Online Capacity Provisioning for Energy-Efficient Datacenters

Online Capacity Provisioning for Energy-Efficient Datacenters

Author: Minghua Chen

Publisher: Springer Nature

Published: 2022-10-19

Total Pages: 85

ISBN-13: 303111549X

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This book addresses the urgent issue of massive and inefficient energy consumption by data centers, which have become the largest co-located computing systems in the world and process trillions of megabytes of data every second. Dynamic provisioning algorithms have the potential to be the most viable and convenient of approaches to reducing data center energy consumption by turning off unnecessary servers, but they incur additional costs from being unable to properly predict future workload demands that have only recently been mitigated by advances in machine-learned predictions. This book explores whether it is possible to design effective online dynamic provisioning algorithms that require zero future workload information while still achieving close-to-optimal performance. It also examines whether characterizing the benefits of utilizing the future workload information can then improve the design of online algorithms with predictions in dynamic provisioning. The book specifically develops online dynamic provisioning algorithms with and without the available future workload information. Readers will discover the elegant structure of the online dynamic provisioning problem in a way that reveals the optimal solution through divide-and-conquer tactics. The book teaches readers to exploit this insight by showing the design of two online competitive algorithms with competitive ratios characterized by the normalized size of a look-ahead window in which exact workload prediction is available.


Book Synopsis Online Capacity Provisioning for Energy-Efficient Datacenters by : Minghua Chen

Download or read book Online Capacity Provisioning for Energy-Efficient Datacenters written by Minghua Chen and published by Springer Nature. This book was released on 2022-10-19 with total page 85 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the urgent issue of massive and inefficient energy consumption by data centers, which have become the largest co-located computing systems in the world and process trillions of megabytes of data every second. Dynamic provisioning algorithms have the potential to be the most viable and convenient of approaches to reducing data center energy consumption by turning off unnecessary servers, but they incur additional costs from being unable to properly predict future workload demands that have only recently been mitigated by advances in machine-learned predictions. This book explores whether it is possible to design effective online dynamic provisioning algorithms that require zero future workload information while still achieving close-to-optimal performance. It also examines whether characterizing the benefits of utilizing the future workload information can then improve the design of online algorithms with predictions in dynamic provisioning. The book specifically develops online dynamic provisioning algorithms with and without the available future workload information. Readers will discover the elegant structure of the online dynamic provisioning problem in a way that reveals the optimal solution through divide-and-conquer tactics. The book teaches readers to exploit this insight by showing the design of two online competitive algorithms with competitive ratios characterized by the normalized size of a look-ahead window in which exact workload prediction is available.

Internet Video Data Streaming

Internet Video Data Streaming

Author: Ye Tian

Publisher: Springer

Published: 2017-10-20

Total Pages: 67

ISBN-13: 9811065233

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This book investigates the problem of reducing operating cost for a video streaming content delivery network (CDN), including both the CDN’s energy and traffic costs. It first introduces the key issues and design choices of representative real-world CDNs, and discusses the energy saving techniques for data centers and CDNs. Then, based on a measurement study on a large video streaming CDN, it reveals an inherent conflict between improving a video streaming CDN’s energy efficiency for energy saving, and maintaining the CDN’s ISP-friendly server selection policy. Further, it discusses a cost-aware capacity provisioning algorithm that not only allows the service capacity of a CDN’s server clusters in numerous ISPs to be dynamically planned, but also means that the overall operating cost, including both the energy consumptions and the cross-ISP traffics, can be further optimized. In addition it uses the workload derived from real-world measurement and also implements real values of the actual power and bandwidth prices to evaluate the capacity provisioning algorithm, showing that it can significantly reduce the overall operating cost of a video streaming CDN, and effectively avoid frequent server switches. Lastly, the book outlines a number of potential research directions regarding cost-aware content delivery. The measurement, analysis, and optimization methodologies and results presented in this book are of particular interest to researchers in the Internet and networking area.


Book Synopsis Internet Video Data Streaming by : Ye Tian

Download or read book Internet Video Data Streaming written by Ye Tian and published by Springer. This book was released on 2017-10-20 with total page 67 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book investigates the problem of reducing operating cost for a video streaming content delivery network (CDN), including both the CDN’s energy and traffic costs. It first introduces the key issues and design choices of representative real-world CDNs, and discusses the energy saving techniques for data centers and CDNs. Then, based on a measurement study on a large video streaming CDN, it reveals an inherent conflict between improving a video streaming CDN’s energy efficiency for energy saving, and maintaining the CDN’s ISP-friendly server selection policy. Further, it discusses a cost-aware capacity provisioning algorithm that not only allows the service capacity of a CDN’s server clusters in numerous ISPs to be dynamically planned, but also means that the overall operating cost, including both the energy consumptions and the cross-ISP traffics, can be further optimized. In addition it uses the workload derived from real-world measurement and also implements real values of the actual power and bandwidth prices to evaluate the capacity provisioning algorithm, showing that it can significantly reduce the overall operating cost of a video streaming CDN, and effectively avoid frequent server switches. Lastly, the book outlines a number of potential research directions regarding cost-aware content delivery. The measurement, analysis, and optimization methodologies and results presented in this book are of particular interest to researchers in the Internet and networking area.

Energy-Efficient Computing and Data Centers

Energy-Efficient Computing and Data Centers

Author: Luigi Brochard

Publisher: John Wiley & Sons

Published: 2019-09-11

Total Pages: 244

ISBN-13: 1786301857

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Data centers consume roughly 1% of the total electricity demand, while ICT as a whole consumes around 10%. Demand is growing exponentially and, left unchecked, will grow to an estimated increase of 20% or more by 2030. This book covers the energy consumption and minimization of the different data center components when running real workloads, taking into account the types of instructions executed by the servers. It presents the different air- and liquid-cooled technologies for servers and data centers with some real examples, including waste heat reuse through adsorption chillers, as well as the hardware and software used to measure, model and control energy. It computes and compares the Power Usage Effectiveness and the Total Cost of Ownership of new and existing data centers with different cooling designs, including free cooling and waste heat reuse leading to the Energy Reuse Effectiveness. The book concludes by demonstrating how a well-designed data center reusing waste heat to produce chilled water can reduce energy consumption by roughly 50%, and how renewable energy can be used to create net-zero energy data centers.


Book Synopsis Energy-Efficient Computing and Data Centers by : Luigi Brochard

Download or read book Energy-Efficient Computing and Data Centers written by Luigi Brochard and published by John Wiley & Sons. This book was released on 2019-09-11 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data centers consume roughly 1% of the total electricity demand, while ICT as a whole consumes around 10%. Demand is growing exponentially and, left unchecked, will grow to an estimated increase of 20% or more by 2030. This book covers the energy consumption and minimization of the different data center components when running real workloads, taking into account the types of instructions executed by the servers. It presents the different air- and liquid-cooled technologies for servers and data centers with some real examples, including waste heat reuse through adsorption chillers, as well as the hardware and software used to measure, model and control energy. It computes and compares the Power Usage Effectiveness and the Total Cost of Ownership of new and existing data centers with different cooling designs, including free cooling and waste heat reuse leading to the Energy Reuse Effectiveness. The book concludes by demonstrating how a well-designed data center reusing waste heat to produce chilled water can reduce energy consumption by roughly 50%, and how renewable energy can be used to create net-zero energy data centers.

Advances in Cybernetics, Cognition, and Machine Learning for Communication Technologies

Advances in Cybernetics, Cognition, and Machine Learning for Communication Technologies

Author: Vinit Kumar Gunjan

Publisher: Springer Nature

Published: 2020-04-28

Total Pages: 593

ISBN-13: 9811531250

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This book highlights recent advances in Cybernetics, Machine Learning and Cognitive Science applied to Communications Engineering and Technologies, and presents high-quality research conducted by experts in this area. It provides a valuable reference guide for students, researchers and industry practitioners who want to keep abreast of the latest developments in this dynamic, exciting and interesting research field of communication engineering, driven by next-generation IT-enabled techniques. The book will also benefit practitioners whose work involves the development of communication systems using advanced cybernetics, data processing, swarm intelligence and cyber-physical systems; applied mathematicians; and developers of embedded and real-time systems. Moreover, it shares insights into applying concepts from Machine Learning, Cognitive Science, Cybernetics and other areas of artificial intelligence to wireless and mobile systems, control systems and biomedical engineering.


Book Synopsis Advances in Cybernetics, Cognition, and Machine Learning for Communication Technologies by : Vinit Kumar Gunjan

Download or read book Advances in Cybernetics, Cognition, and Machine Learning for Communication Technologies written by Vinit Kumar Gunjan and published by Springer Nature. This book was released on 2020-04-28 with total page 593 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights recent advances in Cybernetics, Machine Learning and Cognitive Science applied to Communications Engineering and Technologies, and presents high-quality research conducted by experts in this area. It provides a valuable reference guide for students, researchers and industry practitioners who want to keep abreast of the latest developments in this dynamic, exciting and interesting research field of communication engineering, driven by next-generation IT-enabled techniques. The book will also benefit practitioners whose work involves the development of communication systems using advanced cybernetics, data processing, swarm intelligence and cyber-physical systems; applied mathematicians; and developers of embedded and real-time systems. Moreover, it shares insights into applying concepts from Machine Learning, Cognitive Science, Cybernetics and other areas of artificial intelligence to wireless and mobile systems, control systems and biomedical engineering.

Energy-Efficient Data Centers

Energy-Efficient Data Centers

Author: Sonja Klingert

Publisher: Springer

Published: 2014-05-21

Total Pages: 120

ISBN-13: 3642551491

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This book constitutes the thoroughly refereed post-conference proceedings of the Second International Workshop on Energy Efficient Data Centers, E2DC 2013, held in Berkeley, CA, USA, in May 2013; co-located with SIGCOMM e-Energy 2013. The 8 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on energy and workload measurement; energy management; simulators and control.


Book Synopsis Energy-Efficient Data Centers by : Sonja Klingert

Download or read book Energy-Efficient Data Centers written by Sonja Klingert and published by Springer. This book was released on 2014-05-21 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the Second International Workshop on Energy Efficient Data Centers, E2DC 2013, held in Berkeley, CA, USA, in May 2013; co-located with SIGCOMM e-Energy 2013. The 8 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on energy and workload measurement; energy management; simulators and control.

The Emerging Indonesian Data Center Market and Energy Efficiency Opportunities

The Emerging Indonesian Data Center Market and Energy Efficiency Opportunities

Author: Asian Development Bank

Publisher: Asian Development Bank

Published: 2017-04-01

Total Pages: 73

ISBN-13: 9292578006

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Global data center energy use was estimated at 1.1% of total energy use in 2012 and is expected to increase to 2.5% by 2020. Indonesian data centers used an estimated 1.5% of total electricity generating capacity in 2014 and are expected to use between 2.0% and 3.0% by 2017. This report assesses the Indonesian data center industry in terms of energy use, energy saving potential, market trends, growth opportunities, and major challenges. This report shows how Indonesia and other developing countries can attain up to 30% energy savings and improve the effectiveness, sustainability, and global competitiveness of data centers by adopting internationally proven energy efficiency measures.


Book Synopsis The Emerging Indonesian Data Center Market and Energy Efficiency Opportunities by : Asian Development Bank

Download or read book The Emerging Indonesian Data Center Market and Energy Efficiency Opportunities written by Asian Development Bank and published by Asian Development Bank. This book was released on 2017-04-01 with total page 73 pages. Available in PDF, EPUB and Kindle. Book excerpt: Global data center energy use was estimated at 1.1% of total energy use in 2012 and is expected to increase to 2.5% by 2020. Indonesian data centers used an estimated 1.5% of total electricity generating capacity in 2014 and are expected to use between 2.0% and 3.0% by 2017. This report assesses the Indonesian data center industry in terms of energy use, energy saving potential, market trends, growth opportunities, and major challenges. This report shows how Indonesia and other developing countries can attain up to 30% energy savings and improve the effectiveness, sustainability, and global competitiveness of data centers by adopting internationally proven energy efficiency measures.

A Survey on Coordinated Power Management in Multi-Tenant Data Centers

A Survey on Coordinated Power Management in Multi-Tenant Data Centers

Author: Thant Zin Oo

Publisher: Springer

Published: 2017-09-13

Total Pages: 175

ISBN-13: 3319660624

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This book investigates the coordinated power management of multi-tenant data centers that account for a large portion of the data center industry. The authors include discussion of their quick growth and their electricity consumption, which has huge economic and environmental impacts. This book covers the various coordinated management solutions in the existing literature focusing on efficiency, sustainability, and demand response aspects. First, the authors provide a background on the multi-tenant data center covering the stake holders, components, power infrastructure, and energy usage. Then, each power management mechanism is described in terms of motivation, problem formulation, challenges and solution.


Book Synopsis A Survey on Coordinated Power Management in Multi-Tenant Data Centers by : Thant Zin Oo

Download or read book A Survey on Coordinated Power Management in Multi-Tenant Data Centers written by Thant Zin Oo and published by Springer. This book was released on 2017-09-13 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book investigates the coordinated power management of multi-tenant data centers that account for a large portion of the data center industry. The authors include discussion of their quick growth and their electricity consumption, which has huge economic and environmental impacts. This book covers the various coordinated management solutions in the existing literature focusing on efficiency, sustainability, and demand response aspects. First, the authors provide a background on the multi-tenant data center covering the stake holders, components, power infrastructure, and energy usage. Then, each power management mechanism is described in terms of motivation, problem formulation, challenges and solution.

Energy Efficient Data Centers

Energy Efficient Data Centers

Author: Jyrki Huusko

Publisher: Springer

Published: 2012-09-26

Total Pages: 163

ISBN-13: 3642336450

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This book constitutes the thoroughly refereed post-conference proceedings of the First International Workshop on Energy Efficient Data Centers (E2DC 2012) held in Madrid, Spain, in May 2012. The 13 revised full papers presented were carefully selected from 32 submissions. The papers cover topics from information and communication technologies of green data centers to business models and GreenSLA solutions. The first section presents contributions in form of position and short papers, related to various European projects. The other two sections comprise papers with more in-depth technical details. The topics covered include energy-efficient data center management and service delivery as well as energy monitoring and optimization techniques for data centers.


Book Synopsis Energy Efficient Data Centers by : Jyrki Huusko

Download or read book Energy Efficient Data Centers written by Jyrki Huusko and published by Springer. This book was released on 2012-09-26 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the First International Workshop on Energy Efficient Data Centers (E2DC 2012) held in Madrid, Spain, in May 2012. The 13 revised full papers presented were carefully selected from 32 submissions. The papers cover topics from information and communication technologies of green data centers to business models and GreenSLA solutions. The first section presents contributions in form of position and short papers, related to various European projects. The other two sections comprise papers with more in-depth technical details. The topics covered include energy-efficient data center management and service delivery as well as energy monitoring and optimization techniques for data centers.

Sustainable Energy Systems Planning, Integration and Management

Sustainable Energy Systems Planning, Integration and Management

Author: Kim Guldstrand Larsen

Publisher: MDPI

Published: 2020-01-21

Total Pages: 286

ISBN-13: 3039280465

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Energy systems worldwide are undergoing major transformation as a consequence of the transition towards the widespread use of clean and sustainable energy sources. Basically, this involves massive changes in technical and organizational levels together with tremendous technological upgrades in different sectors ranging from energy generation and transmission systems down to distribution systems. These actions generate huge science and engineering challenges and demands for expert knowledge in the field to create solutions for a sustainable energy system that is economically, environmentally, and socially viable while meeting high security requirements. This book covers these promising and dynamic areas of research and development, and presents contributions in sustainable energy systems planning, integration, and management. Moreover, the book elaborates on a variety of topics, ranging from design and planning of small- to large-scale energy systems to the operation and control of energy networks in different sectors, namely electricity, heat, ‎and transport.


Book Synopsis Sustainable Energy Systems Planning, Integration and Management by : Kim Guldstrand Larsen

Download or read book Sustainable Energy Systems Planning, Integration and Management written by Kim Guldstrand Larsen and published by MDPI. This book was released on 2020-01-21 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Energy systems worldwide are undergoing major transformation as a consequence of the transition towards the widespread use of clean and sustainable energy sources. Basically, this involves massive changes in technical and organizational levels together with tremendous technological upgrades in different sectors ranging from energy generation and transmission systems down to distribution systems. These actions generate huge science and engineering challenges and demands for expert knowledge in the field to create solutions for a sustainable energy system that is economically, environmentally, and socially viable while meeting high security requirements. This book covers these promising and dynamic areas of research and development, and presents contributions in sustainable energy systems planning, integration, and management. Moreover, the book elaborates on a variety of topics, ranging from design and planning of small- to large-scale energy systems to the operation and control of energy networks in different sectors, namely electricity, heat, ‎and transport.

Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications

Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications

Author: Kamila, Narendra Kumar

Publisher: IGI Global

Published: 2017-01-05

Total Pages: 430

ISBN-13: 1522520147

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Continuous improvements in data analysis and cloud computing have allowed more opportunities to develop systems with user-focused designs. This not only leads to higher success in day-to-day usage, but it increases the overall probability of technology adoption. Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications is a key resource on the latest innovations in cloud database systems and their impact on the daily lives of people in modern society. Highlighting multidisciplinary studies on information storage and retrieval, big data architectures, and artificial intelligence, this publication is an ideal reference source for academicians, researchers, scientists, advanced level students, technology developers and IT officials.


Book Synopsis Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications by : Kamila, Narendra Kumar

Download or read book Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications written by Kamila, Narendra Kumar and published by IGI Global. This book was released on 2017-01-05 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: Continuous improvements in data analysis and cloud computing have allowed more opportunities to develop systems with user-focused designs. This not only leads to higher success in day-to-day usage, but it increases the overall probability of technology adoption. Advancing Cloud Database Systems and Capacity Planning With Dynamic Applications is a key resource on the latest innovations in cloud database systems and their impact on the daily lives of people in modern society. Highlighting multidisciplinary studies on information storage and retrieval, big data architectures, and artificial intelligence, this publication is an ideal reference source for academicians, researchers, scientists, advanced level students, technology developers and IT officials.