LEADER 04450nam 22006975 450 001 9910373904703321 005 20200702122757.0 010 $a3-030-35930-1 024 7 $a10.1007/978-3-030-35930-0 035 $a(CKB)4100000010119209 035 $a(DE-He213)978-3-030-35930-0 035 $a(MiAaPQ)EBC6027157 035 $a(PPN)242848796 035 $a(EXLCZ)994100000010119209 100 $a20200122d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aData Intensive Industrial Asset Management $eIoT-based Algorithms and Implementation /$fby Farhad Balali, Jessie Nouri, Adel Nasiri, Tian Zhao 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (XXI, 236 p. 132 illus., 126 illus. in color.) 311 $a3-030-35929-8 327 $aPrinciples of Internet of Things (IoT) -- Asset Management and Maintenance Policies -- Statistical Data Analysis -- Descriptive, Diagnostics, Predictive, and Prescriptive Analysis -- Fault and Risk Analysis -- Predictive Failure Detection Algorithms -- Smart Device Function and Operation -- Data Driven Approaches -- Parameter Selection and Real Time Monitoring -- Edge and Cloud Computing -- Data Analytics and Visualization -- Artificial Intelligence for Predictive Maintenance -- Implementation Tools -- Case Studies. 330 $aThis book presents a step by step Asset Health Management Optimization Approach Using Internet of Things (IoT). The authors provide a comprehensive study which includes the descriptive, diagnostic, predictive, and prescriptive analysis in detail. The presentation focuses on the challenges of the parameter selection, statistical data analysis, predictive algorithms, big data storage and selection, data pattern recognition, machine learning techniques, asset failure distribution estimation, reliability and availability enhancement, condition based maintenance policy, failure detection, data driven optimization algorithm, and a multi-objective optimization approach, all of which can significantly enhance the reliability and availability of the system. Provides a comprehensive reference, focused on the Asset Health Management Optimization Approach Using Internet of Things (IoT); Describes a data-driven optimization method, which considers the challenges raise by big data analysis; Enables a multi-objective approach, which includes the healthy index, reliability, availability, and cost, with respect to the optimization methods and computational restrictions which can have various applications. 606 $aQuality control 606 $aReliability 606 $aIndustrial safety 606 $aBuildings?Design and construction 606 $aBuilding 606 $aConstruction 606 $aEngineering, Architectural 606 $aStatistics  606 $aQuality Control, Reliability, Safety and Risk$3https://scigraph.springernature.com/ontologies/product-market-codes/T22032 606 $aBuilding Construction and Design$3https://scigraph.springernature.com/ontologies/product-market-codes/T23012 606 $aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/S17020 615 0$aQuality control. 615 0$aReliability. 615 0$aIndustrial safety. 615 0$aBuildings?Design and construction. 615 0$aBuilding. 615 0$aConstruction. 615 0$aEngineering, Architectural. 615 0$aStatistics . 615 14$aQuality Control, Reliability, Safety and Risk. 615 24$aBuilding Construction and Design. 615 24$aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. 676 $a670.427 700 $aBalali$b Farhad$4aut$4http://id.loc.gov/vocabulary/relators/aut$0927219 702 $aNouri$b Jessie$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aNasiri$b Adel$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aZhao$b Tian$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910373904703321 996 $aData Intensive Industrial Asset Management$92083328 997 $aUNINA