Submitted by admin on Wed, 08/10/2022 - 15:23

Struggle to support ESG requirements

Sequence Number 3 Industry Agriculture Banner Struggle to support ESG requirements How 5G enabled

Collect all data needed for ESG reporting: Define important data sources and do make sure that sensors, etc. + ML/MV are used when we collect that data.

Data Flows
Title Devices Icon Devices Description
  • Based on the sources of ESG information:
  • What are the data sources? Expect flexibility given changes. 
  • What sensors should be added?
  • Is networking in place?
Title Connectivity Icon Connectivity Description
  • Time critical data goes to edge + enterprise storage, while other data goes 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 gather and predict ESG data
Title Inform Decision Makers Icon Inform Decision Makers Description
  • Provide the measurement results
Title Support Decision Making Icon Support Decision Making Description
  • End of process
Application Logic
Description
  • List the critical ESG Data sources.
  • Make sure that this list is complete.
  • For each data source, make clear how the data is collected and if/what sensors need to be added.
  • If/What are the ML/MV models to be developed to support/make the calculations.
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.
  • Assume that data sources will change over time due to the fact that we get to better sources of ESG data.
Description
  • Be very flexible on how data will be collected since it will change over time due to new insights.
  • Also assume that models will change on a frequent basis.
  • Do ensure that all data gets into the enterprise data store.
Expected benefits Key value created