The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, Second edition Synthesis Lectures on Computer Architecture July 2013, 154 pages, ( https://doi.org/10.2200/S00516ED2V01Y201306CAC024 Luiz André Barroso ​‌ Google, Inc. Jimmy Clidaras ​‌ Google, Inc. Urs Hölzle ​‌ Google, Inc. Abstract NOTE ⁃ A New Edition of This Title is Available: The Datacenter as a Computer: Designing Warehouse-Scale Machines, Third Edition As computation continues to move into the cloud, the computing platform of interest no longer resembles a pizza box or a refrigerator, but a warehouse full of computers. These new large datacenters are quite different from traditional hosting facilities of earlier times and cannot be viewed simply as a collection of co-located servers. Large portions of the hardware and software resources in these facilities must work in concert to efficiently deliver good levels of Internet service performance, something that can only be achieved by a holistic approach to their design and deployment. In other words, we must treat the datacenter itself as one massive warehouse-scale computer (WSC). We describe the architecture of WSCs, the main factors influencing their design, operation, and cost structure, and the characteristics of their software base. We hope it will be useful to architects and programmers of today’s WSCs, as well as those of future many-core platforms which may one day implement the equivalent of today’s WSCs on a single board. Notes for the Second Edition After nearly four years of substantial academic and industrial developments in warehouse-scale computing, we are delighted to present our first major update to this lecture. The increased popularity of public clouds has made WSC software techniques relevant to a larger pool of programmers since our first edition. Therefore, we expanded Chapter 2 to reflect our better understanding of WSC software systems and the toolbox of software techniques for WSC programming. In Chapter 3, we added to our coverage of the evolving landscape of wimpy vs. brawny server trade-offs, and we now present an overview of WSC interconnects and storage systems that was promised but lacking in the original edition. Thanks largely to the help of our new co-author, Google Distinguished Engineer Jimmy Clidaras, the material on facility mechanical and power distribution design has been updated and greatly extended (see Chapters 4 and 5). Chapters 6 and 7 have also been revamped significantly. We hope this revised edition continues to meet the needs of educators and professionals in this area. Table of Contents: Acknowledgments / Note to the Reader / Introduction / Workloads and Software Infrastructure / Hardware Building Blocks / Datacenter Basics / Energy and Power Efficiency / Modeling Costs / Dealing with Failures / Closing Remarks / Bibliography / Author Biographies PDF (11607 KB) PDF Plus (5758 KB) Cited by Juan Carlos Salinas-Hilburg , Marina Zapater , José M. Moya , José L. Ayala ​‌ . (2021) Fast energy estimation framework for long-running applications. Future Generation Computer Systems 115, 20-33.

Online publication date: 1-Feb-2021.

Shashank Shekhar , Ajay Chhokra , Hongyang Sun , Aniruddha Gokhale , Abhishek Dubey , Xenofon Koutsoukos , Gabor Karsai ​‌ . (2020) URMILA: Dynamically trading-off fog and edge resources for performance and mobility-aware IoT services. Journal of Systems Architecture 107, 101710.

Online publication date: 1-Aug-2020.

Rolando Brondolin , Marco D. Santambrogio ​‌ . (2020) PRESTO: a latency-aware power-capping orchestrator for cloud-native microservices. 2020 IEEE International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS), 11-20.

Rolando Brondolin , Marco Arnaboldi , Marco D. Santambrogio ​‌ . (2020) Power consumption management under a low-level performance constraint in the Xen hypervisor. ACM SIGBED Review 17:1, 42-48.

Online publication date: 27-Jul-2020.

Nicola Mc Donnell , Enda Howley , Jim Duggan ​‌ . (2020) Dynamic virtual machine consolidation using a multi-agent system to optimise energy efficiency in cloud computing. Future Generation Computer Systems 108, 288-301.

Online publication date: 1-Jul-2020.

Dario Madeo , Somnath Mazumdar , Chiara Mocenni , Roberto Zingone ​‌ . (2020) Evolutionary game for task mapping in resource constrained heterogeneous environments. Future Generation Computer Systems 108, 762-776.

Online publication date: 1-Jul-2020.

R. Rahmani , I. Moser , A.L. Cricenti ​‌ . (2020) Modelling and optimisation of microgrid configuration for green data centres: A metaheuristic approach. Future Generation Computer Systems 108, 742-750.

Online publication date: 1-Jul-2020.

Nuoa Lei , Eric Masanet ​‌ . (2020) Statistical analysis for predicting location-specific data center PUE and its improvement potential. Energy 201, 117556.

Online publication date: 1-Jun-2020.

Mohan Sharma , Ritu Garg ​‌ . (2020) An artificial neural network based approach for energy efficient task scheduling in cloud data centers. Sustainable Computing: Informatics and Systems 26, 100373.

Online publication date: 1-Jun-2020.

Sanjeev Sondur , Kenny Gross , Krishna Kant ​‌ . (2020) Thermo-Mechanical Coupling Induced Performance Degradation in Storage Systems. 2020 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 152-161.

Jianping Zhu , Rui Hou , XiaoFeng Wang , Wenhao Wang , Jiangfeng Cao , Boyan Zhao , Zhongpu Wang , Yuhui Zhang , Jiameng Ying , Lixin Zhang , Dan Meng ​‌ . (2020) Enabling Rack-scale Confidential Computing using Heterogeneous Trusted Execution Environment. 2020 IEEE Symposium on Security and Privacy (SP), 1450-1465.

Jitendra Kumar , Ashutosh Kumar Singh , Anand Mohan ​‌ . (2020) Resource‐efficient load‐balancing framework for cloud data center networks. ETRI Journal 125.

Online publication date: 27-Apr-2020.

Yan Yin , Junmin Wu , Xu Zhou , Lieven Eeckhout , Amer Qouneh , Tao Li , Zhibin Yu ​‌ . (2020) COPA: Highly Cost-Effective Power Back-Up for Green Datacenters. IEEE Transactions on Parallel and Distributed Systems 31:4, 967-980.

Online publication date: 1-Apr-2020.

Leylane Ferreira , Patricia Takako Endo , Daniel Rosendo , Guto Leoni Santos , Demis Gomes , Andre Luis Cavalcanti Moreira , Glauco Estacio Goncalves , Judith Kelner , Djamel Sadok , Amardeep Mehta , Mattias Wildeman ​‌ . (2020) Standardization Efforts for Traditional Data Center Infrastructure Management: The Big Picture. IEEE Engineering Management Review 48:1, 92-103.

Online publication date: 1-Mar-2020.

Hend Gedawy , Khaled A. Harras , Karim Habak , Mounir Hamdi ​‌ . (2020) FemtoClouds Beyond the Edge: The Overlooked Data Centers. IEEE Internet of Things Magazine 3:1, 44-49.

Online publication date: 1-Mar-2020.

Anuja Tayal , Neha Sharma , Neminath Hubballi , Maitreya Natu ​‌ . (2020) Traffic Dynamics-Aware Probe Selection for Fault Detection in Networks. Journal of Network and Systems Management 20.

Online publication date: 6-Feb-2020.

Mohan Sharma , Ritu Garg ​‌ . (2020) HIGA: Harmony-inspired genetic algorithm for rack-aware energy-efficient task scheduling in cloud data centers. Engineering Science and Technology, an International Journal 23:1, 211-224.

Online publication date: 1-Feb-2020.

Sanjeev Sondur , Girisha Shankar , Krishna Kant ​‌ . (2020) CHeSS: A Configuration Health Scoring System and Its Application to Network Devices. 2020 23rd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN), 250-257.

Stefan Petrović , Alessandro Colangelo , Olexandr Balyk , Chiara Delmastro , Maurizio Gargiulo , Mikkel Bosack Simonsen , Kenneth Karlsson ​‌ . (2020) The role of data centres in the future Danish energy system. Energy , 116928.

Online publication date: 1-Jan-2020.

Miguel Peón Quirós , Francky Catthoor , José Manuel Mendías Cuadros ​‌ . 2020. Introduction. Heterogeneous Memory Organizations in Embedded Systems, 1-22.

Haotian Wei , Zongwei Han , Chenguang Bai , Qi Fu , Xinwei Meng ​‌ . 2020. , 321.

Brian Setz , Marco Aiello ​‌ . 2020. Towards Real-Time Monitoring of Data Centers Using Edge Computing. Service-Oriented and Cloud Computing, 141-148.

Minas Spanopoulos-Karalexidis , Christos K. Filelis Papadopoulos , Konstantinos M. Giannoutakis , George A. Gravvanis , Dimitrios Tzovaras , Malika Bendechache , Sergej Svorobej , Patricia Takako Endo , Theo Lynn ​‌ . 2020. Simulating Across the Cloud-to-Edge Continuum. Managing Distributed Cloud Applications and Infrastructure, 93-115.

Stathis Maroulis , Nikos Zacheilas , Vana Kalogeraki ​‌ . (2019) A Holistic Energy-Efficient Real-Time Scheduler for Mixed Stream and Batch Processing Workloads. IEEE Transactions on Parallel and Distributed Systems 30:12, 2624-2635.

Online publication date: 1-Dec-2019.

Soramichi AKIYAMA ​‌ . (2019) A Lightweight Method to Evaluate Effect of Approximate Memory with Hardware Performance Monitors. IEICE Transactions on Information and Systems E102.D:12, 2354-2365.

Online publication date: 1-Dec-2019.

Christos Filelis‐Papadopoulos , Huanhuan Xiong , John Morrison ​‌ . (2019) A scalable and adaptable allocation framework for heterogeneous resources in a large cluster environment. Concurrency and Computation: Practice and Experience 12.

Online publication date: 20-Nov-2019.

Andre Moreira , Daniel Rosendo , Demis Gomes , Guto Leoni Santos , Leylane Silva , Carolina Cani , Judith Kelner , Djamel Sadok , Glauco Gonçalves , Amardeep Mehta , Mattias Wildeman , Patricia Takako Endo ​‌ . (2019) DCAV: A software system to evaluate next‐generation cloud data center availability through a friendly graphical interface. Software: Practice and Experience 49:11, 1573-1599.

Online publication date: 11-Sep-2019.

Puheng Zhang , Xiao Ma , Yanping Xiao , Wenzhuo Li , Chuang Lin ​‌ . (2019) Two-level task scheduling with multi-objectives in geo-distributed and large-scale SaaS cloud. World Wide Web 22:6, 2291-2319.

Online publication date: 10-Apr-2019.

Kaixin Huang , Yijie Mei , Linpeng Huang ​‌ . (2019) Quail: Using NVM Write Monitor to Enable Transparent Wear-Leveling. Journal of Systems Architecture , 101658.

Online publication date: 1-Oct-2019.

Zhi Zhou ​‌ . (2019) GreenEdge: Greening Edge Datacenters with Energy-Harvesting IoT Devices. 2019 IEEE 27th International Conference on Network Protocols (ICNP), 1-6.

Waldon Hendricks ​‌ . (2019) Review of NoSQL Data Stores: Using a reactive three-tier application for software developers to achieve a high availability application design architecture. 2019 Open Innovations (OI), 71-77.

Mehiar Dabbagh , Bechir Hamdaoui , Ammar Rayes , Mohsen Guizani ​‌ . (2019) Shaving Data Center Power Demand Peaks Through Energy Storage and Workload Shifting Control. IEEE Transactions on Cloud Computing 7:4, 1095-1108.

Online publication date: 1-Oct-2019.

Soongeol Kwon , Lewis Ntaimo , Natarajan Gautam ​‌ . (2019) Demand Response in Data Centers: Integration of Server Provisioning and Power Procurement. IEEE Transactions on Smart Grid 10:5, 4928-4938.

Online publication date: 1-Sep-2019.

Christine S. Chan , Alper Sinan Akyurek , Baris Aksanli , Tajana Simunic Rosing ​‌ . (2019) Optimal Performance-Aware Cooling on Enterprise Servers. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 38:9, 1689-1702.

Online publication date: 1-Sep-2019.

Joshua Comden , Tan N. Le , Yue Zhao , Bong Jun Choi , Zhenhua Liu ​‌ . (2019) Geographically Coordinated Primary Frequency Control. IEEE Transactions on Control of Network Systems 6:3, 1246-1255.

Online publication date: 1-Sep-2019.

Francis Laniel , Damien Carver , Julien Sopena , Franck Wajsburt , Jonathan Lejeune , Marc Shapiro ​‌ . (2019) Highlighting the Container Memory Consolidation Problems in Linux. 2019 IEEE 18th International Symposium on Network Computing and Applications (NCA), 1-4.

Jonathan Muraña , Sergio Nesmachnow , Fermín Armenta , Andrei Tchernykh ​‌ . (2019) Characterization, modeling and scheduling of power consumption of scientific computing applications in multicores. Cluster Computing 22:3, 839-859.

Online publication date: 4-Jan-2019.

Tayler Hicklin Hetherington , Maria Lubeznov , Deval Shah , Tor M. Aamodt ​‌ . (2019) EDGE: Event-Driven GPU Execution. 2019 28th International Conference on Parallel Architectures and Compilation Techniques (PACT), 337-353.

Guangwei Wu , Jianer Chen , Jianxin Wang ​‌ . (2019) Improved approximation algorithms for two-stage flowshops scheduling problem. Theoretical Computer Science .

Online publication date: 1-Aug-2019.

Wenrui Yan , Jie Yao , Qiang Cao , Yifan Zhang ​‌ . (2019) LT-TCO: A TCO Calculation Model of Data Centers for Long-Term Data Preservation. 2019 IEEE International Conference on Networking, Architecture and Storage (NAS), 1-8.

Nagma Khattar , Jagpreet Sidhu , Jaiteg Singh ​‌ . (2019) Toward energy-efficient cloud computing: a survey of dynamic power management and heuristics-based optimization techniques. The Journal of Supercomputing 75:8, 4750-4810.

Online publication date: 31-Jan-2019.

Michael S. Northcott ​‌ . 2019. Biofuel Energy, Ancestral Time and the Destruction of Borneo: An Ethical Perspective. In Search of Good Energy Policy, 237-256.

Zhisheng Huo , Minyi Guo , Limin Xiao , Zhenxue He , Xiaoling Rong , Bing Wei ​‌ . (2019) TACD: A throughput allocation method based on variant of Cobb–Douglas for hybrid storage system. Journal of Parallel and Distributed Computing 128, 43-56.

Online publication date: 1-Jun-2019.

Akhan Akbulut , Harry G. Perros ​‌ . (2019) Software Versioning with Microservices through the API Gateway Design Pattern. 2019 9th International Conference on Advanced Computer Information Technologies (ACIT), 289-292.

Jie Sheng , Joseph Amankwah-Amoah , Xiaojun Wang ​‌ . (2019) Technology in the 21st century: New challenges and opportunities. Technological Forecasting and Social Change 143, 321-335.

Online publication date: 1-Jun-2019.

Zacharias Hadjilambrou , Marios Kleanthous , Georgia Antoniou , Antoni Portero , Yiannakis Sazeides ​‌ . (2019) Comprehensive Characterization of an Open Source Document Search Engine. ACM Transactions on Architecture and Code Optimization 16:2, 1-21.

Online publication date: 1-Jun-2019.

Shashank Shckhar , Ajay Chhokra , Hongyang Sun , Aniruddha Gokhale , Abhishek Dubey , Xenofon Koutsoukos ​‌ . (2019) URMILA: A Performance and Mobility-Aware Fog/Edge Resource Management Middleware. 2019 IEEE 22nd International Symposium on Real-Time Distributed Computing (ISORC), 118-125.

Irene Kilanioti , Alejandro Fernández-Montes , Damián Fernández-Cerero , Christos Mettouris , Valentina Nejkovic , Rabih Bashroush , George A. Papadopoulos ​‌ . (2019) A survey on cost-effective context-aware distribution of social data streams over energy-efficient data centres. Simulation Modelling Practice and Theory 93, 42-64.

Online publication date: 1-May-2019.

Tomasz D. Sikora , George D. Magoulas ​‌ . (2019) Neural adaptive admission control framework: SLA-driven action termination for real-time application service management. Enterprise Information Systems 2, 1-41.

Online publication date: 23-Mar-2019.

Sulav Malla , Ken Christensen ​‌ . (2019) A Survey on Power Management Techniques for Oversubscription of Multi-Tenant Data Centers. ACM Computing Surveys 52:1, 1-31.

Online publication date: 28-Feb-2019.

Tilman Wolf , Anna Nagutney , James Griffioen , Kenneth L. Calvert ​‌ . (2019) Enhancing Interdomain Transport via Economic Software-Defined Exchange Points. 2019 International Conference on Computing, Networking and Communications (ICNC), 473-479.

Belen Bermejo , Carlos Juiz , Carlos Guerrero ​‌ . (2019) Virtualization and consolidation: a systematic review of the past 10 years of research on energy and performance. The Journal of Supercomputing 75:2, 808-836.

Online publication date: 20-Sep-2018.

Oleksandr Rolik , Sergii Telenyk , Eduard Zharikov ​‌ . 2019. Management of Services of a Hyperconverged Infrastructure Using the Coordinator. Advances in Computer Science for Engineering and Education, 456-467.

Behrooz Parhami ​‌ . 2019. Energy Implications of Big Data. Encyclopedia of Big Data Technologies, 722-728.

Yong Liang , Mengshi Lu , Zuo-Jun Max Shen , Runyu Tang ​‌ . (2019) Data Center Network Design for Internet-Related Services and Cloud Computing. SSRN Electronic Journal .

Online publication date: 1-Jan-2019.

Haruna Chiroma , Usman Ali Abdullahi , Ibrahim Abaker Targio Hashem , Younes Saadi , Rawaa Dawoud Al-Dabbagh , Muhammad Murtala Ahmad , Gbenga Emmanuel Dada , Sani Danjuma , Jaafar Zubairu Maitama , Adamu Abubakar , Shafi’i Muhammad Abdulhamid ​‌ . 2019. A Theoretical Framework for Big Data Analytics Based on Computational Intelligent Algorithms with the Potential to Reduce Energy Consumption. Advances on Computational Intelligence in Energy, 1-20.

Shouwei Chen , Wensheng Wang , Ivan Rodero ​‌ . (2019) , 937.

Sebastian Thiede , Filz Marc-André , Bastian Thiede , Niels L. Martin , Jakob Zietsch , Christoph Herrmann ​‌ . (2019) Integrative simulation of information flows in manufacturing systems. Procedia CIRP 81, 647-652.

Online publication date: 1-Jan-2019.

Shuang Chen , Christina Delimitrou , José F. Martínez ​‌ . (2019) PARTIES. Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '19, 107-120.

Wenzhi Cui , Daniel Richins , Yuhao Zhu , Vijay Janapa Reddi ​‌ . (2019) Tail latency in node.js: energy efficient turbo boosting for long latency requests in event-driven web services. Proceedings of the 15th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments - VEE 2019, 152-164.

Arman Shehabi , Sarah J Smith , Eric Masanet , Jonathan Koomey ​‌ . (2018) Data center growth in the United States: decoupling the demand for services from electricity use. Environmental Research Letters 13:12, 124030.

Online publication date: 18-Dec-2018.

Jaewon Lee , Changkyu Kim , Kun Lin , Liqun Cheng , Rama Govindaraju , Jangwoo Kim ​‌ . (2018) WSMeter. ACM SIGPLAN Notices 53:2, 549-563.

Online publication date: 30-Nov-2018.

Rong Jin , Jiaojiao Li , Xin Tuo , Weiming Wang , Xiaolin Li ​‌ . (2018) A congestion control method of SDN data center based on reinforcement learning. International Journal of Communication Systems 31:17, e3802.

Online publication date: 14-Sep-2018.

Uras Tos , Riad Mokadem , Abdelkader Hameurlain , Tolga Ayav , Sebnem Bora ​‌ . (2018) Ensuring performance and provider profit through data replication in cloud systems. Cluster Computing 21:3, 1479-1492.

Online publication date: 14-Dec-2017.

Robayet Nasim , Enrica Zola , Andreas J. Kassler ​‌ . (2018) Robust optimization for energy-efficient virtual machine consolidation in modern datacenters. Cluster Computing 21:3, 1681-1709.

Online publication date: 28-Apr-2018.

Chuan Pham , Nguyen H. Tran , Shaolei Ren , Choong Seon Hong , Kim Khoa Nguyen , Mohamed Cheriet ​‌ . (2018) A distributed approach to emergency demand response in geo-distributed mixed-use buildings. Journal of Building Engineering 19, 506-518.

Online publication date: 1-Sep-2018.

Shutong Chen , Zhi Zhou , Fangming Liu , Zongpeng Li , Shaolei Ren ​‌ . (2018) CloudHeat. ACM Transactions on Modeling and Performance Evaluation of Computing Systems 3:3, 1-31.

Online publication date: 8-Aug-2018.

Thilanga Ariyarathna , Nihal Kularatna , D. Alistair Steyn-Ross ​‌ . (2018) Transformer Isolated SCALDO Based High Current DC Power Supply. Applied Mechanics and Materials 884, 122-128.

Online publication date: 1-Aug-2018.

Maria Malik , Setareh Rafatirad , Houman Homayoun ​‌ . (2018) System and Architecture Level Characterization of Big Data Applications on Big and Little Core Server Architectures. ACM Transactions on Modeling and Performance Evaluation of Computing Systems 3:3, 1-32.

Online publication date: 23-Jul-2018.

Amine Barkat , Mohand-Tahar Kechadi , Giacomo Verticale , Ilario Filippini , Antonio Capone ​‌ . (2018) Green Approach for Joint Management of Geo-Distributed Data Centers and Interconnection Networks. Journal of Network and Systems Management 26:3, 723-754.

Online publication date: 14-Nov-2017.

Ozalp Babaoglu , Alina Sirbu ​‌ . (2018) Cognified Distributed Computing. 2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS), 1180-1191.

Yaohui CHANG , Chunhua GU , Fei LUO , Guisheng FAN , Wenhao FU ​‌ . (2018) Energy Efficient Resource Selection and Allocation Strategy for Virtual Machine Consolidation in Cloud Datacenters. IEICE Transactions on Information and Systems E101.D:7, 1816-1827.

Online publication date: 1-Jul-2018.

A. Mamun , A. Sivasubramaniam , H.K. Fathy ​‌ . (2018) Collective learning of lithium-ion aging model parameters for battery health-conscious demand response in datacenters. Energy 154, 80-95.

Online publication date: 1-Jul-2018.

Sagar Karandikar , Howard Mao , Donggyu Kim , David Biancolin , Alon Amid , Dayeol Lee , Nathan Pemberton , Emmanuel Amaro , Colin Schmidt , Aditya Chopra , Qijing Huang , Kyle Kovacs , Borivoje Nikolic , Randy Katz , Jonathan Bachrach , Krste Asanovic ​‌ . (2018) FireSim: FPGA-Accelerated Cycle-Exact Scale-Out System Simulation in the Public Cloud. 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA), 29-42.

Xiang Li , Peter Garraghan , Xiaohong Jiang , Zhaohui Wu , Jie Xu ​‌ . (2018) Holistic Virtual Machine Scheduling in Cloud Datacenters towards Minimizing Total Energy. IEEE Transactions on Parallel and Distributed Systems 29:6, 1317-1331.

Online publication date: 1-Jun-2018.

Cheng Wang , Bhuvan Urgaonkar , George Kesidis , Aayush Gupta , Lydia Y. Chen , Robert Birke ​‌ . (2018) Effective Capacity Modulation as an Explicit Control Knob for Public Cloud Profitability. ACM Transactions on Autonomous and Adaptive Systems 13:1, 1-25.

Online publication date: 21-May-2018.

Marziyeh Bayati ​‌ . (2018) Power Management Policy for Heterogeneous Data Center Based on Histogram and Discrete-Time MDP. Electronic Notes in Theoretical Computer Science 337, 5-22.

Online publication date: 1-May-2018.

Hiroshi Nakao , Yu Yonezawa , Yoshiyasu Nakashima ​‌ . (2018) Recent Trend in Power Electronics for ICT Systems. 2018 International Power Electronics Conference (IPEC-Niigata 2018 -ECCE Asia), 196-200.

Jakub Krzywda , Ahmed Ali-Eldin , Trevor E. Carlson , Per-Olov Östberg , Erik Elmroth ​‌ . (2018) Power-performance tradeoffs in data center servers: DVFS, CPU pinning, horizontal, and vertical scaling. Future Generation Computer Systems 81, 114-128.

Online publication date: 1-Apr-2018.

Tapio Niemi , Jukka K. Nurminen , Juha-Matti Liukkonen , Ari-Pekka Hameri ​‌ . (2018) Towards Green Big Data at CERN. Future Generation Computer Systems 81, 103-113.

Online publication date: 1-Apr-2018.

Mostafa Bastam , Masoud Sabaei , Ruhollah Yousefpour ​‌ . (2018) A scalable traffic engineering technique in an SDN-based data center network. Transactions on Emerging Telecommunications Technologies 29:2, e3268.

Online publication date: 2-Jan-2018.

Christos K. Filelis-Papadopoulos , Konstantinos M. Giannoutakis , George A. Gravvanis , Dimitrios Tzovaras ​‌ . (2018) Large-scale simulation of a self-organizing self-management cloud computing framework. The Journal of Supercomputing 74:2, 530-550.

Online publication date: 13-Sep-2017.

Christos K. Filelis-Papadopoulos , George A. Gravvanis , Panagiotis E. Kyziropoulos ​‌ . (2018) A framework for simulating large scale cloud infrastructures. Future Generation Computer Systems 79, 703-714.

Online publication date: 1-Feb-2018.

Mengshu Sun , Yuankun Xue , Paul Bogdan , Jian Tang , Yanzhi Wang , Xue Lin , Xiaosong Hu ​‌ . (2018) Hierarchical and hybrid energy storage devices in data centers: Architecture, control and provisioning. PLOS ONE 13:1, e0191450.

Online publication date: 19-Jan-2018.

Somnath Mazumdar , Anoop S. Kumar ​‌ . 2018. Forecasting Data Center Resource Usage: An Experimental Comparison with Time-Series Methods. Proceedings of the Eighth International Conference on Soft Computing and Pattern Recognition (SoCPaR 2016), 151-165.

Guofeng Zhang ​‌ . 2018. A Generic Model for the Application of Computer Aided Design in Environmental Art Design. Lecture Notes in Real-Time Intelligent Systems, 271-278.

Leon Stok ​‌ . 2018. EDA3.0: Implications to Logic Synthesis. Advanced Logic Synthesis, 1-20.

Michał Zasadziński , Victor Muntés-Mulero , Marc Solé , David Carrera , Thomas Ludwig ​‌ . 2018. Early Termination of Failed HPC Jobs Through Machine and Deep Learning. Euro-Par 2018: Parallel Processing, 163-177.

Xusheng Zhan , Yungang Bao , Ninghui Sun ​‌ . 2018. DearDRAM: Discard Weak Rows for Reducing DRAM’s Refresh Overhead. Advanced Computer Architecture, 109-124.

G. Fylaktopoulos , M. Skolarikis , I. Papadopoulos , G. Goumas , A. Sotiropoulos , I. Maglogiannis ​‌ . (2018) A distributed modular platform for the development of cloud based applications. Future Generation Computer Systems 78, 127-141.

Online publication date: 1-Jan-2018.

Sebastian Thiede ​‌ . (2018) Environmental Sustainability of Cyber Physical Production Systems. Procedia CIRP 69, 644-649.

Online publication date: 1-Jan-2018.

Mingxi Cheng , Ji Li , Shahin Nazarian ​‌ . (2018) DRL-cloud: Deep reinforcement learning-based resource provisioning and task scheduling for cloud service providers. 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 129-134.

Jaewon Lee , Changkyu Kim , Kun Lin , Liqun Cheng , Rama Govindaraju , Jangwoo Kim ​‌ . (2018) WSMeter. Proceedings of the Twenty-Third International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '18, 549-563.

Behrooz Parhami ​‌ . 2018. Energy Implications of Big Data. Encyclopedia of Big Data Technologies, 1-7.

Maurizio Cavallari , Francesco Tornieri ​‌ . 2018. Information Systems Architecture and Organization in the Era of MicroServices. Network, Smart and Open, 165-177.

Nicola Calabretta , Wang Miao ​‌ . 2018. Optical Switching in Data Centers: Architectures Based on Optical Packet/Burst Switching. Optical Switching in Next Generation Data Centers, 45-69.

Xiao Zhang , Yinrun Lyu , Yanjun Wu , Chen Zhao ​‌ . (2018) MixHeter: A global scheduler for mixed workloads in heterogeneous environments. Journal of Parallel and Distributed Computing 111, 93.

Vilas Sridharan , Sudhanva Gurumurthi ​‌ . 2018. , 243.

Ahmed Faeq Abdulhameed , Rana Ejaz Ahmed ​‌ . (2018) , 1.

Jawad Haj-Yahya , Avi Mendelson , Yosi Ben Asher , Anupam Chattopadhyay ​‌ . 2018. Power Management of Modern Processors. Energy Efficient High Performance Processors, 1-55.

Xiang Li , Xiaohong Jiang , Peter Garraghan , Zhaohui Wu ​‌ . (2018) Holistic energy and failure aware workload scheduling in Cloud datacenters. Future Generation Computer Systems 78, 887-900.

Online publication date: 1-Jan-2018.

Christos K. Filelis-Papadopoulos , Konstantinos M. Giannoutakis , George A. Gravvanis , Charalampos S. Kouzinopoulos , Antonios T. Makaratzis , Dimitrios Tzovaras ​‌ . 2018. Simulating Heterogeneous Clouds at Scale. Heterogeneity, High Performance Computing, Self-Organization and the Cloud, 119-150.

Siddhartha Duggirala ​‌ . 2018. Fog Computing and Virtualization. Design and Use of Virtualization Technology in Cloud Computing, 100-114.

Siddhartha Duggirala ​‌ . 2018. Fog Computing and Virtualization. Handbook of Research on Cloud and Fog Computing Infrastructures for Data Science, 53-67.

Rachid Guerraoui , Alexandre Maurer ​‌ . (2018) The cost of scaling a reliable interconnection topology. IEEE Transactions on Dependable and Secure Computing , 1-1.

Online publication date: 1-Jan-2018.

Rajiv Nishtala , Paul Carpenter , Vinicius Petrucci , Xavier Martorell ​‌ . (2017) The Hipster Approach for Improving Cloud System Efficiency. ACM Transactions on Computer Systems 35:3, 1-28.

Online publication date: 29-Dec-2017.

Yousef Fazea , Mustafa Muwafak Alobaedy , Zeyid T. Ibraheem ​‌ . (2017) Performance of a Direct-Detection Spot Mode Division Multiplexing in Multimode Fiber. Journal of Optical Communications 0:0.

Online publication date: 19-Dec-2017.

Andromachi Hatzieleftheriou , Stergios V. Anastasiadis ​‌ . (2017) Client-Side Journaling for Durable Shared Storage. ACM Transactions on Storage 13:4, 1-34.

Online publication date: 15-Dec-2017.

Chengzhi Lu , Kejiang Ye , Guoyao Xu , Cheng-Zhong Xu , Tongxin Bai ​‌ . (2017) Imbalance in the cloud: An analysis on Alibaba cluster trace. 2017 IEEE International Conference on Big Data (Big Data), 2884-2892.

Joshua Comden , Tan N. Le , Yue Zhao , Bong Jun Choi , Zhenhua Liu ​‌ . (2017) Geographically coordinated frequency control. 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2021-2028.

Theo Lynn , Pierangelo Rosati , Arnaud Lejeune , Vincent Emeakaroha ​‌ . (2017) A Preliminary Review of Enterprise Serverless Cloud Computing (Function-as-a-Service) Platforms. 2017 IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 162-169.

Assylbek Jumagaliyev , Jon Whittle , Yehia Elkhatib ​‌ . (2017) Using DSML for Handling Multi-tenant Evolution in Cloud Applications. 2017 IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 272-279.

Yanchao Lu , Quan Chen , Yao Shen , Minyi Guo ​‌ . (2017) Electro: Toward QoS-Aware Power Management for Latency-Critical Applications. 2017 IEEE International Symposium on Parallel and Distributed Processing with Applications and 2017 IEEE International Conference on Ubiquitous Computing and Communications (ISPA/IUCC), 221-228.

K Hemant Kumar Reddy , Geetika Mudali , Diptendu Sinha Roy ​‌ . (2017) A novel coordinated resource provisioning approach for cooperative cloud market. Journal of Cloud Computing 6:1.

Online publication date: 31-Mar-2017.

Noel Gorelick , Matt Hancher , Mike Dixon , Simon Ilyushchenko , David Thau , Rebecca Moore ​‌ . (2017) Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment 202, 18-27.

Online publication date: 1-Dec-2017.

Yaohui Chang , Chunhua Gu , Fei Luo ​‌ . (2017) Energy efficient virtual machine consolidation in cloud datacenters. 2017 4th International Conference on Systems and Informatics (ICSAI), 401-406.

R. Lin , Krzysztof Szczerba , Erik Agrell , Lena Wosinska , M. Tang , D. Liu , J. Chen ​‌ . (2017) Scalability analysis methodology for passive optical interconnects in data center networks using PAM. Optics Communications 403, 283-289.

Online publication date: 1-Nov-2017.

Sukhan Lee , Yuhwan Ro , Young Hoon Son , Hyunyoon Cho , Nam Sung Kim , Jung Ho Ahn ​‌ . (2017) Understanding power-performance relationship of energy-efficient modern DRAM devices. 2017 IEEE International Symposium on Workload Characterization (IISWC), 110-111.

Deafallah Alsadie , Zahir Tari , Eidah J. Alzahrani , Albert Y. Zomaya ​‌ . (2017) Energy-efficient tailoring of VM size and tasks in cloud data centers. 2017 IEEE 16th International Symposium on Network Computing and Applications (NCA), 1-5.

Elisson Rocha , Patricia Takako Endo , Guto Leoni , Juliao Braga , Theo Lynn ​‌ . (2017) Analyzing the impact of power infrastructure failures on cloud application availability. 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 1746-1751.

Catalin Negru , Mariana Mocanu , Valentin Cristea , Stelios Sotiriadis , Nik Bessis ​‌ . (2017) Analysis of power consumption in heterogeneous virtual machine environments. Soft Computing 21:16, 4531-4542.

Online publication date: 28-Apr-2016.

Huanhuan Xiong , Christos Filelis-Papadopoulos , Dapeng Dong , Gabriel G. Castane , John P. Morrison ​‌ . (2017) Towards a Scalable and Adaptable Resource Allocation Framework in Cloud Environments. 2017 46th International Conference on Parallel Processing Workshops (ICPPW), 137-144.

Kleber Marques Lisboa , Julian Marschewski , Neil Ebejer , Patrick Ruch , Renato Machado Cotta , Bruno Michel , Dimos Poulikakos ​‌ . (2017) Mass transport enhancement in redox flow batteries with corrugated fluidic networks. Journal of Power Sources 359, 322-331.

Online publication date: 1-Aug-2017.

Katja Gilly , Sonja Filiposka , Carlos Juiz ​‌ . (2017) Towards an enhanced VM placement solution for power-aware cloud environments. IEEE EUROCON 2017 -17th International Conference on Smart Technologies, 733-738.

Tianyi Chen , Antonio G. Marques , Georgios B. Giannakis ​‌ . (2017) DGLB: Distributed Stochastic Geographical Load Balancing over Cloud Networks. IEEE Transactions on Parallel and Distributed Systems 28:7, 1866-1880.

Online publication date: 1-Jul-2017.

Olumuyiwa Ibidunmoye , Thijs Metsch , Victor Bayon-Molino , Erik Elmroth ​‌ . (2017) Performance Anomaly Detection Using Datacenter Landscape Graphs. 2017 5th Intl Conf on Applied Computing and Information Technology/4th Intl Conf on Computational Science/Intelligence and Applied Informatics/2nd Intl Conf on Big Data, Cloud Computing, Data Science (ACIT-CSII-BCD), 295-302.

Junjie Xie , Yuhui Deng , Geyong Min , Yongtao Zhou ​‌ . (2017) An Incrementally Scalable and Cost-Efficient Interconnection Structure for Data Centers. IEEE Transactions on Parallel and Distributed Systems 28:6, 1578-1592.

Online publication date: 1-Jun-2017.

Ryan Florin , Syedmeysam Abolghasemi , Aida Ghazi Zadeh , Stephan Olariu ​‌ . 2017. Big Data in the Parking Lot. Big Data Management and Processing, 425-450.

Songping Yu , Nong Xiao , Mingzhu Deng , Fang Liu , Wei Chen ​‌ . (2017) Redesign the Memory Allocator for Non-Volatile Main Memory. ACM Journal on Emerging Technologies in Computing Systems 13:3, 1-26.

Online publication date: 13-May-2017.

Somnath Mazumdar , Marco Pranzo ​‌ . (2017) Power efficient server consolidation for Cloud data center. Future Generation Computer Systems 70, 4-16.

Online publication date: 1-May-2017.

Pietro Ruiu , Claudio Fiandrino , Paolo Giaccone , Andrea Bianco , Dzmitry Kliazovich , Pascal Bouvry ​‌ . (2017) On the Energy-Proportionality of Data Center Networks. IEEE Transactions on Sustainable Computing 2:2, 197-210.

Online publication date: 1-Apr-2017.

Arash Deylamsalehi , Yan Cui , Pegah Afsharlar , Vinod M. Vokkarane ​‌ . (2017) Minimizing Electricity Cost and Emissions in Optical Data Center Networks. Journal of Optical Communications and Networking 9:4, 257.

Online publication date: 23-Mar-2017.

Gustavo A. Chaparro-Baquero , Shi Sha , Soamar Homsi , Wujie Wen , Gang Quan ​‌ . (2017) Processor/memory Co-Scheduling using periodic resource server for real-time systems under peak temperature constraints. 2017 18th International Symposium on Quality Electronic Design (ISQED), 360-366.

Rajiv Nishtala , Paul Carpenter , Vinicius Petrucci , Xavier Martorell ​‌ . (2017) Hipster: Hybrid Task Manager for Latency-Critical Cloud Workloads. 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA), 409-420.

Qiuyun Llull , Songchun Fan , Seyed Majid Zahedi , Benjamin C. Lee ​‌ . (2017) Cooper: Task Colocation with Cooperative Games. 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA), 421-432.

Yuhua Lin , Haiying Shen ​‌ . (2017) CloudFog: Leveraging Fog to Extend Cloud Gaming for Thin-Client MMOG with High Quality of Service. IEEE Transactions on Parallel and Distributed Systems 28:2, 431-445.

Online publication date: 1-Feb-2017.

Seyed Majid Zahedi , Songchun Fan , Matthew Faw , Elijah Cole , Benjamin C. Lee ​‌ . (2017) Computational Sprinting. ACM Transactions on Computer Systems 34:4, 1-26.

Online publication date: 16-Jan-2017.

Sergii Telenyk , Eduard Zharikov , Oleksandr Rolik ​‌ . 2017. Architecture and Conceptual Bases of Cloud IT Infrastructure Management. Advances in Intelligent Systems and Computing, 41-62.

Lihang Gong , Zhenhua Wang , Haopeng Chen , Delin Liu ​‌ . 2017. QoS-Driven Frequency Scaling for Energy Efficiency and Reliability of Static Web Servers in Software-Defined Data Centers. Smart Computing and Communication, 287-296.

Somnath Mazumdar , Alberto Scionti , Anoop S. Kumar ​‌ . 2017. Adaptive Resource Allocation for Load Balancing in Cloud. Cloud Computing, 301-327.

Guangwei Wu , Jianer Chen , Jianxin Wang ​‌ . 2017. On Approximation Algorithms for Two-Stage Scheduling Problems. Frontiers in Algorithmics, 241-253.

Bing Hu , Lin Yao , Yong Chen , Zinxin Sun ​‌ . 2017. Cloud Resource Combinatorial Double Auction Algorithm Based on Genetic Algorithm and Simulated Annealing. Quality, Reliability, Security and Robustness in Heterogeneous Networks, 435-445.

You-Luen Lee , Da-Cheng Juan , Xuan-An Tseng , Yu-Ting Chen , Shih-Chieh Chang ​‌ . 2017. DC-Prophet: Predicting Catastrophic Machine Failures in DataCenters. Machine Learning and Knowledge Discovery in Databases, 64-76.

Songping Yu , Mingzhu Deng , Yuxuan Xing , Nong Xiao , Fang Liu , Wei Chen ​‌ . 2017. Pyramid: Revisiting Memory Extension with Remote Accessible Non-Volatile Main Memory. Security, Privacy, and Anonymity in Computation, Communication, and Storage, 730-743.

Nguyen Quang-Hung , Nguyen Thanh Son , Nam Thoai ​‌ . 2017. Energy-Saving Virtual Machine Scheduling in Cloud Computing with Fixed Interval Constraints. Transactions on Large-Scale Data- and Knowledge-Centered Systems XXXI, 124-145.

Patricia Takako Endo , Glauco Estácio Gonçalves , Daniel Rosendo , Demis Gomes , Guto Leoni Santos , André Luis Cavalcanti Moreira , Judith Kelner , Djamel Sadok , Mozhgan Mahloo ​‌ . 2017. Highly Available Clouds: System Modeling, Evaluations, and Open Challenges. Research Advances in Cloud Computing, 21-53.

Quan Chen , Minyi Guo ​‌ . 2017. QoS-Aware Task Reordering for Accelerators. Task Scheduling for Multi-core and Parallel Architectures, 199-231.

Seyed Ali Miraftabzadeh , Paul Rad , Mo Jamshidi ​‌ . 2017. Distributed Algorithm with Inherent Intelligence for Multi-cloud Resource Provisioning. Intelligent Decision Support Systems for Sustainable Computing, 77-99.

Yahav Biran , Sudeep Pasricha , George Collins , Joel Dubow ​‌ . (2017) Clean Energy Use for Cloud Computing Federation Workloads. Advances in Science, Technology and Engineering Systems Journal 2:6, 1-12.

Online publication date: 1-Aug-2017.

Diego García-Saiz , Marta Zorrilla , José Luis Bosque ​‌ . (2017) A clustering-based knowledge discovery process for data centre infrastructure management. The Journal of Supercomputing 73:1, 215-226.

Online publication date: 16-Mar-2016.

Moein Khazraee , Lu Zhang , Luis Vega , Michael Bedford Taylor ​‌ . (2017) Moonwalk. Proceedings of the Twenty-Second International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '17, 511-526.

Moein Khazraee , Lu Zhang , Luis Vega , Michael Bedford Taylor ​‌ . (2017) Moonwalk. ACM SIGOPS Operating Systems Review 51:2, 511.

Moein Khazraee , Lu Zhang , Luis Vega , Michael Bedford Taylor ​‌ . (2017) Moonwalk. ACM SIGARCH Computer Architecture News 45:1, 511.

Moein Khazraee , Lu Zhang , Luis Vega , Michael Bedford Taylor ​‌ . (2017) Moonwalk. ACM SIGPLAN Notices 52:4, 511.

Sulav Malla , Ken Christensen ​‌ . (2017) , 161.

Guto Leoni Santos , Patricia Takako Endo , Glauco Goncalves , Daniel Rosendo , Demis Gomes , Judith Kelner , Djamel Sadok , Mozhgan Mahloo ​‌ . (2017) , 717.

Mohammad Shahrad , Cristian Klein , Liang Zheng , Mung Chiang , Erik Elmroth , David Wentzlaff ​‌ . (2017) , 52.

George Prekas , Marios Kogias , Edouard Bugnion ​‌ . (2017) , 325.

George Kesidis , Uday V. Shanbhag , Neda Nasiriani , Bhuvan Urgaonkar ​‌ . (2017) , 244.

Kramer Straube , Christopher Nitta , Raj Amirtharajah , Matthew Farrens , Venkatesh Akella ​‌ . (2017) , 649.

Robayet Nasim , Javid Taheri , Andreas J. Kassler ​‌ . (2016) Optimizing Virtual Machine Consolidation in Virtualized Datacenters Using Resource Sensitivity. 2016 IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 168-175.

Anoop S. Kumar , Somnath Mazumdar ​‌ . (2016) Forecasting HPC Workload Using ARMA Models and SSA. 2016 International Conference on Information Technology (ICIT), 294-297.

Bo Yang , Zhiyong Li , Shaomiao Chen , Tao Wang , Keqin Li ​‌ . (2016) Stackelberg Game Approach for Energy-Aware Resource Allocation in Data Centers. IEEE Transactions on Parallel and Distributed Systems 27:12, 3646-3658.

Online publication date: 1-Dec-2016.

Marius Eriksen ​‌ . (2016) Functional at scale. Communications of the ACM 59:12, 50-55.

Online publication date: 1-Dec-2016.

Yahav Biran , Sudeep Pasricha , George Collins , Joel Dubow ​‌ . (2016) Enabling green content distribution network by cloud orchestration. 2016 3rd Smart Cloud Networks & Systems (SCNS), 1-8.

Sandeep R. Agrawal , Christopher M. Dee , Alvin R. Lebeck ​‌ . (2016) Exploiting accelerators for efficient high dimensional similarity search. ACM SIGPLAN Notices 51:8, 1-12.

Online publication date: 9-Nov-2016.

Wojciech Kabaciński , Janusz Kleban , Marek Michalski , Mariusz Żal ​‌ . (2016) Strict-sense nonblocking networks with k degrees of freedom. Optical Switching and Networking 22, 18-25.

Online publication date: 1-Nov-2016.

Ikuo Magaki , Moein Khazraee , Luis Vega Gutierrez , Michael Bedford Taylor ​‌ . (2016) ASIC clouds. ACM SIGARCH Computer Architecture News 44:3, 178-190.

Online publication date: 12-Oct-2016.

Yunqi Zhang , David Meisner , Jason Mars , Lingjia Tang ​‌ . (2016) Treadmill. ACM SIGARCH Computer Architecture News 44:3, 456-468.

Online publication date: 12-Oct-2016.

Hui Dou , Yong Qi , Wei Wei , Houbing Song ​‌ . (2016) A two-time-scale load balancing framework for minimizing electricity bills of Internet Data Centers. Personal and Ubiquitous Computing 20:5, 681-693.

Online publication date: 20-Aug-2016.

Yogesh Sharma , Bahman Javadi , Weisheng Si , Daniel Sun ​‌ . (2016) Reliability and energy efficiency in cloud computing systems: Survey and taxonomy. Journal of Network and Computer Applications 74, 66-85.

Online publication date: 1-Oct-2016.

Jiang Liu , Tao Huang , Yuanming Xin , Jiannan Zhang , F. Richard Yu , Yunjie Liu ​‌ . (2016) VLAN-reusing: A novel solution for efficient network virtualization. Intelligent Automation & Soft Computing 22:4, 543-549.

Online publication date: 7-Mar-2016.

Javier Ortiz , Jorge Londono , Francisco Novillo ​‌ . (2016) Evaluation of performance and scalability of Mininet in scenarios with large data centers. 2016 IEEE Ecuador Technical Chapters Meeting (ETCM), 1-6.

Yisong Chang , Ke Zhang , Sally A. McKee , Lixin Zhang , Mingyu Chen , Liqiang Ren , Zhiwei Xu ​‌ . (2016) Extending On-chip Interconnects for rack-level remote resource access. 2016 IEEE 34th International Conference on Computer Design (ICCD), 56-63.

Icaro Alzuru , Andrea Matsunaga , Mauricio Tsugawa , Jose A. B. Fortes ​‌ . (2016) Cooperative human-machine data extraction from biological collections. 2016 IEEE 12th International Conference on e-Science (e-Science), 41-50.

Linquan Zhang , Shaolei Ren , Chuan Wu , Zongpeng Li ​‌ . (2016) A Truthful Incentive Mechanism for Emergency Demand Response in Geo-Distributed Colocation Data Centers. ACM Transactions on Modeling and Performance Evaluation of Computing Systems 1:4, 1-23.

Online publication date: 21-Sep-2016.

Lavanya Ramapantulu , Dumitrel Loghin , Yong Meng Teo ​‌ . (2016) On Energy Proportionality and Time-Energy Performance of Heterogeneous Clusters. 2016 IEEE International Conference on Cluster Computing (CLUSTER), 221-230.

Diarmuid Grimes , Deepak Mehta , Barry OSullivan , Robert Birke , Lydia Chen , Thomas Scherer , Ignacio Castineiras ​‌ . (2016) Robust Server Consolidation: Coping with Peak Demand Underestimation. 2016 IEEE 24th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS), 271-276.

Robert L. Grossman , Allison Heath , Mark Murphy , Maria Patterson , Walt Wells ​‌ . (2016) A Case for Data Commons: Toward Data Science as a Service. Computing in Science & Engineering 18:5, 10-20.

Online publication date: 1-Sep-2016.

Sergii Telenyk , Eduard Zharikov , Oleksandr Rolik ​‌ . (2016) An approach to software defined cloud infrastructure management. 2016 XIth International Scientific and Technical Conference Computer Sciences and Information Technologies (CSIT), 21-26.

Marcello Pogliani , Gianluca C. Durelli , Antonio Miele , Tobias Becker ​‌ . (2016) Quality of Service Driven Runtime Resource Allocation in Reconfigurable HPC Architectures. 2016 IEEE Intl Conference on Computational Science and Engineering (CSE) and IEEE Intl Conference on Embedded and Ubiquitous Computing (EUC) and 15th Intl Symposium on Distributed Computing and Applications for Business Engineering (DCABES), 16-23.

Alessandro Vittorio Papadopoulos , Cristian Klein , Martina Maggio , Jonas Dürango , Manfred Dellkrantz , Francisco Hernández-Rodriguez , Erik Elmroth , Karl-Erik Årzén ​‌ . (2016) Control-based load-balancing techniques: Analysis and performance evaluation via a randomized optimization approach. Control Engineering Practice 52, 24-34.

Online publication date: 1-Jul-2016.

Daniel Wong ​‌ . (2016) Peak efficiency aware scheduling for highly energy proportional servers. ACM SIGARCH Computer Architecture News 44:3, 481-492.

Online publication date: 18-Jun-2016.

Nikil Dutt , Axel Jantsch , Santanu Sarma ​‌ . (2016) Toward Smart Embedded Systems. ACM Transactions on Embedded Computing Systems 15:2, 1-27.

Online publication date: 7-Jun-2016.

Shuang Chen , Massoud Pedram ​‌ . (2016) Efficient Peak Shaving in a Data Center by Joint Optimization of Task Assignment and Energy Storage Management. 2016 IEEE 9th International Conference on Cloud Computing (CLOUD), 77-83.

Xinyi Li , Yong Qi , Pengfei Chen , Xiaohui Zhang ​‌ . (2016) Optimizing Backup Resources in the Cloud. 2016 IEEE 9th International Conference on Cloud Computing (CLOUD), 790-797.

Ikuo Magaki , Moein Khazraee , Luis Vega Gutierrez , Michael Bedford Taylor ​‌ . (2016) ASIC Clouds: Specializing the Datacenter. 2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture (ISCA), 178-190.

Seyed Ali Miraftabzadeh , Paul Rad , Mo Jamshidi ​‌ . (2016) Efficient distributed algorithm for scheduling workload-aware jobs on multi-clouds. 2016 11th System of Systems Engineering Conference (SoSE), 1-8.

Mehiar Dabbagh , Ammar Rayes , Bechir Hamdaoui , Mohsen Guizani ​‌ . (2016) Peak shaving through optimal energy storage control for data centers. 2016 IEEE International Conference on Communications (ICC), 1-6.

Yiran Zhao , Shen Li , Shaohan Hu , Hongwei Wang , Shuochao Yao , Huajie Shao , Tarek Abdelzaher ​‌ . (2016) An experimental evaluation of datacenter workloads on low-power embedded micro servers. Proceedings of the VLDB Endowment 9:9, 696-707.

Online publication date: 1-May-2016.

Thanos G. Stavropoulos , George Koutitas , Dimitris Vrakas , Efstratios Kontopoulos , Ioannis Vlahavas ​‌ . (2016) A smart university platform for building energy monitoring and savings. Journal of Ambient Intelligence and Smart Environments 8:3, 301-323.

Online publication date: 27-Apr-2016.

Johann Hauswald , Michael A. Laurenzano , Yunqi Zhang , Hailong Yang , Yiping Kang , Cheng Li , Austin Rovinski , Arjun Khurana , Ronald G. Dreslinski , Trevor Mudge , Vinicius Petrucci , Lingjia Tang , Jason Mars ​‌ . (2016) Designing Future Warehouse-Scale Computers for Sirius, an End-to-End Voice and Vision Personal Assistant. ACM Transactions on Computer Systems 34:1, 1-32.

Online publication date: 6-Apr-2016.

Maria Malik , Avesta Sasan , Rajiv Joshi , Setareh Rafatirah , Houman Homayoun ​‌ . (2016) Characterizing Hadoop applications on microservers for performance and energy efficiency optimizations. 2016 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 153-154.

Quan Chen , Hailong Yang , Jason Mars , Lingjia Tang ​‌ . (2016) Baymax. ACM SIGPLAN Notices 51:4, 681-696.

Online publication date: 25-Mar-2016.

Songchun Fan , Seyed Majid Zahedi , Benjamin C. Lee ​‌ . (2016) The Computational Sprinting Game. ACM SIGPLAN Notices 51:4, 561-575.

Online publication date: 25-Mar-2016.

Quan Chen , Hailong Yang , Jason Mars , Lingjia Tang ​‌ . (2016) Baymax. ACM SIGOPS Operating Systems Review 50:2, 681-696.

Online publication date: 25-Mar-2016.

Songchun Fan , Seyed Majid Zahedi , Benjamin C. Lee ​‌ . (2016) The Computational Sprinting Game. ACM SIGOPS Operating Systems Review 50:2, 561-575.

Online publication date: 25-Mar-2016.

Quan Chen , Hailong Yang , Jason Mars , Lingjia Tang ​‌ . (2016) Baymax. ACM SIGARCH Computer Architecture News 44:2, 681-696.

Online publication date: 25-Mar-2016.

Songchun Fan , Seyed Majid Zahedi , Benjamin C. Lee ​‌ . (2016) The Computational Sprinting Game. ACM SIGARCH Computer Architecture News 44:2, 561-575.

Online publication date: 25-Mar-2016.

Hiroshi Nakao , Yu Yonezawa , Yoshiyasu Nakashima , Fujio Kurokawa ​‌ . (2016) RCP evaluation of electrolytic capacitor degradation for SMPS failure prediction. 2016 IEEE Applied Power Electronics Conference and Exposition (APEC), 754-758.

Ji Li , Yanzhi Wang , Xue Lin , Shahin Nazarian , Massoud Pedram ​‌ . (2016) Negotiation-based resource provisioning and task scheduling algorithm for cloud systems. 2016 17th International Symposium on Quality Electronic Design (ISQED), 338-343.

Wei Cui , Hanglong Zhan , Bao Li , Hu Wang , Donggang Cao ​‌ . (2016) Cluster as a Service: A Container Based Cluster Sharing Approach with Multi-user Support. 2016 IEEE Symposium on Service-Oriented System Engineering (SOSE), 111-118.

R. Ranjana , S. Radha , J. Raja ​‌ . (2016) Performance study of resource aware energy efficient VM placement algorithm. 2016 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET), 86-89.

Johann Hauswald , Yiping Kang , Michael A. Laurenzano , Quan Chen , Cheng Li , Trevor Mudge , Ronald G. Dreslinski , Jason Mars , Lingjia Tang ​‌ . (2016) DjiNN and Tonic. ACM SIGARCH Computer Architecture News 43:3S, 27-40.

Online publication date: 4-Jan-2016.

Michael Kamp , Sebastian Bothe , Mario Boley , Michael Mock ​‌ . 2016. Communication-Efficient Distributed Online Learning with Kernels. Machine Learning and Knowledge Discovery in Databases, 805-819.

Puheng Zhang , Chuang Lin , Xiao Ma , Fengyuan Ren , Wenzhuo Li ​‌ . 2016. Monitoring-Based Task Scheduling in Large-Scale SaaS Cloud. Service-Oriented Computing, 140-156.

Santanu Sarma , Tiago Muck , Majid Shoushtari , Abbas BanaiyanMofrad , Nikil Dutt ​‌ . (2016) Cross-layer virtual/physical sensing and actuation for resilient heterogeneous many-core SoCs. 2016 21st Asia and South Pacific Design Automation Conference (ASP-DAC), 395-402.

Sandeep R. Agrawal , Christopher M. Dee , Alvin R. Lebeck ​‌ . (2016) Exploiting accelerators for efficient high dimensional similarity search. Proceedings of the 21st ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming - PPoPP '16, 1-12.

Quan Chen , Hailong Yang , Jason Mars , Lingjia Tang ​‌ . (2016) Baymax. Proceedings of the Twenty-First International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '16, 681-696.

Songchun Fan , Seyed Majid Zahedi , Benjamin C. Lee ​‌ . (2016) The Computational Sprinting Game. Proceedings of the Twenty-First International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '16, 561-575.

Rachid Guerraoui , Anne-Marie Kermarrec , Matej Pavlovic , Dragos-Adrian Seredinschi ​‌ . (2016) Atum. Proceedings of the 17th International Middleware Conference on - Middleware '16, 1-14.

Byoungchan Oh , Nilmini Abeyratne , Jeongseob Ahn , Ronald G. Dreslinski , Trevor Mudge ​‌ . (2016) Enhancing DRAM Self-Refresh for Idle Power Reduction. Proceedings of the 2016 International Symposium on Low Power Electronics and Design - ISLPED '16, 254-259.

Michał Karpowicz , Ewa Niewiadomska-Szynkiewicz , Piotr Arabas , Andrzej Sikora ​‌ . 2016. Energy and Power Efficiency in Cloud. Resource Management for Big Data Platforms, 97-127.

Peter Garraghan , Yaser Al-Anii , Jon Summers , Harvey Thompson , Nik Kapur , Karim Djemame ​‌ . (2016) A unified model for holistic power usage in cloud datacenter servers. Proceedings of the 9th International Conference on Utility and Cloud Computing - UCC '16, 11-19.

C. K. Filelis-Papadopoulos , E. N. G. Grylonakis , P. E. Kyziropoulos , G. A. Gravvanis , J. P. Morrison ​‌ . (2016) Characterization of hardware in self-managing self-organizing Cloud environment. Proceedings of the 20th Pan-Hellenic Conference on Informatics - PCI '16, 1-6.

Muhammad Naeem , Muhammad Fahad , Néjib Moalla , Yacine Ouzrout , Abdelaziz Bouras ​‌ . 2016. Big Data Perspective with Otological Modeling for Long Term Traceability of Cultural Heritage. Product Lifecycle Management in the Era of Internet of Things, 562-571.

Songping Yu , Nong Xiao , Mingzhu Deng , Yuxuan Xing , Fang Liu , Zhiping Cai , Wei Chen ​‌ . (2015) WAlloc: An efficient wear-aware allocator for non-volatile main memory. 2015 IEEE 34th International Performance Computing and Communications Conference (IPCCC), 1-8.

Nguyen Quang-Hung , Nam Thoai ​‌ . (2015) EMinRET: Heuristic for Energy-Aware VM Placement with Fixed Intervals and Non-preemption. 2015 International Conference on Advanced Computing and Applications (ACOMP), 98-105.

Radhika Sukapuram , Gautam Barua ​‌ . (2015) Enhanced algorithms for consistent network updates. 2015 IEEE Conference on Network Function Virtualization and Software Defined Network (NFV-SDN), 184-190.

Cun Ji , Shijun Liu , Chenglei Yang , Lei Wu , Li Pan ​‌ . (2015) IBDP: An Industrial Big Data Ingestion and Analysis Platform and Case Studies. 2015 International Conference on Identification, Information, and Knowledge in the Internet of Things (IIKI), 223-228.

Maurizio Salato , Ugo Ghisla ​‌ . (2015) Optimal power electronic architectures for DC distribution in datacenters. 2015 IEEE First International Conference on DC Microgrids (ICDCM), 245-250.

Johann Hauswald , Michael A. Laurenzano , Yunqi Zhang , Cheng Li , Austin Rovinski , Arjun Khurana , Ronald G. Dreslinski , Trevor Mudge , Vinicius Petrucci , Lingjia Tang , Jason Mars ​‌ . (2015) Sirius. ACM SIGARCH Computer Architecture News 43:1, 223-238.

Online publication date: 29-May-2015.

Johann Hauswald , Michael A. Laurenzano , Yunqi Zhang , Cheng Li , Austin Rovinski , Arjun Khurana , Ronald G. Dreslinski , Trevor Mudge , Vinicius Petrucci , Lingjia Tang , Jason Mars ​‌ . (2015) Sirius. ACM SIGPLAN Notices 50:4, 223-238.

Online publication date: 12-May-2015.

Jiuyue Ma , Haibin Wang , Lixin Zhang , Yungang Bao , Xiufeng Sui , Ninghui Sun , Yupeng Li , Zihao Yu , Bowen Huang , Tianni Xu , Zhicheng Yao , Yun Chen ​‌ . (2015) Supporting Differentiated Services in Computers via Programmable Architecture for Resourcing-on-Demand (PARD). ACM SIGPLAN Notices 50:4, 131-143.

Online publication date: 14-Mar-2015.

Jiuyue Ma , Haibin Wang , Lixin Zhang , Yungang Bao , Xiufeng Sui , Ninghui Sun , Yupeng Li , Zihao Yu , Bowen Huang , Tianni Xu , Zhicheng Yao , Yun Chen ​‌ . (2015) Supporting Differentiated Services in Computers via Programmable Architecture for Resourcing-on-Demand (PARD). ACM SIGARCH Computer Architecture News 43:1, 131-143.

Online publication date: 14-Mar-2015.

Keith Jeferry , George Kousiouris , Dimosthenis Kyriazis , Jörn Altmann , Augusto Ciuffoletti , Ilias Maglogiannis , Paolo Nesi , Bojan Suzic , Zhiming Zhao ​‌ . (2015) Challenges Emerging from Future Cloud Application Scenarios. Procedia Computer Science 68, 227-237.

Online publication date: 1-Jan-2015.

Marco Cupelli , Lisette Cupelli , Antonello Monti ​‌ . (2015) GEYSER. Proceedings of the 2015 ACM Sixth International Conference on Future Energy Systems - e-Energy '15, 259-264.

Pablo Graubner , Patrick Heckmann , Bernd Freisleben ​‌ . 2015. Energy-Efficient Data Processing Through Data Sparsing with Artifacts. High Performance Computing, 307-322.

Christian Stier , Anne Koziolek , Henning Groenda , Ralf Reussner ​‌ . 2015. Model-Based Energy Efficiency Analysis of Software Architectures. Software Architecture, 221-238.

Nguyen Quang-Hung , Nam Thoai ​‌ . 2015. Energy-Efficient VM Scheduling in IaaS Clouds. Future Data and Security Engineering, 198-210.

Abbas Eslami Kiasari , Javier Navaridas , Iain A. Stewart ​‌ . 2015. On Routing Algorithms for the DPillar Data Centre Networks. Algorithms and Architectures for Parallel Processing, 329-343.

Priyabrat Dash , Chris Perkins , Ryan M. Gerdes ​‌ . 2015. Remote Activation of Hardware Trojans via a Covert Temperature Channel. Security and Privacy in Communication Networks, 294-310.

Johann Hauswald , Lingjia Tang , Jason Mars , Michael A. Laurenzano , Yunqi Zhang , Cheng Li , Austin Rovinski , Arjun Khurana , Ronald G. Dreslinski , Trevor Mudge , Vinicius Petrucci ​‌ . (2015) Sirius. Proceedings of the Twentieth International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '15, 223-238.

Johann Hauswald , Yiping Kang , Michael A. Laurenzano , Quan Chen , Cheng Li , Trevor Mudge , Ronald G. Dreslinski , Jason Mars , Lingjia Tang ​‌ . (2015) DjiNN and Tonic. Proceedings of the 42nd Annual International Symposium on Computer Architecture - ISCA '15, 27-40.

Christina Delimitrou , Daniel Sanchez , Christos Kozyrakis ​‌ . (2015) Tarcil. Proceedings of the Sixth ACM Symposium on Cloud Computing - SoCC '15, 97-110.

Ioannis Manousakis , Íñigo Goiri , Sriram Sankar , Thu D. Nguyen , Ricardo Bianchini ​‌ . (2015) CoolProvision. Proceedings of the Sixth ACM Symposium on Cloud Computing - SoCC '15, 356-367.

Peng Wang , Le Cao , Chunbo Lai , Leqi Zou , Guangyu Sun , Jason Cong ​‌ . (2015) InterFS. Proceedings of the 6th Asia-Pacific Workshop on Systems - APSys '15, 1-8.

Panagiota Nikolaou , Yiannakis Sazeides , Lorena Ndreu , Marios Kleanthous ​‌ . (2015) Modeling the implications of DRAM failures and protection techniques on datacenter TCO. Proceedings of the 48th International Symposium on Microarchitecture - MICRO-48, 572-584.

Piyush Kumar Shukla , Gaurav Singh ​‌ . 2015. Reliability, Fault Tolerance, and Quality-of-Service in Cloud Computing. Handbook of Research on Security Considerations in Cloud Computing, 358-370.

Magnus Själander Margaret Martonosi Stefanos Kaxiras Synthesis Lectures on Computer Architecture 9:3, 1-96.

Online publication date: 29-Dec-2014.

. (2014) Power-Efficient Computer Architectures: Recent Advances.:3, 1-96.Online publication date: 29-Dec-2014. Michael A. Laurenzano , Yunqi Zhang , Lingjia Tang , Jason Mars ​‌ . (2014) Protean Code: Achieving Near-Free Online Code Transformations for Warehouse Scale Computers. 2014 47th Annual IEEE/ACM International Symposium on Microarchitecture, 558-570.

Yunqi Zhang , Michael A. Laurenzano , Jason Mars , Lingjia Tang ​‌ . (2014) SMiTe: Precise QoS Prediction on Real-System SMT Processors to Improve Utilization in Warehouse Scale Computers. 2014 47th Annual IEEE/ACM International Symposium on Microarchitecture, 406-418.

Hideaki Hashimoto , Keigo Matsuo , Kazuaki Chikira , Masayuki Nakamura , Joji Urata ​‌ . (2014) Energy-aware resource management of virtual machines under thermal and placement constraints. International Green Computing Conference, 1-7.

Lavanya Ramapantulu , Bogdan Marius Tudor , Dumitrel Loghin , Trang Vu , Yong Meng Teo ​‌ . (2014) Modeling the Energy Efficiency of Heterogeneous Clusters. 2014 43rd International Conference on Parallel Processing, 321-330.

Jorda Polo , Yolanda Becerra , David Carrera , Jordi Torres , Eduard Ayguade , Malgorzata Steinder ​‌ . (2014) Adaptive MapReduce Scheduling in Shared Environments. 2014 14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, 61-70.

Konstantin S. Solnushkin ​‌ . 2014. SADDLE: A Modular Design Automation Framework for Cluster Supercomputers and Data Centres. Supercomputing, 232-244.

Yong Hoon Kang ​‌ . 2014. Foundation of Information Technologies. Semiconductor Technologies in the Era of Electronics, 115-144.

Siddhartha Duggirala ​‌ . Fog Computing and Virtualization. Fog Computing, 208-219.







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