Processing Distributed Internet of Things Data in Clouds

被引:87
|
作者
Wang, Lizhe [1 ,2 ]
Ranjan, Rajiv [3 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100864, Peoples R China
[2] China Univ Geosci, Sch Comp, Beijing, Peoples R China
[3] CSIRO, Canberra, ACT, Australia
来源
IEEE CLOUD COMPUTING | 2015年 / 2卷 / 01期
关键词
big data; cloud; datacenter; distributed big data; Internet of Things;
D O I
10.1109/MCC.2015.14
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent studies by Cisco and IBM show that we generate 2.5 quintillion bytes of data per day, and this is set to explode to 40 yottabytes by 2020-that's 5,200 gigabytes for every person on earth. 1,2 Much of this data is and will be generated from Internet of Things (IoT) devices and sensors. IoT comprises billions of Internet-connected devices (ICDs) or "things," each of which can sense, communicate, compute, and potentially actuate, and can have intelligence, multimodal interfaces, physical/virtual identities, and attributes. ICDs can be sensors, RFIDs, social media, clickstreams, business transactions, actuators (such as machines/equipment fitted with sensors and deployed for mining, oil exploration, or manufacturing operations), lab instruments (such as a high energy physics synchrotron), and smart consumer appliances (TV, phone, and so on).
引用
收藏
页码:76 / 80
页数:5
相关论文
共 50 条
  • [1] Scheduling of Distributed Applications in HHPCaaS Clouds for Internet of Things
    Deniziak, Stanislaw
    Bak, Slawomir
    [J]. 2020 23RD INTERNATIONAL SYMPOSIUM ON DESIGN AND DIAGNOSTICS OF ELECTRONIC CIRCUITS & SYSTEMS (DDECS 2020), 2020,
  • [2] Distributed Data Fusion for the Internet of Things
    Dautov, Rustem
    Distefano, Salvatore
    [J]. PARALLEL COMPUTING TECHNOLOGIES (PACT 2017), 2017, 10421 : 427 - 432
  • [3] Configurable Distributed Data Management for the Internet of the Things
    Kefalakis, Nikos
    Roukounaki, Aikaterini
    Soldatos, John
    [J]. INFORMATION, 2019, 10 (12)
  • [4] Distributed Message Processing System Based for Internet of Things
    Hao, Hongyu
    Zhang, Jinnan
    Yuan, XueGuang
    Tang, Yu
    Wang, Jinghan
    Zuo, Yong
    Tan, Zebin
    Qiao, Min
    Cao, Yang Hua
    Ai, Lingmei
    Wan, Yihang
    Chen, Hao
    [J]. 2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 1686 - 1690
  • [5] Distributed Fog Computing for Internet of Things (IoT) Based Ambient Data Processing and Analysis
    Ahmed, Mehreen
    Mumtaz, Rafia
    Zaidi, Syed Mohammad Hassan
    Hafeez, Maryam
    Zaidi, Syed Ali Raza
    Ahmad, Muneer
    [J]. ELECTRONICS, 2020, 9 (11) : 1 - 20
  • [6] Potentialities of data processing in internet of things applications
    Cardenas-Rivero, Arturo
    de-la-Paz, Reyneris
    Portal, Jorge
    Duran-Faundez, Cristian
    Santana, Ivan
    [J]. INTERNATIONAL JOURNAL OF EMBEDDED SYSTEMS, 2021, 14 (05) : 486 - 496
  • [7] A Data Processing Algorithm in EPC Internet Of Things
    Zhao, Huiqun
    Huang, Chuancong
    [J]. 2014 INTERNATIONAL CONFERENCE ON CYBER-ENABLED DISTRIBUTED COMPUTING AND KNOWLEDGE DISCOVERY (CYBERC), 2014, : 128 - 131
  • [8] Distributed Data Service for Data Management in Internet of Things Middleware
    Huacarpuma, Ruben Cruz
    de Sousa Junior, Rafael Timoteo
    de Holanda, Maristela Terto
    Albuquerque, Robson de Oliveira
    Garcia Villalba, Luis Javier
    Kim, Tai-Hoon
    [J]. SENSORS, 2017, 17 (05):
  • [9] The applications of machine learning techniques in medical data processing based on distributed computing and the Internet of Things
    Aminizadeh, Sarina
    Heidari, Arash
    Toumaj, Shiva
    Darbandi, Mehdi
    Navimipour, Nima Jafari
    Rezaei, Mahsa
    Talebi, Samira
    Azad, Poupak
    Unal, Mehmet
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2023, 241
  • [10] Beyond Stream Processing - a Distributed Vision Architecture for the Internet of Things
    Corcoran, Peter
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2016,