A cost-effective cloud computing framework for accelerating multimedia communication simulations

被引:15
|
作者
Angeli, Daniele [1 ]
Masala, Enrico [1 ]
机构
[1] Politecn Torino, Control & Comp Engn Dept, I-10129 Turin, Italy
关键词
Multimedia simulations; Cloud computing; Video communication; Amazon EC2; Cloud cost comparison;
D O I
10.1016/j.jpdc.2012.06.005
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Multimedia communication research and development often requires computationally intensive simulations in order to develop and investigate the performance of new optimization algorithms. Depending on the simulations, they may require even a few days to test an adequate set of conditions due to the complexity of the algorithms. The traditional approach to speed up this type of relatively small simulations, which require several develop-simulate-reconfigure cycles, is indeed to run them in parallel on a few computers and leaving them idle when developing the technique for the next simulation cycle. This work proposes a new cost-effective framework based on cloud computing for accelerating the development process, in which resources are obtained on demand and paid only for their actual usage. Issues are addressed both analytically and practically running actual test cases, i.e., simulations of video communications on a packet lossy network, using a commercial cloud computing service. A software framework has also been developed to simplify the management of the virtual machines in the cloud. Results show that it is economically convenient to use the considered cloud computing service, especially in terms of reduced development time and costs, with respect to a solution using dedicated computers, when the development time is longer than one hour. If more development time is needed between simulations, the economic advantage progressively reduces as the computational complexity of the simulation increases. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:1373 / 1385
页数:13
相关论文
共 50 条
  • [41] Scalable and cost-effective NGS genotyping in the cloud
    Souilmi, Yassine
    Lancaster, Alex K.
    Jung, Jae-Yoon
    Rizzo, Ettore
    Hawkins, Jared B.
    Powles, Ryan
    Amzazi, Saaid
    Ghazal, Hassan
    Tonellato, Peter J.
    Wall, Dennis P.
    BMC MEDICAL GENOMICS, 2015, 8
  • [42] Effeclouds: A cost-effective cloud-of-clouds framework for two-tier storage
    Liu, Mingyu
    Pan, Li
    Liu, Shijun
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2022, 129 : 33 - 49
  • [43] Demonstrating a Pre-Exascale, Cost-Effective Multi-Cloud Environment for Scientific Computing
    Sfiligoi, Igor
    Schultz, David
    Riedel, Benedikt
    Wuerthwein, Frank
    Barnet, Steve
    Brik, Vladimir
    PRACTICE AND EXPERIENCE IN ADVANCED RESEARCH COMPUTING 2020, PEARC 2020, 2020, : 85 - 90
  • [44] Cost-effective clonal selection and AIS-based load balancing in cloud computing environment
    Mosayebi, Melika
    Azmi, Reza
    JOURNAL OF SUPERCOMPUTING, 2024, 80 (16): : 23271 - 23310
  • [45] Cost-effective Communication through Visible Light
    Hamam, H.
    2018 4TH INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2018,
  • [46] Cost-effective remote monitoring and communication system
    Chan, W.L.
    So, Albert T.P.
    Liu, S.K.
    Elevator World, 2000, 48 (09): : 151 - 156
  • [47] A Cost-Effective Framework for Preference Elicitation and Aggregation
    Zhao, Zhibing
    Li, Haoming
    Wang, Junming
    Kephart, Jeffrey O.
    Mattei, Nicholas
    Su, Hui
    Xia, Lirong
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2018, : 446 - 456
  • [48] A Framework For Cost-Effective Scheduling of MapReduce Applications
    Zacheilas, Nikos
    Kalogeraki, Vana
    2015 IEEE INTERNATIONAL CONFERENCE ON AUTONOMIC COMPUTING, 2015, : 147 - 148
  • [49] A flexible framework for cost-effective fire management
    Clarke, Hamish
    Cirulis, Brett
    Borchers-Arriagada, Nicolas
    Storey, Michael
    Ooi, Mark
    Haynes, Katharine
    Bradstock, Ross
    Price, Owen
    Penman, Trent
    GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2023, 82
  • [50] Cost-effective Ethernet Communication for Low Cost Microcontroller Architecture
    Horvat, Goran
    Sostaric, Damir
    Balkic, Zoran
    INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, 2012, 3 (01) : 1 - 8