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IGI Global Chapter Energy and Carbon Footprint-Aware Management of Geo-Distributed Cloud Data Centers: A Taxonomy State of the Art and Future Directions 27 -- 46.  Atefeh Khosravi and Rajkumar Buyya. 2017. Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications. IGI Global Chapter Energy and Carbon Footprint-Aware Management of Geo-Distributed Cloud Data Centers: A Taxonomy State of the Art and Future Directions 27 -- 46.","DOI":"10.4018\/978-1-5225-2013-9.ch002"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3208903.3213521"},{"key":"e_1_3_2_1_32_1","volume-title":"Spinning gold from straw - evaluating the flexibility of data centres on power markets. Energy Informatics 3","author":"Klingert Sonja","year":"2020","unstructured":"Sonja Klingert and Sebastian Szilvas . 2020. Spinning gold from straw - evaluating the flexibility of data centres on power markets. Energy Informatics 3 ( 2020 ). Sonja Klingert and Sebastian Szilvas. 2020. Spinning gold from straw - evaluating the flexibility of data centres on power markets. Energy Informatics 3 (2020)."},{"key":"e_1_3_2_1_33_1","volume-title":"Quantification of energy and carbon costs for mining cryptocurrencies. Nature Sustainability 1, 11","author":"Krause Max J","year":"2018","unstructured":"Max J Krause and Thabet Tolaymat . 2018. Quantification of energy and carbon costs for mining cryptocurrencies. Nature Sustainability 1, 11 ( 2018 ). Max J Krause and Thabet Tolaymat. 2018. Quantification of energy and carbon costs for mining cryptocurrencies. Nature Sustainability 1, 11 (2018)."},{"key":"e_1_3_2_1_34_1","volume-title":"Goran Goranovi\u0107, Olivier Corradi, Razgar Ebrahimy, Anna Tveit, and Henrik Madsen.","author":"Leerbeck Kenneth","year":"2020","unstructured":"Kenneth Leerbeck , Peder Bacher , Rune Gr\u00f8nborg Junker , Goran Goranovi\u0107, Olivier Corradi, Razgar Ebrahimy, Anna Tveit, and Henrik Madsen. 2020 . Short-term forecasting of CO2 emission intensity in power grids by machine learning. Applied Energy 277 (2020). Kenneth Leerbeck, Peder Bacher, Rune Gr\u00f8nborg Junker, Goran Goranovi\u0107, Olivier Corradi, Razgar Ebrahimy, Anna Tveit, and Henrik Madsen. 2020. Short-term forecasting of CO2 emission intensity in power grids by machine learning. Applied Energy 277 (2020)."},{"key":"e_1_3_2_1_35_1","volume-title":"2012 39th Annual International Symposium on Computer Architecture (ISCA).","author":"Li C.","unstructured":"C. Li , A. Qouneh , and T. Li . 2012. iSwitch: Coordinating and optimizing renewable energy powered server clusters . In 2012 39th Annual International Symposium on Computer Architecture (ISCA). C. Li, A. Qouneh, and T. Li. 2012. iSwitch: Coordinating and optimizing renewable energy powered server clusters. In 2012 39th Annual International Symposium on Computer Architecture (ISCA)."},{"key":"e_1_3_2_1_36_1","volume-title":"C","author":"Li Jingming","year":"2019","unstructured":"Jingming Li , Nianping Li , Jinqing Peng , Haijiao Cui , and Zhibin Wu. 2019. Energy consumption of cryptocurrency mining: A study of electricity consumption in mining cryptocurrencies. Energy 168 , C ( 2019 ). Jingming Li, Nianping Li, Jinqing Peng, Haijiao Cui, and Zhibin Wu. 2019. Energy consumption of cryptocurrency mining: A study of electricity consumption in mining cryptocurrencies. Energy 168, C (2019)."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2254756.2254779"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/2465529.2465740"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"crossref","unstructured":"Gordon Lowry. 2018. Day-ahead forecasting of grid carbon intensity in support of heating ventilation and air-conditioning plant demand response decision-making to reduce carbon emissions. Building Services Engineering Research and Technology 39 (2018).  Gordon Lowry. 2018. Day-ahead forecasting of grid carbon intensity in support of heating ventilation and air-conditioning plant demand response decision-making to reduce carbon emissions. Building Services Engineering Research and Technology 39 (2018).","DOI":"10.1177\/0143624418774738"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2017.8258257"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"crossref","unstructured":"E. Masanet A. Shehabi Nuoa Lei S. Smith and J. Koomey. 2020. Recalibrating global data center energy-use estimates. Science 367 (2020).  E. Masanet A. Shehabi Nuoa Lei S. Smith and J. Koomey. 2020. Recalibrating global data center energy-use estimates. 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William Moomaw, Peter Burgherr, Garvin Heath, Manfred Lenzen, John Nyboer, and Aviel Verbruggen. 2011. Annex II: Methodology. In IPCC Special Report on Renewable Energy Sources and Climate Change Mitigation."},{"key":"e_1_3_2_1_44_1","volume-title":"Energy efficiency and renewable energy integration in data centres. Strategies and modelling review. Renewable and Sustainable Energy Reviews 42","author":"Or\u00f3 Eduard","year":"2015","unstructured":"Eduard Or\u00f3 , Victor Depoorter , Albert Garcia , and Jaume Salom . 2015. Energy efficiency and renewable energy integration in data centres. Strategies and modelling review. Renewable and Sustainable Energy Reviews 42 ( 2015 ). Eduard Or\u00f3, Victor Depoorter, Albert Garcia, and Jaume Salom. 2015. Energy efficiency and renewable energy integration in data centres. Strategies and modelling review. Renewable and Sustainable Energy Reviews 42 (2015)."},{"key":"e_1_3_2_1_45_1","volume-title":"Our third decade of climate action: Realizing a carbon-free future. Google","author":"Pichai Sundar","year":"2020","unstructured":"Sundar Pichai . 2020. Our third decade of climate action: Realizing a carbon-free future. Google ( 2020 ). https:\/\/blog.google\/outreach-initiatives\/sustainability\/our-third-decade-climate-action-realizing-carbon-free-future (accessed 2021-05-21). Sundar Pichai. 2020. Our third decade of climate action: Realizing a carbon-free future. Google (2020). https:\/\/blog.google\/outreach-initiatives\/sustainability\/our-third-decade-climate-action-realizing-carbon-free-future (accessed 2021-05-21)."},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2019.101579"},{"key":"e_1_3_2_1_47_1","volume-title":"Environmental and Economic Impact of Demand Response Strategies for Energy Flexible Buildings. In 4th Building Simulation and Optimization Conference (BSO","author":"P\u00e9an Thibault","year":"2018","unstructured":"Thibault P\u00e9an , Jaume Salom , and Joana Ortiz . 2018 . Environmental and Economic Impact of Demand Response Strategies for Energy Flexible Buildings. In 4th Building Simulation and Optimization Conference (BSO 2018). Thibault P\u00e9an, Jaume Salom, and Joana Ortiz. 2018. Environmental and Economic Impact of Demand Response Strategies for Energy Flexible Buildings. In 4th Building Simulation and Optimization Conference (BSO 2018)."},{"key":"e_1_3_2_1_48_1","volume-title":"Our data centers now work harder when the sun shines and wind blows. Google","author":"Radovanovic Ana","year":"2020","unstructured":"Ana Radovanovic . 2020. Our data centers now work harder when the sun shines and wind blows. Google ( 2020 ). https:\/\/blog.google\/inside-google\/infrastructure\/data-centers-work-harder-sun-shines-wind-blows (accessed 2021-05-21). Ana Radovanovic. 2020. Our data centers now work harder when the sun shines and wind blows. Google (2020). https:\/\/blog.google\/inside-google\/infrastructure\/data-centers-work-harder-sun-shines-wind-blows (accessed 2021-05-21)."},{"key":"e_1_3_2_1_49_1","volume-title":"Saurav Talukdar, Eric Mullen, Kendal Smith, MariEllen Cottman, and Walfredo Cirne.","author":"Radovanovic Ana","year":"2021","unstructured":"Ana Radovanovic , Ross Koningstein , Ian Schneider , Bokan Chen , Alexandre Duarte , Binz Roy , Diyue Xiao , Maya Haridasan , Patrick Hung , Nick Care , Saurav Talukdar, Eric Mullen, Kendal Smith, MariEllen Cottman, and Walfredo Cirne. 2021 . Carbon-Aware Computing for Datacenters . arXiv:2106.11750 [cs.DC] (2021). Ana Radovanovic, Ross Koningstein, Ian Schneider, Bokan Chen, Alexandre Duarte, Binz Roy, Diyue Xiao, Maya Haridasan, Patrick Hung, Nick Care, Saurav Talukdar, Eric Mullen, Kendal Smith, MariEllen Cottman, and Walfredo Cirne. 2021. Carbon-Aware Computing for Datacenters. arXiv:2106.11750 [cs.DC] (2021)."},{"key":"e_1_3_2_1_50_1","volume-title":"ACM Symposium on Cloud Computing, SOCC '12","author":"Reiss Charles","year":"2012","unstructured":"Charles Reiss , Alexey Tumanov , Gregory R. Ganger , Randy H. Katz , and Michael A. Kozuch . 2012. Heterogeneity and dynamicity of clouds at scale: Google trace analysis . In ACM Symposium on Cloud Computing, SOCC '12 , San Jose, CA, USA, October 14--17 , 2012 . Charles Reiss, Alexey Tumanov, Gregory R. Ganger, Randy H. Katz, and Michael A. Kozuch. 2012. Heterogeneity and dynamicity of clouds at scale: Google trace analysis. In ACM Symposium on Cloud Computing, SOCC '12, San Jose, CA, USA, October 14--17, 2012."},{"key":"e_1_3_2_1_51_1","volume-title":"CO2 and Greenhouse Gas Emissions. Our World in Data","author":"Ritchie Hannah","year":"2020","unstructured":"Hannah Ritchie and Max Roser . 2020. CO2 and Greenhouse Gas Emissions. Our World in Data ( 2020 ). https:\/\/ourworldindata.org\/co2-and-other-greenhouse-gas-emissions (accessed 2021-05-21). Hannah Ritchie and Max Roser. 2020. CO2 and Greenhouse Gas Emissions. Our World in Data (2020). https:\/\/ourworldindata.org\/co2-and-other-greenhouse-gas-emissions (accessed 2021-05-21)."},{"key":"e_1_3_2_1_52_1","volume-title":"Esteban Meneses, Leonardo Bautista-Gomez, and Rosa M. Badia.","author":"Rojas Elvis","year":"2020","unstructured":"Elvis Rojas , Albert Njoroge Kahira , Esteban Meneses, Leonardo Bautista-Gomez, and Rosa M. Badia. 2020 . A Study of Checkpointing in Large Scale Training of Deep Neural Networks. CoRR abs\/2012.00825 (2020). Elvis Rojas, Albert Njoroge Kahira, Esteban Meneses, Leonardo Bautista-Gomez, and Rosa M. Badia. 2020. A Study of Checkpointing in Large Scale Training of Deep Neural Networks. 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Shoreh P. Siano M. Shafie-khah V. Loia and J. Catal\u00e3o. 2016. A survey of industrial applications of Demand Response. Electric Power Systems Research 141 (2016).  M. H. Shoreh P. Siano M. Shafie-khah V. Loia and J. Catal\u00e3o. 2016. A survey of industrial applications of Demand Response. Electric Power Systems Research 141 (2016).","DOI":"10.1016\/j.epsr.2016.07.008"},{"key":"e_1_3_2_1_55_1","volume-title":"Raja Wasim Ahmad, and Kashif Bilal","author":"Shuja Junaid","year":"2016","unstructured":"Junaid Shuja , Abdullah Gani , Shahaboddin Shamshirband , Raja Wasim Ahmad, and Kashif Bilal . 2016 . Sustainable Cloud Data Centers : A survey of enabling techniques and technologies. Renewable and Sustainable Energy Reviews 62 (2016). Junaid Shuja, Abdullah Gani, Shahaboddin Shamshirband, Raja Wasim Ahmad, and Kashif Bilal. 2016. Sustainable Cloud Data Centers: A survey of enabling techniques and technologies. Renewable and Sustainable Energy Reviews 62 (2016)."},{"key":"e_1_3_2_1_56_1","volume-title":"Proceedings ofthe workshop on power aware computing and systems.","author":"Stewart Christopher","year":"2009","unstructured":"Christopher Stewart and Kai Shen . 2009 . Some Joules Are More Precious Than Others: Managing Renewable Energy in the Datacenter . In Proceedings ofthe workshop on power aware computing and systems. Christopher Stewart and Kai Shen. 2009. Some Joules Are More Precious Than Others: Managing Renewable Energy in the Datacenter. In Proceedings ofthe workshop on power aware computing and systems."},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/3342195.3387517"},{"key":"e_1_3_2_1_58_1","volume-title":"Real-time carbon accounting method for the European electricity markets. Energy Strategy Reviews 26","author":"Tranberg Bo","year":"2019","unstructured":"Bo Tranberg , Olivier Corradi , Bruno Lajoie , Thomas Gibon , Iain Staffell , and Gorm Bruun Andresen . 2019. Real-time carbon accounting method for the European electricity markets. Energy Strategy Reviews 26 ( 2019 ). Bo Tranberg, Olivier Corradi, Bruno Lajoie, Thomas Gibon, Iain Staffell, and Gorm Bruun Andresen. 2019. Real-time carbon accounting method for the European electricity markets. Energy Strategy Reviews 26 (2019)."},{"key":"e_1_3_2_1_59_1","volume-title":"A review on energy efficiency and demand response with focus on small and medium data centers. Energy Efficiency 12","author":"Vasques Thiago","year":"2019","unstructured":"Thiago Vasques , Pedro Moura , and Anibal Almeida . 2019. A review on energy efficiency and demand response with focus on small and medium data centers. Energy Efficiency 12 ( 2019 ). Thiago Vasques, Pedro Moura, and Anibal Almeida. 2019. A review on energy efficiency and demand response with focus on small and medium data centers. Energy Efficiency 12 (2019)."},{"key":"e_1_3_2_1_60_1","volume-title":"Energy Flexibility Prediction for Data Center Engagement in Demand Response Programs. Sustainability 12, 4","author":"Vesa Andreea Valeria","year":"2020","unstructured":"Andreea Valeria Vesa , Tudor Cioara , Ionut Anghel , Marcel Antal , Claudia Pop , Bogdan Iancu , Ioan Salomie , and Vasile Teodor Dadarlat . 2020. Energy Flexibility Prediction for Data Center Engagement in Demand Response Programs. Sustainability 12, 4 ( 2020 ). Andreea Valeria Vesa, Tudor Cioara, Ionut Anghel, Marcel Antal, Claudia Pop, Bogdan Iancu, Ioan Salomie, and Vasile Teodor Dadarlat. 2020. Energy Flexibility Prediction for Data Center Engagement in Demand Response Programs. Sustainability 12, 4 (2020)."},{"key":"e_1_3_2_1_61_1","doi-asserted-by":"crossref","unstructured":"P.J.C. Vogler-Finck R. Wisniewski and P. Popovski. 2018. Reducing the carbon footprint of house heating through model predictive control - A simulation study in Danish conditions. Sustainable Cities and Society 42 (2018).  P.J.C. Vogler-Finck R. Wisniewski and P. Popovski. 2018. Reducing the carbon footprint of house heating through model predictive control - A simulation study in Danish conditions. Sustainable Cities and Society 42 (2018).","DOI":"10.1016\/j.scs.2018.07.027"},{"key":"e_1_3_2_1_62_1","volume-title":"International Green Computing Conference.","author":"Wierman A.","unstructured":"A. Wierman , Z. Liu , I. Liu , and H. Mohsenian-Rad . 2014. Opportunities and challenges for data center demand response . In International Green Computing Conference. A. Wierman, Z. Liu, I. Liu, and H. Mohsenian-Rad. 2014. Opportunities and challenges for data center demand response. In International Green Computing Conference."},{"key":"e_1_3_2_1_63_1","volume-title":"LEAF: Simulating Large Energy-Aware Fog Computing Environments. In 2021 IEEE 5th International Conference on Fog and Edge Computing (ICFEC).","author":"Wiesner Philipp","year":"2021","unstructured":"Philipp Wiesner and Lauritz Thamsen . 2021 . LEAF: Simulating Large Energy-Aware Fog Computing Environments. In 2021 IEEE 5th International Conference on Fog and Edge Computing (ICFEC). Philipp Wiesner and Lauritz Thamsen. 2021. LEAF: Simulating Large Energy-Aware Fog Computing Environments. In 2021 IEEE 5th International Conference on Fog and Edge Computing (ICFEC)."},{"key":"e_1_3_2_1_64_1","volume-title":"2012 Proceedings IEEE INFOCOM.","author":"Yao Y.","unstructured":"Y. Yao , L. Huang , A. Sharma , L. Golubchik , and M. Neely . 2012. Data centers power reduction: A two time scale approach for delay tolerant workloads . In 2012 Proceedings IEEE INFOCOM. Y. Yao, L. Huang, A. Sharma, L. Golubchik, and M. Neely. 2012. Data centers power reduction: A two time scale approach for delay tolerant workloads. In 2012 Proceedings IEEE INFOCOM."},{"key":"e_1_3_2_1_65_1","volume-title":"Middleware","author":"Zhang Yanwei","year":"2011","unstructured":"Yanwei Zhang , Yefu Wang , and Xiaorui Wang . 2011. GreenWare: Greening Cloud-Scale Data Centers to Maximize the Use of Renewable Energy . In Middleware 2011 . Yanwei Zhang, Yefu Wang, and Xiaorui Wang. 2011. GreenWare: Greening Cloud-Scale Data Centers to Maximize the Use of Renewable Energy. In Middleware 2011."},{"key":"e_1_3_2_1_66_1","doi-asserted-by":"crossref","unstructured":"Jiajia Zheng A. Chien and S. Suh. 2020. Mitigating Curtailment and Carbon Emissions through Load Migration between Data Centers. Joule 4 (2020).  Jiajia Zheng A. Chien and S. Suh. 2020. Mitigating Curtailment and Carbon Emissions through Load Migration between Data Centers. Joule 4 (2020).","DOI":"10.1016\/j.joule.2020.08.001"},{"key":"e_1_3_2_1_67_1","volume-title":"Carbon-Aware Load Balancing for Geo-distributed Cloud Services. In 2013 IEEE 21st International Symposium on Modelling, Analysis and Simulation of Computer and Telecommunication Systems.","author":"Zhou Zhi","year":"2013","unstructured":"Zhi Zhou , Fangming Liu , Yong Xu , Ruolan Zou , Hong Xu , John C.S. Lui , and Hai Jin . 2013 . Carbon-Aware Load Balancing for Geo-distributed Cloud Services. In 2013 IEEE 21st International Symposium on Modelling, Analysis and Simulation of Computer and Telecommunication Systems. Zhi Zhou, Fangming Liu, Yong Xu, Ruolan Zou, Hong Xu, John C.S. Lui, and Hai Jin. 2013. Carbon-Aware Load Balancing for Geo-distributed Cloud Services. In 2013 IEEE 21st International Symposium on Modelling, Analysis and Simulation of Computer and Telecommunication Systems."},{"key":"e_1_3_2_1_68_1","volume-title":"Matching renewable energy supply and demand in green datacenters. Ad Hoc Networks 25","author":"Goiri \u00cd\u00f1igo","year":"2015","unstructured":"\u00cd\u00f1igo Goiri , Md E. Haque , Kien Le , Ryan Beauchea , Thu D. Nguyen , Jordi Guitart , Jordi Torres , and Ricardo Bianchini . 2015. Matching renewable energy supply and demand in green datacenters. Ad Hoc Networks 25 ( 2015 ). New Research Challenges in Mobile, Opportunistic and Delay-Tolerant Networks Energy-Aware Data Centers : Architecture, Infrastructure, and Communication. \u00cd\u00f1igo Goiri, Md E. Haque, Kien Le, Ryan Beauchea, Thu D. Nguyen, Jordi Guitart, Jordi Torres, and Ricardo Bianchini. 2015. Matching renewable energy supply and demand in green datacenters. Ad Hoc Networks 25 (2015). 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