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科技部深耕工業基礎技術專案計畫iot.nctu.edu.tw/wp-content/uploads/產業務聯網基礎技術-資料收集分析平台... ·...

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科技部深耕工業基礎技術專案計畫 產業用物聯網基礎技術: 資料收集分析平台與產業智慧PaaS系統 物聯網基礎建設整合 陳添福、曹孝櫟、施吉昇、黃俊龍、彭文志 李育杰、陳鵬升、林泰吉、林淵翔 交大、台大、中正、台科大
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  • :PaaS

  • 2025IoT

    Source:McKinseyGlobalInstituteanalysis

  • 2025IoTSource:McKinseyGlobalInstituteanalysis

  • 4.0

  • gatewayData flow

    PaaS framework

    Sensor hub

    A:

    B:

    C:

    solution +

  • :PaaS

    CPS

  • PowerSensing

    voltagecurrent

  • ThermalSensing

  • VibrationSensing

    (SensorTag):

    (SensorTag):

    :

    SensorTag

  • Edge Computing Vertical & Horizontal pathHierarchical IoT Containers

    12

    publiccloud

    privatecloud

    Enable distributed intelligence (Swarm) Support seamless analytic computing

    Distributed/coordinated computing Resource monitor and coordinated services Fault-tolerant shared storage

    Shared Storage for IoT big data DDS (Data Distribution Service) Shared file system Interoperable with scalable system

    Linking with HDFS Optimize by SSD storage drivers

  • 25,600 73,728 GB 1074 TB

    14

    IBM Cluster 1350,1350A2007, 25 TF

    2011 TOP 500 42

    2011 Green 500 25

    760 / 3,000 /30 /106Peta1077

    (public cloud)

    2015 Top500 445Green500 297

    Formosa 5 Cluster2012, 90 TFGPU

    Formosa 3 Cluster2011, 9 TF

    ALPS - Acer Cluster2011, 177 TF

  • Braavos

    15

    Braavos 256/320nodesData nodes

    CPUmemory

    16cores64GB

    Namenodes

    CPUmemory

    16cores128GB

    HDFS HDD 1.46PB

    Network Spineandleafarchitecture 40GbESpine&10GbEleaf

    Servicemodels SharedAcademicPlatform DedicatedGovernment

    Platform Security

    CSASTAR,Level2,Gold CloudSecurityAlliance

    BS10012personalinformationmanagement

    10 MapReduce,Hive,Pig,Hbase,Sqoop,

    Rhadoop,Mahout,Oozie,Flume,HDFS,Spark

  • 16

    HDFS, Lustre MapReduce(Batch) pig YARN HiveSQL HBaseNoSQL Storm

    /

    HDFS2(Redundant,ReliableStorage)

    YARN(ClusterResourceManagement)

    INTERACTIVETex

    ONLINEHBase

    STREAMINGStorm

    GRAPHGraph

    INMEMORYSpark

    OTHERex.Pig

    BATCHMapReduce

  • Industrial IoT (IIoT)InfrastructureIoT

    Edge node Sensors

    Preprocessing Time synch

    IoT Gateway Local analytics Swarm

    Computing x n SSD storage

    Analytics + Machine learning Analytic model Domain knowledge

    SVM, deep learning

    private On-premises

    Computing Secure storage

    public Scalable

    computing Hybrid

    platform

  • Data, data, data data data data Results of real data from various

    scenarios IoT analytic and system benchmarking IoT+cloud/analytics vertical

    IoT solutions () , Industrial IoT Service models, and business opportunities and business engagement

    4.0 win-win


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