Submitted by admin on Wed, 08/10/2022 - 15:34

Value leakage across the whole chain

Sequence Number 2 Industry Agriculture Banner Value leakage across the whole chain How 5G enabled

Monitor leakage using sensors (and AI-MV) across the whole chain and take actions where leakage is severe.

Data Flows
Title Devices Icon Devices Description
  • Install the sensors as a result of the value leakage results (see below) including delivery to mill. 
  • Be ready to install a broad spectrum of sensors 5G and non-5G as well. 
Title Connectivity Icon Connectivity Description
  • Equipment (time series) sensor data transmission
  • Information from storage facilities is also sent to Enterprise storage
Title Edge Compute Icon Edge Compute Description
  • 5G (real-time) collecting and actioning data to be exploited to see how it can save extra labour
Title Cloud Compute & Storage Icon Cloud Compute & Storage Description
  • Equipment data stored to train AI algorithms
  • All data stored in Enterprise storage
Title Applications & Services Icon Applications & Services Description
  • AI (ML/MV) models to be developed to drive down value leakage
  • Focus on high to low value leakage priorities
Title Inform Decision Makers Icon Inform Decision Makers Description
  • Executing the agreed workflows should result in minimal need for human intervention 
Title Support Decision Making Icon Support Decision Making Description
  • End of process
Application Logic
Description
  • Have a clear description of the activities across the whole chain: Activities should be taken here in its broadest sense: Whilst harvesting; transport in Plantation; Transport from Plantation to Mill. 
  • Isolate the parts where value leakage seems to be considerable and focus on how this can be addressed using 5G-enabled Digital Services.
  • This will determine the sensors we need.
Description
  • Developing AI – ML/MV models to predict will take a number of iterations where accuracy of these models (predictions) will improve over time.
  • SME involvement working with data scientists is required to develop the models.
  • Both MV and ML models to be used.
Expected benefits Key value created