Submitted by admin on Fri, 08/19/2022 - 00:10

Lack of remote control capabilities

Sequence Number 3 Industry Seaports Banner Lack of remote control capabilities How 5G enabled

Autonomous vehicles and machinery improve precision and efficiency for increased productivity while 5G enables the collection of data from cameras and sensors from remote locations.

Data Flows
Title Devices Icon Devices Description
  • Sensors (cameras/speed/flow/etc.) deployed on all critical assets
  • Cameras as well for meter reading, switches, etc.
Title Connectivity Icon Connectivity Description
  • Time series data transport
  • Camera images (majority will be of this type)
  • Asset data
Title Edge Compute Icon Edge Compute Description
  • Time-critical activities
  • Camera – MV interpretation
Title Cloud Compute & Storage Icon Cloud Compute & Storage Description
  • All data collected from assets (both historical and real-time)
  • Enterprise-owned storage
Title Applications & Services Icon Applications & Services Description
  • MV models developed supporting all remote-control scenarios
  • E2E automated
Title Inform Decision Makers Icon Inform Decision Makers Description
  • Increasing decisions made by AI processes based on AI models, but still validated by operations
Title Support Decision Making Icon Support Decision Making Description
  • End of process
Application Logic
Description
  • List remote control scenarios.
  • Based on these scenarios, define the locations to be implemented.
  • Decide what type of sensors are to be deployed (minimum camera image quality of 720p).
  • Edge + 5G to be used for all time-critical (real-time) events.
Description
  • Timeseries data will be stored long-term in Enterprise storage.
  • Development of the ML model is done through an iterative process and a quality ML model (fully data-driven) will require multiple steps to detect anomalies/potential failures.
  • Models will be stored and maintained by AI applications.
  • SME and data scientists to develop the models and it will take a number of steps before a quality model can be achieved.
Description
  • The process from data collection to execution of models is fully automated.
  • Decisions will be made increasingly remotely from the actual activity location based on AI model improvements.
  • Operations alerted when needed.
  • Various options for visualisation of entire operations (e.g., XR options on OpenXR platform).
Expected benefits Key value created