Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136117146> ?p ?o ?g. }
- W3136117146 endingPage "116798" @default.
- W3136117146 startingPage "116798" @default.
- W3136117146 abstract "This article presents a forecasting model of data center electricity needs based on understanding usage growth and we conclude that this growth is not fully compensated by efficiency gains of data center technological innovations. We predict a combined growth of data center electricity needs of 286 TWh in 2016 until about 321 TWh in 2030, if all currently known growth factors remain the same. We next run simulations for the end of Moore’s law and the growth of industrial Internet of Things (IoT). The end of Moore’s law results in about 658 TWh for 2030 and an increase of the share of global data center electricity consumption from about 1.15% in 2016 to 1.86% in 2030. A rise of the Industrial IoT may result into total energy consumption of about 364 TWh (about 1.03%) in 2030. Moore’s law and IoT combined cause data center energy needs going up to 752 TWh in 2030, and about 2.13% of global electricity available. Our sensitivity analysis reveals that the future impact of the data centers’ electricity consumption is vulnerable to behavioral usage trends, since the 95% confidence interval of [343, 1031] TWh is relatively wide. Our forecasts, however, exclude the energy needs of mobile devices, edge and fog computing. We offer a system dynamic model and simulation input data selected from the existing literature for replicating this study and applying alternative parameters to it. We further suggest multiple research directions on usage impact on data center energy consumption." @default.
- W3136117146 created "2021-03-29" @default.
- W3136117146 creator A5033523521 @default.
- W3136117146 creator A5083866171 @default.
- W3136117146 date "2021-06-01" @default.
- W3136117146 modified "2023-10-14" @default.
- W3136117146 title "Usage impact on data center electricity needs: A system dynamic forecasting model" @default.
- W3136117146 cites W1981463101 @default.
- W3136117146 cites W1990603824 @default.
- W3136117146 cites W2000909178 @default.
- W3136117146 cites W2043002652 @default.
- W3136117146 cites W2059206267 @default.
- W3136117146 cites W2075863084 @default.
- W3136117146 cites W2081233807 @default.
- W3136117146 cites W2084316162 @default.
- W3136117146 cites W2093689060 @default.
- W3136117146 cites W2103972037 @default.
- W3136117146 cites W2104589727 @default.
- W3136117146 cites W2105101597 @default.
- W3136117146 cites W2141271160 @default.
- W3136117146 cites W2284351912 @default.
- W3136117146 cites W2342782995 @default.
- W3136117146 cites W2547576237 @default.
- W3136117146 cites W2592228384 @default.
- W3136117146 cites W2593019179 @default.
- W3136117146 cites W2730079057 @default.
- W3136117146 cites W2740572477 @default.
- W3136117146 cites W2766054868 @default.
- W3136117146 cites W2766386287 @default.
- W3136117146 cites W2782301536 @default.
- W3136117146 cites W2788473793 @default.
- W3136117146 cites W2791152760 @default.
- W3136117146 cites W2791820794 @default.
- W3136117146 cites W2884358933 @default.
- W3136117146 cites W2892174470 @default.
- W3136117146 cites W2899352930 @default.
- W3136117146 cites W2900247821 @default.
- W3136117146 cites W2956157109 @default.
- W3136117146 cites W2969971691 @default.
- W3136117146 cites W2973740234 @default.
- W3136117146 cites W2992077701 @default.
- W3136117146 cites W2999537838 @default.
- W3136117146 cites W3001888582 @default.
- W3136117146 cites W3007855629 @default.
- W3136117146 cites W3025668737 @default.
- W3136117146 cites W3119966799 @default.
- W3136117146 cites W3163667815 @default.
- W3136117146 cites W4212924174 @default.
- W3136117146 cites W4214894150 @default.
- W3136117146 cites W4244590214 @default.
- W3136117146 cites W4246943511 @default.
- W3136117146 cites W4312920248 @default.
- W3136117146 doi "https://doi.org/10.1016/j.apenergy.2021.116798" @default.
- W3136117146 hasPublicationYear "2021" @default.
- W3136117146 type Work @default.
- W3136117146 sameAs 3136117146 @default.
- W3136117146 citedByCount "86" @default.
- W3136117146 countsByYear W31361171462021 @default.
- W3136117146 countsByYear W31361171462022 @default.
- W3136117146 countsByYear W31361171462023 @default.
- W3136117146 crossrefType "journal-article" @default.
- W3136117146 hasAuthorship W3136117146A5033523521 @default.
- W3136117146 hasAuthorship W3136117146A5083866171 @default.
- W3136117146 hasBestOaLocation W31361171461 @default.
- W3136117146 hasConcept C111919701 @default.
- W3136117146 hasConcept C119599485 @default.
- W3136117146 hasConcept C127413603 @default.
- W3136117146 hasConcept C134560507 @default.
- W3136117146 hasConcept C144024400 @default.
- W3136117146 hasConcept C153740404 @default.
- W3136117146 hasConcept C162324750 @default.
- W3136117146 hasConcept C185592680 @default.
- W3136117146 hasConcept C206658404 @default.
- W3136117146 hasConcept C2779463800 @default.
- W3136117146 hasConcept C2780165032 @default.
- W3136117146 hasConcept C30772137 @default.
- W3136117146 hasConcept C36289849 @default.
- W3136117146 hasConcept C41008148 @default.
- W3136117146 hasConcept C8010536 @default.
- W3136117146 hasConceptScore W3136117146C111919701 @default.
- W3136117146 hasConceptScore W3136117146C119599485 @default.
- W3136117146 hasConceptScore W3136117146C127413603 @default.
- W3136117146 hasConceptScore W3136117146C134560507 @default.
- W3136117146 hasConceptScore W3136117146C144024400 @default.
- W3136117146 hasConceptScore W3136117146C153740404 @default.
- W3136117146 hasConceptScore W3136117146C162324750 @default.
- W3136117146 hasConceptScore W3136117146C185592680 @default.
- W3136117146 hasConceptScore W3136117146C206658404 @default.
- W3136117146 hasConceptScore W3136117146C2779463800 @default.
- W3136117146 hasConceptScore W3136117146C2780165032 @default.
- W3136117146 hasConceptScore W3136117146C30772137 @default.
- W3136117146 hasConceptScore W3136117146C36289849 @default.
- W3136117146 hasConceptScore W3136117146C41008148 @default.
- W3136117146 hasConceptScore W3136117146C8010536 @default.
- W3136117146 hasLocation W31361171461 @default.
- W3136117146 hasLocation W31361171462 @default.
- W3136117146 hasOpenAccess W3136117146 @default.
- W3136117146 hasPrimaryLocation W31361171461 @default.