The Integration of the Image Sensor with a 3-DOF Pneumatic Parallel Manipulator
The study aims to integrate the image sensor for a three-axial pneumatic parallel manipulator which can pick and place objects automatically by the feature information of the image processed through the SURF algorithm. The SURF algorithm is adopted for defining and matching the features of a target...
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Published in | Sensors (Basel, Switzerland) Vol. 16; no. 7; p. 1026 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Switzerland
MDPI AG
01.07.2016
MDPI |
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Online Access | Get full text |
ISSN | 1424-8220 1424-8220 |
DOI | 10.3390/s16071026 |
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Abstract | The study aims to integrate the image sensor for a three-axial pneumatic parallel manipulator which can pick and place objects automatically by the feature information of the image processed through the SURF algorithm. The SURF algorithm is adopted for defining and matching the features of a target object and an object database. In order to accurately mark the center of target and strengthen the feature matching results, the random sample and consensus method (RANSAC) is utilized. The ASUS Xtion Pro Live depth camera which can directly estimate the 3-D location of the target point is used in this study. A set of coordinate estimation calibrations is developed for enhancing the accuracy of target location estimation. This study also presents hand gesture recognition exploiting skin detection and noise elimination to determine the active finger count for input signals of the parallel manipulator. The end-effector of the parallel manipulator can be manipulated to the desired poses according to the measured finger count. Finally, the proposed methods are successfully to achieve the feature recognition and pick and place of the target object. |
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AbstractList | The study aims to integrate the image sensor for a three-axial pneumatic parallel manipulator which can pick and place objects automatically by the feature information of the image processed through the SURF algorithm. The SURF algorithm is adopted for defining and matching the features of a target object and an object database. In order to accurately mark the center of target and strengthen the feature matching results, the random sample and consensus method (RANSAC) is utilized. The ASUS Xtion Pro Live depth camera which can directly estimate the 3-D location of the target point is used in this study. A set of coordinate estimation calibrations is developed for enhancing the accuracy of target location estimation. This study also presents hand gesture recognition exploiting skin detection and noise elimination to determine the active finger count for input signals of the parallel manipulator. The end-effector of the parallel manipulator can be manipulated to the desired poses according to the measured finger count. Finally, the proposed methods are successfully to achieve the feature recognition and pick and place of the target object. The study aims to integrate the image sensor for a three-axial pneumatic parallel manipulator which can pick and place objects automatically by the feature information of the image processed through the SURF algorithm. The SURF algorithm is adopted for defining and matching the features of a target object and an object database. In order to accurately mark the center of target and strengthen the feature matching results, the random sample and consensus method (RANSAC) is utilized. The ASUS Xtion Pro Live depth camera which can directly estimate the 3-D location of the target point is used in this study. A set of coordinate estimation calibrations is developed for enhancing the accuracy of target location estimation. This study also presents hand gesture recognition exploiting skin detection and noise elimination to determine the active finger count for input signals of the parallel manipulator. The end-effector of the parallel manipulator can be manipulated to the desired poses according to the measured finger count. Finally, the proposed methods are successfully to achieve the feature recognition and pick and place of the target object.The study aims to integrate the image sensor for a three-axial pneumatic parallel manipulator which can pick and place objects automatically by the feature information of the image processed through the SURF algorithm. The SURF algorithm is adopted for defining and matching the features of a target object and an object database. In order to accurately mark the center of target and strengthen the feature matching results, the random sample and consensus method (RANSAC) is utilized. The ASUS Xtion Pro Live depth camera which can directly estimate the 3-D location of the target point is used in this study. A set of coordinate estimation calibrations is developed for enhancing the accuracy of target location estimation. This study also presents hand gesture recognition exploiting skin detection and noise elimination to determine the active finger count for input signals of the parallel manipulator. The end-effector of the parallel manipulator can be manipulated to the desired poses according to the measured finger count. Finally, the proposed methods are successfully to achieve the feature recognition and pick and place of the target object. |
Author | Chiang, Mao-Hsiung Lin, Hao-Ting |
AuthorAffiliation | 1 Department of Mechanical and Computer-Aided Engineering, Feng Chia University, No. 100, Wenhwa Road, Seatwen, Taichung 40724, Taiwan; haotlin@fcu.edu.tw 2 Department of Engineering Science and Ocean Engineering, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 106, Taiwan |
AuthorAffiliation_xml | – name: 1 Department of Mechanical and Computer-Aided Engineering, Feng Chia University, No. 100, Wenhwa Road, Seatwen, Taichung 40724, Taiwan; haotlin@fcu.edu.tw – name: 2 Department of Engineering Science and Ocean Engineering, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 106, Taiwan |
Author_xml | – sequence: 1 givenname: Hao-Ting orcidid: 0000-0001-5615-5691 surname: Lin fullname: Lin, Hao-Ting – sequence: 2 givenname: Mao-Hsiung surname: Chiang fullname: Chiang, Mao-Hsiung |
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Cites_doi | 10.5244/C.16.23 10.1109/ICMECH.2011.5971311 10.1023/B:VISI.0000029664.99615.94 10.3390/s16050640 10.1016/j.imavis.2006.08.003 10.1017/CBO9780511811685 10.1145/321356.321357 10.3390/s110202257 10.1109/34.888718 10.3390/s111211476 |
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Keywords | speed up robust feature algorithm pneumatic servo system parallel manipulator random sample and consensus algorithm hand gesture recognition image recognition |
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References | Lowe (ref_10) 2004; 60 Rosenfeld (ref_15) 1966; 13 Zhang (ref_16) 2000; 22 ref_14 ref_13 ref_12 Yin (ref_5) 2007; 25 ref_11 Mateo (ref_4) 2016; 16 ref_1 Chiang (ref_2) 2011; 11 ref_17 Chiang (ref_3) 2011; 11 ref_9 ref_8 ref_7 ref_6 27164102 - Sensors (Basel). 2016 May 05;16(5):null 22247676 - Sensors (Basel). 2011;11(12):11476-94 22319408 - Sensors (Basel). 2011;11(2):2257-81 |
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SubjectTerms | Algorithms Cameras Counting Fingers hand gesture recognition image recognition Interdisciplinary aspects Kinematics Manipulators Matching parallel manipulator pneumatic servo system random sample and consensus algorithm Robots Sensors speed up robust feature algorithm Surf Vision systems |
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Title | The Integration of the Image Sensor with a 3-DOF Pneumatic Parallel Manipulator |
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