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    • Mining Safety in SA
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  • Vehicles
    • Tyre Safety
      • Introduction to Tyre Safety
      • The Different Machines And Their Applications
      • Tyre Use
      • Factors affecting tyre wear life
      • Machine Inspection
      • Tyre Inspection
      • Mounting & Demounting Tyres
      • Tyre Inflation
      • Twinning Tyres
      • Ballasting the Tyres
      • Regrooving Tyres
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      • Awareness of Chemicals in Transit
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      • 4×4 Driving with Mud Tyres and Mud Driving
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Home Tech

Edge AI and Managing Risk in the Cloud

June 8, 2023
in Tech
Edge AI and Managing Risk in the Cloud
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As organisations see greater and greater volumes of data generated from their operations. It is understandable and imperative that this data is leveraged to generate more value and insight that helps operations and asset integrity managers ‘do more, better’.

The good news is that huge amounts of value can be generated by integrating information from assets (IT systems), sensors (OT systems) and design (engineering) systems. In a manufacturing environment, most of these systems are running in multiple networks/units. Even the ownership of this data varies from plant to plant and is also dependent on the user roles.

“In this context, you would need a centralised environment where you can integrate, validate, contextualize the cleaned data and make it accessible centrally – this is where the cloud presents great potential and can yield benefits,” says Charles Blackbeard, Business Development Manager, ABB Ability™ Digital.

Consolidating data and deploying via the cloud opens up a plethora of solutions and application possibilities, including business, asset and sustainability solutions, planning and logistics solutions, operation solutions, supply chain solutions, and advanced supervisory solutions. From an industrial point of view, it also empowers predictive, diagnostics and prescriptive analytics applications. This means that previously siloed information is now available across the entire enterprise.

“Concerns about security are, of course, front of mind when you increase the number of users across a system, more devices connected to the network, and more and more information being stored on the cloud,” says Blackbeard.

There are also a number of data and integration challenges when considering the deployment of cloud solutions:

  • Proprietary controls
  • Multiple data formats
  • No contextual information
  • Quality issues
  • Designed for operations
  • Differences across industrial verticals
  • Directly coupled to applications
  • Isolated networks

There are some powerful risk mitigation strategies, however: For example, deploying edge solutions – whether there is ‘lite edge’ – for secured communication from edge to cloud, or ‘heavy edge’ – for deploying application at the source of data and for enabling distributed computing, faster response time and cost optimisation.

There are several clear benefits to this approach:

  • SAAS based business model: Enables customers to focus on operational efficiency.
  • Building an integrated asset information model using operations, process control, assets and design systems based on a contextualisation engine.
  • Empowering user personas: Solution positioning with a strong focus on controls or process. engineer, manufacturing system engineer, data engineer, integration engineer, system architect
  • Hybrid deployment: Enabling hybrid deployment of containerised solutions, thereby reducing data round trips and enabling faster responses.
  • Cost reduction: Distribute data processing between edge and cloud by filtering and aggregating high-volume data at the edge.

Operational resilience: Make the site operation resilient to unreliable networks by enabling hosting of managed application with data at the edge. Synchronise data with the cloud when the connectivity returns.

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  • Home
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    • About Us
    • Your Road Map to a Safer Workplace
    • Mining Safety in SA
    • Zero Injuries
    • Prevent Repeat Accidents at Mines
  • Vehicles
    • Tyre Safety
      • Introduction to Tyre Safety
      • The Different Machines And Their Applications
      • Tyre Use
      • Factors affecting tyre wear life
      • Machine Inspection
      • Tyre Inspection
      • Mounting & Demounting Tyres
      • Tyre Inflation
      • Twinning Tyres
      • Ballasting the Tyres
      • Regrooving Tyres
      • Tyre Repairs
      • Tyre Retreading
      • Tyre Handling and Storage
      • Tyre Workshops
      • Glossary
      • Tyre safety, Fires and Explosions in Mines
      • Minimising Tyre Fires and Explosions at our Mines
    • Safe Working/Driving Conditions at Mines
    • Transportation of Dangerous Goods
      • Behaviour Based Safety and Accidents
      • Transportation of Chemicals and AARTO
      • Awareness of Chemicals in Transit
      • Steps to Transport Dangerous Goods Safely
    • Traffic Calming
    • 4×4 Off-Road Driving
      • 4×4 Off-Road Driving Techniques
      • 4×4 Water Crossings
      • 4×4 Driving Hills & Rocky Surfaces
      • 4×4 Driving with Mud Tyres and Mud Driving
      • 4×4 Sand Driving Safety
      • Tools and Spare Parts for Safe 4×4 Driving
      • 4×4 Jacking & Snatch Recovery
      • 4×4 Terrain Knowledge
      • 4×4 Off-Road Driving and Conservation
      • 4×4 Winter Driving
      • 4×4 Driving and Usage of Recovery Straps
      • 4X4 Winch Guide
      • 4×4 Driving and Vehicle Insurance
    • Ctrack Fleet Management
    • Vehicle Maintenance
    • Driver Fitness
    • Rail /Level Crossings and Mining Safety
    • Safe Driving Techniques
    • Fleet Management in the Mining Industry
    • Overloading of Vehicles
  • Tools
    • Essential Tips for Power Tool Safety
    • Prevent and Control Fires when Welding
  • Health
    • Medical Condition
      • Alcohol and Drugs
      • Back Pain
      • Cholera
      • Cholesterol
      • Diabetes
      • Malaria
      • Nutrition
      • STI’S and HIV
      • Tuberculosis
      • Steps to Safer, Healthier Mining Employees
      • Respiratory Silicosis
    • Battery Charging Rooms
    • Vision
      • Eyesight
      • Eye Care and Mining Safety
      • Eye Conditions
      • Clear Vision and Mining Safety
    • Fitness
      • Fatigue
      • Driver Fatigue
    • Hearing
    • Trauma Counseling
  • Gear And Clothing
    • Eye Protection
    • Protective Clothing
    • Preventing Hand Injuries
    • Gloves for Mining Safety
    • Gloves Selection
    • Harness Safety
      • Selection, Fit and Use
      • Equipment Hazards
      • Adjustment of Harnesses
      • Inspection and Maintenance
  • Machinery
    • Lock Out Machinery in the Mining Industry
    • Safety and Mining Machinery
    • Preventing Amputations
      • Introduction
      • Recognizing Amputation
      • Controlling Amputation Hazards Part 1
      • Controlling Amputation Hazards Part 2
      • Specific Machine Hazards Part 1
      • Specific Machine Hazards Part 2
    • Avoiding Accidents
    • Live Testing in the Mining Industry
  • Emergency
    • How to Handle an Emergency!
    • Accident Scene Safety
    • CPR and Mining Safety
    • Post-Traumatic Stress After An Accident
    • Trapped Miner Locators
    • Emergency Preparedness and Response
    • Emergency Medical Response
  • Environment
    • Spill Prevention
    • Environmental Sensing Instruments
  • Training
    • Young Workers Safety at Mines
    • First Rule of Safety: Know Your Job
    • Incident and non-conformance management in the Mining Industry
    • Reducing Mining Accidents by Evaluating Behavior
    • The effect of training on the risk tolerance of workers
    • Hazard Identification at the Mining Site
    • Special Lifting Situations
    • Zero Incidents through SLAM

© 2021 Mining Safety - Mining Safety and Health Education, Information and Advice.