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Next Generation Automation for the Mining
Industry enabled by Industry4.0 technologies
Sam G. Bose
Founder & CEO
presented to:
presented by:
C4IR: Executive Master Class
Presented at Consortium for the 4th Revolution | Executive Briefing Day
(#C4IR) Cambridge, UK 2-3 February 2017 | www.cir-strategy.com/events
Agenda
•  About IntelliSense.io
•  Industry 4.0 Technologies and it’s relevance for Mining Industry now?
•  Case Study: Copper Mining in Chile
•  Questions and Answers
Confidential | © 2017 2
IntelliSense.io: Empowering People & Machines to make better decisions
Confidential | © 2017 3
Academic Alliance:
Expertise:
Internet of Things, Sensor Data Analytics & Decision Support
Natural Resources Industry (Mining, Oil & Gas)
Founder & CEO:
Sam G. Bose
HQ: Cambridge UK
Operations
Dev Center
Operations
IntelliSense.io: Our Customers
Confidential | © 2017 4
Key Partners
Chile / Latin America Kazakhstan / Central Asia
What is Internet of Things?
Transformation of any physical object to digital data object by attaching sensors and communications to it.
Computing Era
Transformation
2016 +
•  6.4 billion internet connected things in 2016, up 30% from 2015 (Source: Gartner)
•  More Data created in the past 2 years than entire history of human race, but less than 0.5% of all data is ever
analysed (Source: Fortune)
•  Industry-wide (Oil & Gas, Mining) adoption of IoT technology could increase global GDP by as much as 1.2
percent, or $930 billion during the next decade (Source: Oxford Economics, McKinsey)
IoT Today
Confidential | © 2017
What is Industry 4.0?
Confidential | © 2017 6
Industrial Internet of Things
INDUSTRY
1st REVOLUTION 2nd REVOLUTION 3rd REVOLUTION 4th REVOLUTION
Water/Steam Electricity Automation Intelligence Era
Applying Internet of Things & Artificial Intelligence technologies in Mining
Confidential | © 2017 7
The “things”
mining
operations
pit-to-port
Instruments
and sensors
Integrated data
platform, analysis and
data models
Connectivity,
communications
and controllers
Decision support tools for
prediction, optimization and
simulation
Continuous
Optimisation
Why should the Mining Industry adopt new technologies?
Confidential | © 2017 8
Since 2009
US coal
companies have
gone into
bankruptcy &
mines closed.
26
264
Capex fell to just
in 2015 – half of
the levels seen in
2012 & 2013.
Top 40 Mining
companies suffered
their first collective net
loss in history of
record high leverage of
46% and operating
expenditure cuts of
$27b
$83b
$69b
Source: PwC Mine 2016; Moody’s
Corporate Default & Recovery Rates
Highest default rate in 2015 ever,
for Mining & Metals companies,
with Oil & Gas companies at
6.5%
6.3%
Confidential | © 2017 9
Why should the Mining Industry adopt new technologies?
Declining mining productivity fuels investment in “transformative” technology
Next Generation Automation: Integrated Pit-to-Port Operation
Confidential | © 2017 10
Confidential | © 2017 1111
Material Transport Model
Accurately tracks the mass flow and
properties through a system.
Material Influence Model
Accurately predicts how the geometallurgical and
physical properties of the feed material affect system
performance.
CRUSHING GRINDING LEACHMINE
STOCK	PILE
GPS
THICKENER/CCDFLOTATION
THICKENER
TRANSPORT
Cu	CONCENTRATE
EW Cu	CathodeSTOCK	PILING	&	WASTE
h
GPS
WASTE
GPS
SEAWATER TAILINGS
SX
THICKENER
Industry Innovation: Material Model: Tracking & Predicting Material Flows
Industry Innovation: Prediction Based Controls & Optimisation
Confidential | © 2017 12
Run a digital plant model based
on custom set of control
variables.
simulate
Powerful Training Tool
Operational Configuration Tool
Future: Operational and
Financial KPIs
Predict
Decision-making Tool
Prediction-based Alerts
Optimised Operational and
Financial KPIs
optimise
Control Variables
Continuous
Recommendations/Set Points
Automatically fed to the PLC.
Root Cause Analysis
Real Time
The user can run a digital plant
model based on custom set of
control variables.
Simulate
Powerful Training Tool
Operational Configuration Tool
Optimised Operational and
Financial KPIs
Optimise
Control Variable
Recommendations/Set Points
that are automatically fed back
into the PLC.
Root Cause Analysis
Hybrid Cloud Architecture
Confidential | © 2017 13
USP
•  Hybrid Cloud: Ability to support on
premise high availability and low
latency control situations
•  Real time stream parsing of
physical and machine learning
model outputs
•  Horizontal scalability
Confidential | © 2017 14
Accurate Physical and Geometallurgical PropertiesUnknown Material Properties
System View KPI VisualisationLimited Data Visualisation
Virtual SensorsExpensive Sensor CAPEX
System Wide Dynamic Predicted Set pointSet Points Decided by Engineer/Process
Owner
One Single Data LakeManual Multi Source Data Gathering
Old World: New World:
Syste
m
Old World Emerging New World
Next Generation Automation: How is it different from today?
User Case – Largest Copper Market in the world (Chile) & Mining Challenges
Confidential | © 2017 15
Water Scarcity High Energy Cost
Declining Ore Grade Low Commodity Price
Case Study: Thickener Circuit Optimisation
Confidential | © 2017 16
Benefits*:
•  Increase underflow % solids
•  Enhanced water recovery up to 10%
•  Reduced flocculent consumption up to 5%
•  Payback period: within 6 months
Typical Challenges
•  Increased feed mineralogy variability
•  Low underflow % solids & water
recovery
•  High flocculent consumption
IntelliSense.io Technologies
•  Accurately predict feed mineralogy -- geo-metallurgical & physical properties
•  Provide optimal set point recommendations to the expert system
•  Deploy optimisation simulator for diagnostic & training
* Actual values are client confidential data
Minera Centinela Characteristics
•  105,000 ton of Copper processed per day
•  Copper and Gold Mine, one of the largest
in Latin America
Thickener Circuit Optimisation & Stability: Business Case
Confidential | © 2017 17
Reduce Underflow % Solid Variance Impact of Reduced Variance + 0.6 % Solid
Note: Benefits analysis performed on thickener circuit historical data from June to August 2015
Enhanced Water Recovery
Confidential | © 2017 18
User Types and Scenarios
Tailings / Process Control Engineer Thickener Operator Plant Manager
•  Real time visibility of circuit
performance for root cause analysis
•  Calibrate circuit optimisation rules
•  Access to simple to use simulator for
delivering training to the operators
•  Real time predicted geo-metallurgical
and physical properties of the feed
material for decision making
•  Executing Prediction based alerts (1
hour)
•  Tracking the impact of the changes
to performance variable set points
•  Real time visibility of circuit
performance financial perspective ($/
tonne processed)
•  Access to Executive Level Benefit
Tracking for Circuit Optimisation and
ad hoc performance reports
•  Simulating the impact of changes to
circuit design based on real time
performance simulator
brains.app for Thickener Circuit : user scenarios
brains.app for Thickener Circuit: Tailings and Process Control Engineer
Confidential | © 2016 19
Circuit Optimisation CalibrationReal Time Debottlenecking Dashboards Training Simulator
Input: Feed &
Control Variables
Output: Thickener
Performance (+1 hour)
brains.app for Thickener Circuit: Thickener Operator
Confidential | © 2016 20
Prediction Based AlertsPredicted Geo-Metallurgical Properties Optimised Control Variable Set Points
Historical
Real Time
Future Performance
(+ 1 hour)
Alert: Predicted Underperformance
Recommend: Control
Variable Set Points
Optimise: Improve Underflow % Solids
brains.app for Thickener Circuit: Plant Management
Confidential | © 2016 21
Executive Level Economic DashboardReal Time Financial Performance Circuit Design Change Simulator
Real time visibility of circuit performance
($ / tonne processed)
Questions and Answers
Thank you
Sam G. Bose
CEO & Founder, IntelliSense.io
sam@IntelliSense.io
Confidential | © 2017 22

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Global C4IR-1 MasterClass Cambridge - Bose Intellisense 2017

  • 1. Next Generation Automation for the Mining Industry enabled by Industry4.0 technologies Sam G. Bose Founder & CEO presented to: presented by: C4IR: Executive Master Class Presented at Consortium for the 4th Revolution | Executive Briefing Day (#C4IR) Cambridge, UK 2-3 February 2017 | www.cir-strategy.com/events
  • 2. Agenda •  About IntelliSense.io •  Industry 4.0 Technologies and it’s relevance for Mining Industry now? •  Case Study: Copper Mining in Chile •  Questions and Answers Confidential | © 2017 2
  • 3. IntelliSense.io: Empowering People & Machines to make better decisions Confidential | © 2017 3 Academic Alliance: Expertise: Internet of Things, Sensor Data Analytics & Decision Support Natural Resources Industry (Mining, Oil & Gas) Founder & CEO: Sam G. Bose HQ: Cambridge UK Operations Dev Center Operations
  • 4. IntelliSense.io: Our Customers Confidential | © 2017 4 Key Partners Chile / Latin America Kazakhstan / Central Asia
  • 5. What is Internet of Things? Transformation of any physical object to digital data object by attaching sensors and communications to it. Computing Era Transformation 2016 + •  6.4 billion internet connected things in 2016, up 30% from 2015 (Source: Gartner) •  More Data created in the past 2 years than entire history of human race, but less than 0.5% of all data is ever analysed (Source: Fortune) •  Industry-wide (Oil & Gas, Mining) adoption of IoT technology could increase global GDP by as much as 1.2 percent, or $930 billion during the next decade (Source: Oxford Economics, McKinsey) IoT Today Confidential | © 2017
  • 6. What is Industry 4.0? Confidential | © 2017 6 Industrial Internet of Things INDUSTRY 1st REVOLUTION 2nd REVOLUTION 3rd REVOLUTION 4th REVOLUTION Water/Steam Electricity Automation Intelligence Era
  • 7. Applying Internet of Things & Artificial Intelligence technologies in Mining Confidential | © 2017 7 The “things” mining operations pit-to-port Instruments and sensors Integrated data platform, analysis and data models Connectivity, communications and controllers Decision support tools for prediction, optimization and simulation Continuous Optimisation
  • 8. Why should the Mining Industry adopt new technologies? Confidential | © 2017 8 Since 2009 US coal companies have gone into bankruptcy & mines closed. 26 264 Capex fell to just in 2015 – half of the levels seen in 2012 & 2013. Top 40 Mining companies suffered their first collective net loss in history of record high leverage of 46% and operating expenditure cuts of $27b $83b $69b Source: PwC Mine 2016; Moody’s Corporate Default & Recovery Rates Highest default rate in 2015 ever, for Mining & Metals companies, with Oil & Gas companies at 6.5% 6.3%
  • 9. Confidential | © 2017 9 Why should the Mining Industry adopt new technologies? Declining mining productivity fuels investment in “transformative” technology
  • 10. Next Generation Automation: Integrated Pit-to-Port Operation Confidential | © 2017 10
  • 11. Confidential | © 2017 1111 Material Transport Model Accurately tracks the mass flow and properties through a system. Material Influence Model Accurately predicts how the geometallurgical and physical properties of the feed material affect system performance. CRUSHING GRINDING LEACHMINE STOCK PILE GPS THICKENER/CCDFLOTATION THICKENER TRANSPORT Cu CONCENTRATE EW Cu CathodeSTOCK PILING & WASTE h GPS WASTE GPS SEAWATER TAILINGS SX THICKENER Industry Innovation: Material Model: Tracking & Predicting Material Flows
  • 12. Industry Innovation: Prediction Based Controls & Optimisation Confidential | © 2017 12 Run a digital plant model based on custom set of control variables. simulate Powerful Training Tool Operational Configuration Tool Future: Operational and Financial KPIs Predict Decision-making Tool Prediction-based Alerts Optimised Operational and Financial KPIs optimise Control Variables Continuous Recommendations/Set Points Automatically fed to the PLC. Root Cause Analysis Real Time The user can run a digital plant model based on custom set of control variables. Simulate Powerful Training Tool Operational Configuration Tool Optimised Operational and Financial KPIs Optimise Control Variable Recommendations/Set Points that are automatically fed back into the PLC. Root Cause Analysis
  • 13. Hybrid Cloud Architecture Confidential | © 2017 13 USP •  Hybrid Cloud: Ability to support on premise high availability and low latency control situations •  Real time stream parsing of physical and machine learning model outputs •  Horizontal scalability
  • 14. Confidential | © 2017 14 Accurate Physical and Geometallurgical PropertiesUnknown Material Properties System View KPI VisualisationLimited Data Visualisation Virtual SensorsExpensive Sensor CAPEX System Wide Dynamic Predicted Set pointSet Points Decided by Engineer/Process Owner One Single Data LakeManual Multi Source Data Gathering Old World: New World: Syste m Old World Emerging New World Next Generation Automation: How is it different from today?
  • 15. User Case – Largest Copper Market in the world (Chile) & Mining Challenges Confidential | © 2017 15 Water Scarcity High Energy Cost Declining Ore Grade Low Commodity Price
  • 16. Case Study: Thickener Circuit Optimisation Confidential | © 2017 16 Benefits*: •  Increase underflow % solids •  Enhanced water recovery up to 10% •  Reduced flocculent consumption up to 5% •  Payback period: within 6 months Typical Challenges •  Increased feed mineralogy variability •  Low underflow % solids & water recovery •  High flocculent consumption IntelliSense.io Technologies •  Accurately predict feed mineralogy -- geo-metallurgical & physical properties •  Provide optimal set point recommendations to the expert system •  Deploy optimisation simulator for diagnostic & training * Actual values are client confidential data Minera Centinela Characteristics •  105,000 ton of Copper processed per day •  Copper and Gold Mine, one of the largest in Latin America
  • 17. Thickener Circuit Optimisation & Stability: Business Case Confidential | © 2017 17 Reduce Underflow % Solid Variance Impact of Reduced Variance + 0.6 % Solid Note: Benefits analysis performed on thickener circuit historical data from June to August 2015 Enhanced Water Recovery
  • 18. Confidential | © 2017 18 User Types and Scenarios Tailings / Process Control Engineer Thickener Operator Plant Manager •  Real time visibility of circuit performance for root cause analysis •  Calibrate circuit optimisation rules •  Access to simple to use simulator for delivering training to the operators •  Real time predicted geo-metallurgical and physical properties of the feed material for decision making •  Executing Prediction based alerts (1 hour) •  Tracking the impact of the changes to performance variable set points •  Real time visibility of circuit performance financial perspective ($/ tonne processed) •  Access to Executive Level Benefit Tracking for Circuit Optimisation and ad hoc performance reports •  Simulating the impact of changes to circuit design based on real time performance simulator brains.app for Thickener Circuit : user scenarios
  • 19. brains.app for Thickener Circuit: Tailings and Process Control Engineer Confidential | © 2016 19 Circuit Optimisation CalibrationReal Time Debottlenecking Dashboards Training Simulator Input: Feed & Control Variables Output: Thickener Performance (+1 hour)
  • 20. brains.app for Thickener Circuit: Thickener Operator Confidential | © 2016 20 Prediction Based AlertsPredicted Geo-Metallurgical Properties Optimised Control Variable Set Points Historical Real Time Future Performance (+ 1 hour) Alert: Predicted Underperformance Recommend: Control Variable Set Points Optimise: Improve Underflow % Solids
  • 21. brains.app for Thickener Circuit: Plant Management Confidential | © 2016 21 Executive Level Economic DashboardReal Time Financial Performance Circuit Design Change Simulator Real time visibility of circuit performance ($ / tonne processed)
  • 22. Questions and Answers Thank you Sam G. Bose CEO & Founder, IntelliSense.io sam@IntelliSense.io Confidential | © 2017 22