
× 西田, 周平× 石井, 和男× 古川, 徹生
WEKO
661
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抄録 | ||||||||
内容記述タイプ | Abstract | |||||||
内容記述 | Autonomous Underwater Vehicles (AUVs) are attractive tools for maintenance of underwater structures and oceanography, however, there are a lot of problems to be solved such as motion control, acquisition of sensor data, decision-making, navigation without collision, self-localization and so on. In order to realize useful and practical robots,underwater vehicles should take their action by judging the changing condition from their own sensors and actuators, and are desirable to make their behavior, to adapt to the working environment. We have been investigated the application of brain-inspired technologies such as Neural Networks (NNs), Self-Organizing Map (SOM), etc, into AUVs.The motion of AUV is represented by complicated non-linear dynamics in six degrees of freedom with added-massand hydrodynamic forces, and control systems should be adaptive and robust. In our previous adaptive control method using NNs, a time series of state variables and control signals should be fed into the control system in order to adapt the change of dynamic property and environment, therefore, the obtained information in the previous adaptation is getting less gradually. If the environment of the robot is rapidly changed, the previous control system takes time to adapt new environment and former environmental information does not remain correctly. Therefore, a new method, which keeps the information of initial state or previous environment and adapts to new environment, should be developed to improve the efficiency of the learning and reduce the learning cost with the use of the former environmental information which the robot had already learned. A new self-organizing decision making system for AUVs using modular network Self-Organizing Map (mnSOM) proposed by Tokunaga et. al. is discussed in this paper. The proposed decision making system is developed using recurrentNN type mnSOM. The efficiency of the system is investigated through the simulations. | |||||||
書誌情報 |
日本船舶海洋工学会論文集 巻 3, p. 205-213, 発行日 2006-06-01 |
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出版者 | ||||||||
出版者 | 社団法人日本船舶海洋工学会 | |||||||
ISSN | ||||||||
収録物識別子タイプ | ISSN | |||||||
収録物識別子 | 1881-1760 | |||||||
ISSN | ||||||||
収録物識別子タイプ | ISSN | |||||||
収録物識別子 | 1880-3717 | |||||||
NCID | ||||||||
収録物識別子タイプ | NCID | |||||||
収録物識別子 | AA12057769 | |||||||
DOI | ||||||||
関連タイプ | isIdenticalTo | |||||||
識別子タイプ | DOI | |||||||
関連識別子 | https://doi.org/10.2534/jjasnaoe.3.205 | |||||||
論文ID(NAID) | ||||||||
関連タイプ | isIdenticalTo | |||||||
識別子タイプ | NAID | |||||||
関連識別子 | http://ci.nii.ac.jp/naid/110004763218 | |||||||
著作権関連情報 | ||||||||
権利情報 | 社団法人 日本船舶海洋工学会 | |||||||
出版タイプ | ||||||||
出版タイプ | VoR | |||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||
査読の有無 | ||||||||
値 | yes | |||||||
業績ID | ||||||||
CFD047CD2011F56249257592002CCC64 |