A Configurable Energy Aware Resource Management Technique for Optimization of Performance and Energy Consumption on Clouds

被引:0
作者
Gregory, Adam [1 ]
Majumdar, Shikharesh [1 ]
机构
[1] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON, Canada
来源
2016 8TH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM 2016) | 2016年
关键词
Resource management on clouds; MapReduce with deadlines; Constraint Programming; Energy management;
D O I
10.1109/CloudCom.2016.38
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on devising a configurable resource management technique for use in clouds for processing batches of MapReduce jobs associated with Service Level Agreements (SLAs). The proposed technique permits cloud service providers to make resource management decisions which consider client quality of service requirements, system performance, and energy consumption which directly affects data center operation costs. This research models the resource management problem as an optimization problem using Constraint Programming (CP). A simulation-based performance analysis that demonstrates the effectiveness of the approach is provided.
引用
收藏
页码:184 / 192
页数:9
相关论文
共 50 条
[31]   Intelligent energy management system of hydrogen based microgrid empowered by AI optimization technique [J].
Qamar, Hafiz Ghulam Murtza ;
Guo, Xiaoqiang ;
Ahmad, Fareed .
RENEWABLE ENERGY, 2024, 237
[32]   Reducing Energy Consumption of Vehicle Air Conditioning System by an Energy Management System [J].
Khayyam, Hamid ;
Kouzani, Abbas Z. ;
Hu, Eric J. .
2009 IEEE INTELLIGENT VEHICLES SYMPOSIUM, VOLS 1 AND 2, 2009, :752-757
[33]   PARAMETER MATCHING AND EQUIVALENT HYDROGEN CONSUMPTION FOR OPTIMIZATION ENERGY MANAGEMENT OF FUEL CELL HYBRID LOCOMOTIVE [J].
Jiang D. ;
Huang H. ;
Li W. ;
Li Y. .
Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2023, 44 (08) :68-76
[34]   A Lyapunov Optimization-Based Energy Management Strategy for Energy Hub With Energy Router [J].
Li, Penghua ;
Sheng, Wanxing ;
Duan, Qing ;
Li, Zhen ;
Zhu, Cunhao ;
Zhang, Xinyu .
IEEE TRANSACTIONS ON SMART GRID, 2020, 11 (06) :4860-4870
[35]   Data Quality and Energy Management Tradeoffs in Sensor Service Clouds [J].
Lawson, Victor ;
Ramaswamy, Lakshmish .
2015 IEEE INTERNATIONAL CONGRESS ON BIG DATA - BIGDATA CONGRESS 2015, 2015, :749-752
[36]   Energy Performance Indicators for Energy Management Systems in Net Zero Energy Buildings [J].
Costa, Elder ;
Silva, Rogerio .
2023 IEEE 2ND INDUSTRIAL ELECTRONICS SOCIETY ANNUAL ON-LINE CONFERENCE, ONCON, 2023,
[37]   Online distributed neurodynamic optimization for energy management of renewable energy grids [J].
Chang, Xinyue ;
Xu, Yinliang ;
Sun, Hongbin .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2021, 130
[38]   Energy Management Optimization in a Battery/Supercapacitor Hybrid Energy Storage System [J].
Choi, Mid-Eum ;
Kim, Seong-Woo ;
Seo, Seung-Woo .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (01) :463-472
[39]   An Optimization Strategy for Energy Management of Multi-Carrier Energy Systems [J].
Cordieri, Silvia Anna ;
Simmini, Francesco .
2024 IEEE INTERNATIONAL HUMANITARIAN TECHNOLOGIES CONFERENCE, IHTC, 2024,
[40]   Research on Energy Management Strategy of Energy Hub With Energy Router Based on Lyapunov Optimization Method [J].
Sheng W. ;
Li P. ;
Duan Q. ;
Li Z. ;
Zhu C. .
Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2019, 39 (21) :6212-6224