LEADER 02921nam 22005055 450 001 9910299297103321 005 20200706170952.0 010 $a981-10-6171-8 024 7 $a10.1007/978-981-10-6171-4 035 $a(CKB)4100000002892595 035 $a(MiAaPQ)EBC5358171 035 $a(DE-He213)978-981-10-6171-4 035 $a(PPN)225549026 035 $a(EXLCZ)994100000002892595 100 $a20180320d2018 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aRobotic Tactile Perception and Understanding $eA Sparse Coding Method /$fby Huaping Liu, Fuchun Sun 205 $a1st ed. 2018. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2018. 215 $a1 online resource (220 pages) 311 $a981-10-6170-X 330 $aThis book introduces the challenges of robotic tactile perception and task understanding, and describes an advanced approach based on machine learning and sparse coding techniques. Further, a set of structured sparse coding models is developed to address the issues of dynamic tactile sensing. The book then proves that the proposed framework is effective in solving the problems of multi-finger tactile object recognition, multi-label tactile adjective recognition and multi-category material analysis, which are all challenging practical problems in the fields of robotics and automation. The proposed sparse coding model can be used to tackle the challenging visual-tactile fusion recognition problem, and the book develops a series of efficient optimization algorithms to implement the model. It is suitable as a reference book for graduate students with a basic knowledge of machine learning as well as professional researchers interested in robotic tactile perception and understanding, and machine learning. 606 $aArtificial intelligence 606 $aPattern perception 606 $aOptical data processing 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aPattern Recognition$3https://scigraph.springernature.com/ontologies/product-market-codes/I2203X 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 615 0$aArtificial intelligence. 615 0$aPattern perception. 615 0$aOptical data processing. 615 14$aArtificial Intelligence. 615 24$aPattern Recognition. 615 24$aImage Processing and Computer Vision. 676 $a629.892 700 $aLiu$b Huaping$4aut$4http://id.loc.gov/vocabulary/relators/aut$0954499 702 $aSun$b Fuchun$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910299297103321 996 $aRobotic Tactile Perception and Understanding$92158910 997 $aUNINA