Streaming Analytics in Edge-Cloud Environment for Logistics Processes

被引:3
|
作者
von Stietencron, Moritz [1 ]
Lewandowski, Marco [1 ]
Lepenioti, Katerina [2 ]
Bousdekis, Alexandros [2 ]
Hribernik, Karl [1 ]
Apostolou, Dimitris [2 ,3 ]
Mentzas, Gregoris [2 ]
机构
[1] Univ Bremen, BIBA Bremer Inst Prod & Logist GmbH, Bremen, Germany
[2] Natl Tech Univ Athens NTUA, Inst Commun & Comp Syst ICCS, Informat Management Unit IMU, Athens, Greece
[3] Univ Piraeus, Dept Informat, Piraeus, Greece
基金
欧盟地平线“2020”;
关键词
Data analytics; Machine learning; Predictive maintenance; Aviation;
D O I
10.1007/978-3-030-57997-5_29
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The recent advancements in Internet of Things (IoT) technology and the increasing amount of sensing devices that collect and/or generate massive sensor data streams enhances the use of streaming analytics for providing timely and meaningful insights. The current paper proposes a framework for supporting streaming analytics in edge-cloud computational environment for logistics operations in order to maximize the potential value of IoT technology. The proposed framework is demonstrated in a real-life scenario of a large transportation asset in the aviation sector.
引用
收藏
页码:245 / 253
页数:9
相关论文
共 50 条
  • [21] Edge-Cloud Computing for Internet of Things Data Analytics: Embedding Intelligence in the Edge With Deep Learning
    Ghosh, Ananda Mohon
    Grolinger, Katarina
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (03) : 2191 - 2200
  • [22] Investigating and Modelling of Task Offloading Latency in Edge-Cloud Environment
    Almutairi, Jaber
    Aldossary, Mohammad
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 68 (03): : 4143 - 4160
  • [23] A metaheuristic-based computation offloading in edge-cloud environment
    Shahidinejad, Ali
    Ghobaei-Arani, Mostafa
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 13 (5) : 2785 - 2794
  • [24] A security event description of intelligent applications in edge-cloud environment
    Li, Qianmu
    Yin, Xiaochun
    Meng, Shunmei
    Liu, Yaozong
    Ying, Zijian
    JOURNAL OF CLOUD COMPUTING-ADVANCES SYSTEMS AND APPLICATIONS, 2020, 9 (01):
  • [25] A metaheuristic-based computation offloading in edge-cloud environment
    Ali Shahidinejad
    Mostafa Ghobaei-Arani
    Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 2785 - 2794
  • [26] Energy-Efficient Scheduling of Moldable Streaming Computations for the Edge-Cloud Continuum
    Khosravi, Sajad
    Kessler, Christoph
    Litzinger, Sebastian
    Keller, Joerg
    2024 9TH INTERNATIONAL CONFERENCE ON FOG AND MOBILE EDGE COMPUTING, FMEC 2024, 2024, : 268 - 276
  • [27] A security event description of intelligent applications in edge-cloud environment
    Qianmu Li
    Xiaochun Yin
    Shunmei Meng
    Yaozong Liu
    Zijian Ying
    Journal of Cloud Computing, 9
  • [28] Resource Management and Task Offloading Issues in the Edge-Cloud Environment
    Almutairi, Jaber
    Aldossary, Mohammad
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2021, 30 (01): : 129 - 145
  • [29] Learning to Optimize Workflow Scheduling for an Edge-Cloud Computing Environment
    Zhu, Kaige
    Zhang, Zhenjiang
    Zeadally, Sherali
    Sun, Feng
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2024, 12 (03) : 897 - 912
  • [30] Towards Edge-Cloud Computing
    Tianfield, Huaglory
    2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2018, : 4883 - 4885