A Big Data Correlation Orchestrator for Internet of Things

被引:0
|
作者
Mozumdar, Mohammad [1 ]
Shahbazian, Amir [1 ]
Nhat-Quang Ton [1 ]
机构
[1] Calif State Univ Long Beach, Long Beach, CA 90840 USA
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Connecting embedded sensors with cloud infrastructure could open enormous possibility for creating new services which eventually could have unprecedented impact in our way of living. To provide robust and reliable services, embedded sensor generally need to produce significant amount of data which could easily exceed storage capability of micro-servers. To address this problem, in this paper, we present BigCO: a big data correlation orchestrator for internet of things. This orchestrator is implemented in a micro cloud server whose role is to manage centralized as well as distributed wireless sensor nodes. In this paper, we address how multifaceted data could be interrelated and analyzed using 3D modeling and present a streaming compression algorithm (extending Ramer-Douglas-Peucker heuristic). Applying our proposed compression algorithm, we have achieved as high as 99.86% compression of sensor data.
引用
收藏
页码:304 / 308
页数:5
相关论文
共 50 条
  • [1] Big data and the internet of things
    Tom Breur
    [J]. Journal of Marketing Analytics, 2015, 3 (1) : 1 - 4
  • [2] 'BIG DATA', THE 'INTERNET OF THINGS' AND THE 'INTERNET OF SIGNS'
    O'Leary, Daniel E.
    [J]. INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT, 2013, 20 (01): : 53 - 65
  • [3] Big data fusion in Internet of Things
    Yan, Zheng
    Liu, Jun
    Yang, Laurence T.
    Chawla, Nitesh
    [J]. INFORMATION FUSION, 2018, 40 : 32 - +
  • [4] Big Data for Internet of Things: A Survey
    Ge, Mouzhi
    Bangui, Hind
    Buhnova, Barbora
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 87 : 601 - 614
  • [5] Big Sensed Data in the Internet of Things
    Hassanein, Hossam
    [J]. PROCEEDINGS OF 2016 11TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS (ICCES), 2016, : XX - XX
  • [6] INTERNET Of THINGS AND Big DATA - CHALLENGES
    Kaul, Lubhna
    Goudar, R. H.
    [J]. PROCEEDINGS OF 2016 ONLINE INTERNATIONAL CONFERENCE ON GREEN ENGINEERING AND TECHNOLOGIES (IC-GET), 2016,
  • [7] An Architecture to Analyze Big data in the Internet of Things
    Dinl, Sadia
    Ghayvat, Hemant
    Paul, Anand
    Ahmad, Awais
    Rathore, M. Mazhar
    Shafi, Imran
    [J]. 2015 9TH INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY (ICST), 2015, : 677 - 682
  • [8] Challenges of Internet of Things and Big Data Integration
    Alansari, Zainab
    Anuar, Nor Badrul
    Kamsin, Amirrudin
    Soomro, Safeeullah
    Belgaum, Mohammad Riyaz
    Miraz, Mahdi H.
    Alshaer, Jawdat
    [J]. EMERGING TECHNOLOGIES IN COMPUTING, ICETIC 2018, 2018, 200 : 47 - 55
  • [9] Big Data Analysis of Internet of Things System
    Lv, Zhihan
    Singh, Amit Kumar
    [J]. ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2021, 21 (02)
  • [10] A Review on Big Data Analysis and Internet of Things
    Ahsan, Umar
    Bais, Abdul
    [J]. PROCEEDINGS 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON MOBILE AD HOC AND SENSOR SYSTEMS (MASS 2016), 2016, : 325 - 330