000 04552nam a22005655i 4500
001 978-3-030-42726-9
003 DE-He213
005 20220801215603.0
007 cr nn 008mamaa
008 200619s2020 sz | s |||| 0|eng d
020 _a9783030427269
_9978-3-030-42726-9
024 7 _a10.1007/978-3-030-42726-9
_2doi
050 4 _aTK5101-5105.9
072 7 _aTJK
_2bicssc
072 7 _aTEC041000
_2bisacsh
072 7 _aTJK
_2thema
082 0 4 _a621.382
_223
245 1 0 _aArtificial Intelligence Techniques for a Scalable Energy Transition
_h[electronic resource] :
_bAdvanced Methods, Digital Technologies, Decision Support Tools, and Applications /
_cedited by Moamar Sayed-Mouchaweh.
250 _a1st ed. 2020.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2020.
300 _aIX, 382 p. 146 illus., 120 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 -- Definition, motivation and impact of digitalization in energy transition -- Definition of a general scheme (layers) of a digitalized system in energy transition -- Challenges of digitalization in energy transition -- Artificial Intelligence for energy transition -- General principals and classification of Artificial Intelligence techniques for energy transition -- Artificial Intelligence for Smart Energy Management -- Smart energy management (intrusive and non-intrusive load monitoring) -- Artificial Intelligence for Cyber Security and Privacy -- Artificial Intelligence for Mobility and Electrical Vehicles -- Mobility and electrical vehicles -- Artificial Intelligence for Micro Grid Operations and Dynamic Pricing Revenue Management -- Micro Grid operations and Dynamic Pricing Revenue Management -- Artificial Intelligence for Renewable Energy Penetration and Demand Side Management -- Renewable Energy Penetration and Demand Side Management -- Emerging Trends, Open problems, and Future Challenges -- Conclusion.
520 _aThis book presents research in artificial techniques using intelligence for energy transition, outlining several applications including production systems, energy production, energy distribution, energy management, renewable energy production, cyber security, industry 4.0 and internet of things etc. The book goes beyond standard application by placing a specific focus on the use of AI techniques to address the challenges related to the different applications and topics of energy transition. The contributions are classified according to the market and actor interactions (service providers, manufacturers, customers, integrators, utilities etc.), to the SG architecture model (physical layer, infrastructure layer, and business layer), to the digital twin of SG (business model, operational model, fault/transient model, and asset model), and to the application domain (demand side management, load monitoring, micro grids, energy consulting (residents, utilities), energy saving, dynamic pricing revenue management and smart meters, etc.). Uses examples and applications to facilitate the understanding of AI techniques for scalable energy transitions Includes examples, problems, and techniques in order to increase transparency and understanding of the methodological concepts Dedicated to researchers, practitioners, and operators working with industrial systems.
650 0 _aTelecommunication.
_910437
650 0 _aComputational intelligence.
_97716
650 0 _aArtificial intelligence.
_93407
650 0 _aData mining.
_93907
650 0 _aQuantitative research.
_94633
650 1 4 _aCommunications Engineering, Networks.
_931570
650 2 4 _aComputational Intelligence.
_97716
650 2 4 _aArtificial Intelligence.
_93407
650 2 4 _aData Mining and Knowledge Discovery.
_945269
650 2 4 _aData Analysis and Big Data.
_945270
700 1 _aSayed-Mouchaweh, Moamar.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_945271
710 2 _aSpringerLink (Online service)
_945272
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030427252
776 0 8 _iPrinted edition:
_z9783030427276
776 0 8 _iPrinted edition:
_z9783030427283
856 4 0 _uhttps://doi.org/10.1007/978-3-030-42726-9
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c77651
_d77651