000 02933nam a22004935i 4500
001 978-3-319-18738-9
003 DE-He213
005 20200420220218.0
007 cr nn 008mamaa
008 150613s2015 gw | s |||| 0|eng d
020 _a9783319187389
_9978-3-319-18738-9
024 7 _a10.1007/978-3-319-18738-9
_2doi
050 4 _aTK1-9971
072 7 _aTJK
_2bicssc
072 7 _aTEC041000
_2bisacsh
082 0 4 _a621.382
_223
100 1 _aDuan, Qing.
_eauthor.
245 1 0 _aData-Driven Optimization and Knowledge Discovery for an Enterprise Information System
_h[electronic resource] /
_cby Qing Duan, Krishnendu Chakrabarty, Jun Zeng.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aXII, 160 p. 76 illus., 47 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aIntroduction -- Production Simulation Platform -- Production Workflow Optimizations -- Predictions of Process-Execution Time and Process-Execution Status -- Optimization of Order-Admission Policies -- Conclusion.
520 _aThis book provides a comprehensive set of optimization and prediction techniques for an enterprise information system. Readers with a background in operations research, system engineering, statistics, or data analytics can use this book as a reference to derive insight from data and use this knowledge as guidance for production management. The authors identify the key challenges in enterprise information management and present results that have emerged from leading-edge research in this domain. Coverage includes topics ranging from task scheduling and resource allocation, to workflow optimization, process time and status prediction, order admission policies optimization, and enterprise service-level performance analysis and prediction. With its emphasis on the above topics, this book provides an in-depth look at enterprise information management solutions that are needed for greater automation and reconfigurability-based fault tolerance, as well as to obtain data-driven recommendations for effective decision-making.
650 0 _aEngineering.
650 0 _aInformation storage and retrieval.
650 0 _aElectrical engineering.
650 0 _aElectronic circuits.
650 1 4 _aEngineering.
650 2 4 _aCommunications Engineering, Networks.
650 2 4 _aCircuits and Systems.
650 2 4 _aInformation Storage and Retrieval.
700 1 _aChakrabarty, Krishnendu.
_eauthor.
700 1 _aZeng, Jun.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319187372
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-18738-9
912 _aZDB-2-ENG
942 _cEBK
999 _c51734
_d51734