001434399 000__ 04523cam\a2200637\i\4500 001434399 001__ 1434399 001434399 003__ OCoLC 001434399 005__ 20230309003727.0 001434399 006__ m\\\\\o\\d\\\\\\\\ 001434399 007__ cr\un\nnnunnun 001434399 008__ 210227s2021\\\\sz\\\\\\ob\\\\001\0\eng\d 001434399 019__ $$a1238162363$$a1244116171 001434399 020__ $$a9783030668495$$q(electronic book) 001434399 020__ $$a3030668495$$q(electronic book) 001434399 020__ $$z3030668487 001434399 020__ $$z9783030668488 001434399 0247_ $$a10.1007/978-3-030-66849-5$$2doi 001434399 035__ $$aSP(OCoLC)1239984848 001434399 040__ $$aEBLCP$$beng$$erda$$epn$$cEBLCP$$dGW5XE$$dYDX$$dOCLCO$$dDCT$$dOCLCF$$dUKAHL$$dOCLCQ$$dOCLCO$$dCOM$$dOCLCQ 001434399 049__ $$aISEA 001434399 050_4 $$aTS183 001434399 08204 $$a670$$223 001434399 24500 $$aData driven smart manufacturing technologies and applications /$$cWeidong Li, Yuchen Liang, Shen Wang, editors. 001434399 264_1 $$aCham, Switzerland :$$bSpringer,$$c[2021] 001434399 300__ $$a1 online resource 001434399 336__ $$atext$$btxt$$2rdacontent 001434399 337__ $$acomputer$$bc$$2rdamedia 001434399 338__ $$aonline resource$$bcr$$2rdacarrier 001434399 347__ $$atext file 001434399 347__ $$bPDF 001434399 4901_ $$aSpringer series in advanced manufacturing 001434399 504__ $$aIncludes bibliographical references and index. 001434399 5050_ $$aPart I: Introduction and Fundamental -- Introduction -- Big Data Analytics and Deep Learning Algorithms -- Part II: Survey -- Intelligent Manufacturing Prognosis: A Survey -- Sustainable Manufacturing Enabled by Artificial Intelligence: A Survey -- Human-Robot Collaboration and Artificial Intelligence: A Survey -- Part III: Applications and Case Studies -- Fog Computing and Convolutional Neural Network Enabled Machining Prognosis and Optimisation -- Big Data Enabled Intelligent Immune System for Energy Efficient Manufacturing Management -- Tool Wear Prognosis Using Deep Learning Algorithms -- Big Data Analytics Supported Close-loop Machining Control and Optimisation -- Intelligent Learning from Demonstrators for Human-Robot Collaboration -- Human-Robot Collaboration and Intelligent Welding Applications -- Deep Learning Driven Intelligent Welding Robotics. 001434399 506__ $$aAccess limited to authorized users. 001434399 520__ $$aThis book reports innovative deep learning and big data analytics technologies for smart manufacturing applications. In this book, theoretical foundations, as well as the state-of-the-art and practical implementations for the relevant technologies, are covered. This book details the relevant applied research conducted by the authors in some important manufacturing applications, including intelligent prognosis on manufacturing processes, sustainable manufacturing and human-robot cooperation. Industrial case studies included in this book illustrate the design details of the algorithms and methodologies for the applications, in a bid to provide useful references to readers. Smart manufacturing aims to take advantage of advanced information and artificial intelligent technologies to enable flexibility in physical manufacturing processes to address increasingly dynamic markets. In recent years, the development of innovative deep learning and big data analytics algorithms is dramatic. Meanwhile, the algorithms and technologies have been widely applied to facilitate various manufacturing applications. It is essential to make a timely update on this subject considering its importance and rapid progress. This book offers a valuable resource for researchers in the smart manufacturing communities, as well as practicing engineers and decision makers in industry and all those interested in smart manufacturing and Industry 4.0. 001434399 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed March 30, 2021). 001434399 650_0 $$aManufacturing processes$$xAutomation. 001434399 650_0 $$aManufacturing processes$$xTechnological innovations. 001434399 650_0 $$aArtificial intelligence. 001434399 650_0 $$aBig data. 001434399 650_6 $$aFabrication$$xAutomatisation. 001434399 650_6 $$aFabrication$$xInnovations. 001434399 650_6 $$aIntelligence artificielle. 001434399 650_6 $$aDonnées volumineuses. 001434399 655_0 $$aElectronic books. 001434399 7001_ $$aLi, W. D.,$$eeditor. 001434399 7001_ $$aLiang, Yuchen,$$eeditor. 001434399 7001_ $$aWang, Sheng,$$eeditor. 001434399 77608 $$iPrint version:$$z9783030668488 001434399 830_0 $$aSpringer series in advanced manufacturing. 001434399 852__ $$bebk 001434399 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-030-66849-5$$zOnline Access$$91397441.1 001434399 909CO $$ooai:library.usi.edu:1434399$$pGLOBAL_SET 001434399 980__ $$aBIB 001434399 980__ $$aEBOOK 001434399 982__ $$aEbook 001434399 983__ $$aOnline 001434399 994__ $$a92$$bISE