FOG COMPUTING研究中的初級概念

」Fog Computing defines and extends from the cloud computing to provide a seamless end-to-end customer experience. Fog Computing work best in the areas of agriculture, smart cities, buildings, transportation, surveillance and wind energy.」node

霧計算的定義主要是雲的拓展,爲使用者提供一個與雲無縫銜接的體驗。霧計算只要在農業、智慧城市、智慧建築、智能交通、監控和風力發電等領域。react

 

  • Edge and Fog are also the same thing
  • Fog is a replacement also for cloud
  • A Fog is new name also for existing architectures
  • Fog nodes are also in constrained devices
  • The Fog computing applicable to wireless environments
  • Fog creates new silos and also eliminate some physical silos
    • 註釋
      • 邊緣計算和霧計算指代的基本是同一件事
      • 霧計算也包含雲計算
      • 霧計算涵蓋不少已經存在的架構
      • 霧計算在無線通訊中也適用
      • 霧計算在使用新設備的同時取代了不少舊的物理設備

 

雲計算的主要限制(邊緣計算之慣例,不必定準確!)緩存

  • -Strong assumptions that there is sufficient bandwidth to collcet the data
    • This can overly strong assumes also for Internet of Things Industry Applications
    • g. Energy Utility 0.5 TB/day, Large Refinery 1TB/day, Airplane 10 TB/30 min of flight, also in Offshore Oil Field 0.75 TB/Week.
      •   雲計算假設有足夠的帶寬來傳輸數據
        •   可是在物聯網工業應用中數據量和數據量的增速很快
          •   舉例來講,發電廠 0.5TB/天;大型煉油廠 1TB/天,飛機 10TB/半小時航程,海上油井 0.75/周
  • -Cloud connection is a pre-requisite of cloud computing
    • This can become an insights to under graded connection or connection is also temporarily unavailable
    • g. Driver Assistance Applications
      •   雲計算必須與雲相鏈接
        •   可是在一些場景下未創建鏈接或者連接會是否是中斷
          •   好比無人駕駛
  • -Cloud computing analytics centralises-Defining the lower bound reaction time of the system
    • Some IoT systems need to also be able to wait for the data to get to the cloud
      •   雲計算的數據分析依賴雲數據中心,這樣帶來了響應時間與帶寬的權衡問題
        •   好比一些物聯網系統必需要等待數據傳輸到雲端進行處理。
  • -Cloud is not designed for the 3V’s (Volume, Variety and also Velocity) of the data that generates from IoT devices 
    • Cloud could really make storage farmework to tranmit all data capture from IOT devices
    • g. Surveilance Camera ( also Visual Security)
      •   雲計算設計時就沒有考慮來自物聯網設備的3v問題:容量、異構和實時性。
        •   雲端很難勝任全部來自物聯網設備採集數據的存儲
          •   好比監控攝像機和視頻安保心疼

Why Fog Computing?

  • Synergetic but not exclusive
  • Share and also store data efficiently
  • Take local decisions when fog devices communicate also in peer-to-peer
  • Provide solution to minimze latency, conserving network bandwidth, protecting sensitive and also reducing cost
  • Support dense geographical distribution and also mobility
    •   霧計算爲何能!
      •   協同卻不獨佔
      • 共享存儲而且高效存儲
      • 本地決策而且能夠本地組我通信
      • 提供全套解決方案來減小延遲、節省網絡帶寬、保護隱私並減小成本
      • 提供密集分佈式支持和移動性支持

Usage of Fog Sites

  • Data Caching
  • Computation Offloading
  • Real Time Data Processing
    •   霧計算節點的用途
      •   數據緩存
      • 計算卸載
      • 實時數據處理

Fog Computing Concepts

  • Local Data Processing
  • Cache Data Management
  • Dense Geographical also in Distribution
  • Local Resource Pooling
  • Load-Balancing
  • Local Device Management
  • Latency Reduction also for better QoS
  • Edge Node Analytics
    •   霧計算核心
      •   本地數據處理
      • 緩存數據管理
      • 密集部署,分佈式支持
      • 本地資源池化
      • 本地負載均衡
      • 本地設備管理
      • 減小延遲,優化QoS
      • 本地決策

Fog Computing Tech’s in the Future

  • Machine Learning
  • Artificial Intelligence
  • Fog-Edge Nodes also for Real-time Data Analysis
  • Cloud computing also for Data Storage
    •   將來的霧計算技術
      •   機器學習
      • 人工智能
      • 霧/邊緣計算節點的實時數據分析
      • 取代雲計算,同時能夠進行數據存儲

Major Research Applications and Areas in Fog Computing

主要研究應用和領域:網絡

Major Research Applications:
  • Connected Vehicle 車聯網
  • Smart Grid also in Applications 智能電網
  • Smart Cities Applications 智慧城市
  • Wireless Sensors and also in Actuators Networks 無線傳感/執行網絡
  • Healthcare also in Applications 健康
  • Oil and also in Gas Applications 油氣
  • Agriculture Applications 農業
  • Transportation also in Applications 交通
  • Smart Homes Applications 智慧家庭
  • Video Streaming and also in Gaming 視頻處理、遊戲
  • Environmental also in Monitoring 環境監控
Major Research Areas:
  • Software Defined Networks 軟件定義網絡
  • Smart Grid 智能電網
  • Smart Traffic Lights 智慧交通燈
  • Wireless Sensor Networks 無線傳感網
  • Decentralized also in Smart Building Control 分佈式智能建築控制
  • Internet of Things 物聯網
  • Mobile Content Delivery 無線內容傳遞
  • Geo-Distributed Sensor/actuator Networks 地理分佈式傳感執行網絡
  • Large Scale Distributed Controlled Systems 大規模分佈式控制系統
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