Towards Energy-aware Scheduling of Scientific Workflows

被引：2

作者：

Warade, Mehul ^{[1
]}

Schneider, Jean-Guy ^{[1
]}

Lee, Kevin ^{[1
]}

机构：

[1] Deakin Univ, Sch Informat Technol, Geelong, Vic 3220, Australia

来源：

2022 INTERNATIONAL CONFERENCE ON GREEN ENERGY, COMPUTING AND SUSTAINABLE TECHNOLOGY (GECOST) | 2022年

关键词：

Energy-Aware Computing; Scientific workflows; Scheduling; PERFORMANCE;

D O I：

10.1109/GECOST55694.2022.10010634

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Contemporary scientific computation is increasingly structured using scientific workflows that are executed on highly scalable compute clusters. The execution of these workflows is generally geared towards optimizing run-time performance with the energy footprint of the execution being ignored. However, there is evidence that minimizing both execution time as well as energy consumption are not mutually exclusive. The aim of the work presented in this paper is to highlight the benefits of energy-aware scientific workflow execution. In this paper, we propose a set of requirements for an energy-aware scheduling and present an architecture for the implementation of an energy-aware scheduler.

引用

页码：93 / 98

页数：6

共 34 条

[1] A global reference for human genetic variation [J].

Altshuler, David M. ;

Durbin, Richard M. ;

Abecasis, Goncalo R. ;

Bentley, David R. ;

Chakravarti, Aravinda ;

Clark, Andrew G. ;

Donnelly, Peter ;

Eichler, Evan E. ;

Flicek, Paul ;

Gabriel, Stacey B. ;

Gibbs, Richard A. ;

Green, Eric D. ;

Hurles, Matthew E. ;

Knoppers, Bartha M. ;

Korbel, Jan O. ;

Lander, Eric S. ;

Lee, Charles ;

Lehrach, Hans ;

Mardis, Elaine R. ;

Marth, Gabor T. ;

McVean, Gil A. ;

Nickerson, Deborah A. ;

Wang, Jun ;

Wilson, Richard K. ;

Boerwinkle, Eric ;

Doddapaneni, Harsha ;

Han, Yi ;

Korchina, Viktoriya ;

Kovar, Christie ;

Lee, Sandra ;

Muzny, Donna ;

Reid, Jeffrey G. ;

Zhu, Yiming ;

Chang, Yuqi ;

Feng, Qiang ;

Fang, Xiaodong ;

Guo, Xiaosen ;

Jian, Min ;

Jiang, Hui ;

Jin, Xin ;

Lan, Tianming ;

Li, Guoqing ;

Li, Jingxiang ;

Li, Yingrui ;

Liu, Shengmao ;

Liu, Xiao ;

Lu, Yao ;

Ma, Xuedi ;

Tang, Meifang ;

Wang, Bo .

NATURE, 2015, 526 (7571) :68-+

[2]

[Anonymous], 2007, Workflows for e-Science: scientific workflows for grids

[3] Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters [J].

Bader, Jonathan ;

Thamsen, Lauritz ;

Kulagina, Svetlana ;

Will, Jonathan ;

Meyerhenke, Henning ;

Kao, Odej .

2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2021, :65-75

[4] Montage: A grid enabled engine for delivering custom science-grade mosaics on demand [J].

Berriman, GB ;

Deelman, E ;

Good, J ;

Jacob, J ;

Katz, DS ;

Kesselman, C ;

Laity, A ;

Prince, TA ;

Singh, G ;

Su, MH .

OPTIMIZING SCIENTIFIC RETURN FOR ASTRONOMY THROUGH INFORMATION TECHNOLOGIES, 2004, 5493 :221-232

[5] The international Genome sample resource (IGSR): A worldwide collection of genome variation incorporating the 1000 Genomes Project data [J].

Clarke, Laura ;

Fairley, Susan ;

Zheng-Bradley, Xiangqun ;

Streeter, Ian ;

Perry, Emily ;

Lowy, Ernesto ;

Tasse, Anne-Marie ;

Flicek, Paul .

NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) :D854-D859

[6] A Raspberry Pi Cluster Instrumented for Fine-Grained Power Measurement [J].

Cloutier, Michael F. ;

Paradis, Chad ;

Weaver, Vincent M. .

ELECTRONICS, 2016, 5 (04)

[7]

Deelman E., 2005, Scientific Programming, V13, P219

[8]

Giampa S., 2021, WORLD J PEDIATR, V9

[9] Energy-Efficient Dynamic Computation Offloading and Cooperative Task Scheduling in Mobile Cloud Computing [J].

Guo, Songtao ;

Liu, Jiadi ;

Yang, Yuanyuan ;

Xiao, Bin ;

Li, Zhetao .

IEEE TRANSACTIONS ON MOBILE COMPUTING, 2019, 18 (02) :319-333

[10] Joint Computation Offloading and Scheduling Optimization of IoT Applications in Fog Networks [J].

Hazra, Abhishek ;

Adhikari, Mainak ;

Amgoth, Tarachand ;

Srirama, Satish Narayana .

IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2020, 7 (04) :3266-3278

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