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Online Analysis for mining and minerals industry IICA, 11 May, 2016 MINERALS DOWN UNDER Mike Millen | Group Leader, (On-line Analysis), Minerals Resources

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Page 1: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Online Analysis for mining and minerals industryIICA, 11 May, 2016

MINERALS DOWN UNDER

Mike Millen | Group Leader, (On-line Analysis),Minerals Resources

Page 2: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Introduction

• CSIRO ( general comments)

• Mining and Minerals processing industries (challenges)

• On-line Analysis (OLA) Group

- what we do

- how we operate

- how we co-operate

- how we make impact

• Some examples of developments by OLA

• Few words on technology transfer & industry engagement

Investing in Australia’s mineral future | Nick Cutmore2 |

Page 3: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

3 |

64% of our people hold

university degrees over

2000 hold doctorates

over 500 hold masters

CSIRO

Darwin

Alice Springs

Geraldton 2 sites

Atherton

Townsville2 sites

Rockhampton

Toowoomba

Gatton

Myall Vale

Narrabri

Mopra

Parkes

Griffith

Belmont

Geelong

HobartSandy Bay

Wodonga

Newcastle

Armidale2 sites

Perth3 sites

Adelaide3 sites Sydney 5 sites

Canberra 7 sites

Murchison

Cairns

Irymple

Melbourne 5 sites

Werribee 2 sites

Brisbane6 sites

Bribie Island

People ~5000

Sites ~50

Flagships 9

Budget $1B+

We develop 832postgraduate research students with our university partners

CSIRO: positive impact | Presentation title | Presenter name

Page 4: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Our operating model

4 |

SUPPORT SERVICES

Year in review: Annual performance 2013-14

NATIONAL FACILITIES & COLLECTIONS

Infrastructure and biological collections managed by CSIRO for the benefit of research and industry.

IMPACT SCIENCE

Nine National Research Business Units with a focus on the biggest challenges facing the nation.

CSIRO SERVICES

Commercial, customer-centric products and services for industry, government and the community.

Page 5: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

DIGITAL PRODUCTIVITY AND SERVICES (DATA 61)

BIOSECURITY ENERGY

Business units (formerly Flagships)

5 |

OCEANS AND ATMOSPHERE

FOOD AND NUTRITION

AGRICULTURE

MINERAL RESOURCES

MANUFACTURINGLAND AND WATER

CSIRO: positive impact | Presentation title | Presenter name

Page 6: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Presentation title | Presenter name6 |

Industrial drivers• Industrial Automation

- Mining, security, petroleum, mineral processing and manufacture- Revolution in mining: automation, selective mining, ore sorting

• National Priorities (CSIRO)

- Better utilization of Australia’s resources, lower environment impact , energy efficiency

-The resources industry currently contributes 9% of Australia’s GDP and 48% of Australia’s exports.

(However, both decreasing productivity and a softening demand threaten this contribution)1

Page 7: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

On-line analysis for precision processing

7 |

SmeltingElectrowinning

Elution

Flotation/concentration

Grinding

Crushing

SortingMine/stockpile

Tailings disposal + water recovery

ProductAcoustic monitoring

Gamma activationX-ray diffractionX-ray fluorescenceMicrowave res.

Neutron analysis

On-stream monitoring for ore-sorting, plant monitoring and assay | James Tickner

Feed monitoring

Dat

a an

alyt

ics

and

mac

hin

e le

arn

ing

Page 8: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Investing in Australia’s mineral future | 8 |

Page 9: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Investing in Australia’s mineral future | Nick Cutmore9 |

Page 10: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Mining Program Goal

Rapid resource characterisation

Down hole tools…

Intelligent mining and ore management

Mine mapping…

Process productivity

On-line analysers…

To develop and implement transformational technologies that support the long term productivity, efficiency and safety of the

mining industry

………….enabling ore differentiation for selective mining, reducing the cost of miningand processing, enabling the extraction of previously uneconomic ores and

removing people from hazardous areas.

10 | Investing in Australia’s mineral future | Nick Cutmore

Page 11: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

On-line analysis (OLA) group

We are a Science Driven Technology Innovations

Group

24 staff (3 teams) + students

1. Radiofrequency & acoustics

2. Nucleonics

3. Productisation

Core business

• Development of on-line measurement technologies

• World leader in development of on-line analysis systems

Presentation title | Presenter name11 |

Air cargo scanner

Page 12: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Nucleonics – science team 1

Team ( 8 staff)

Team leader (manager/business development)

Physicists and engineersDevelop new measurement technology

X-ray, gamma ray and neutrons interaction with matter

Modeling skills (Condor)

Software skills

Data analytical

(business/customer skills)

Presentation title | Presenter name12 |

Page 13: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Radio Frequency and Acoustics – science team 2

Presentation title | Presenter name13 |

Particle size analyser based on ultrasonic's

Team ( 8 staff)

Team leader (manager/business development)Physicists and engineersDevelop new measurement technologyRadio waves, passive and active acousticsRF engineering - build high power systemsSoftware skillsData analytical (business/customer skills)

Page 14: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Productisation team (engineering team)

• Team ( 6 staff)

In house design

• 2 mechanical engineers

• 3 electronic/electrical engineers

• 1 software engineer

Target

Design laboratory

to an advanced pre-commercial prototype

Presentation title | Presenter name14 |

Prototype acoustic analyser

Page 15: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Development path

• Our industry advisors/clients provide focus for potential impact

• Industry demonstration projects demonstrate client and commercial value and leverage the technology development

• Strong METS partnerships are critical in achieving impact

15 | Investing in Australia’s mineral future | Nick Cutmore

Page 16: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Presentation title | Presenter name16 |

Technologies developed in last 7 years

1. Moisture analyser2. Air Cargo3. Elemental analyser4. Particle Size analyser5. Acoustic Emission

analyser

Page 17: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

How we work partners

universities...

...collaborate in R&D aligned with medium-long termUNSW, Wollongong

METS companies ...

...for the commercialisation of technologies and the delivery of services for impact

Industry companies...

...partner with industrial in the co-development and trial of technology

Complimentary R&D organisations:e.g.CRC Ore II (October 2015)

17 | Investing in Australia’s mineral future | Nick Cutmore

Page 18: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CRC Ore II - (optimizing resource extraction)

• “The ‘Millennium Super Cycle’ of commodity pricing from 2003-2011 resulted in an unprecedented period of accelerated growth in production and investment for the global minerals industry across a broad range of commodities”.1

• More tonnes to the mill is no longer the most effective approach to sustain growth

• Advent of grade engineering

- sorting

• - differential blasting

• 1 new initiatives to transfer mining - CRC Ore

Participants

• Research (CSIRO, universities)

• Industry

• METS (mining equipment and technology services)

Investing in Australia’s mineral future | Nick Cutmore18 |

Page 19: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

High Tonnage Ore Sorting

MINERALS DOWN UNDER FLAGSHIP

Using Magnetic Resonance

Page 20: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

High Tonnage Mining- Challenges

High Tonnage Ore Sorting | David Miljak20 |

• Cutoff grades have fallen to meet metal demand.• Technology advances have allowed processing of lower grade cutoffs over time• Current high tonnage mining model is exposed to energy and water costs / constraints.

R. Schodde, MinEx Consulting, 2010 MEMS conference

Copper GradeCopper grade (%)

Where to next?

Page 21: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Ore Sorting Technology

High Tonnage Ore Sorting | David Miljak21 |

Nickel ore sorting, Applied Sorting Solutions, http://www.appliedsorting.com.au/

Modern ore sorting:• successful at low tonnages on selected applications…

BUT• stretched technology

Technological Advance

Mechanical separation

SensorsComputers

Bulk handling

“When, either through ignorance or carelessness, the miners while excavating have mixed the ore with earth or broken rock...it should be examined, and that part of the ore which is rich in metal sorted from that part of it which is devoid of metal”.. Agricola, De Re Metallica 1556

Hand ore sorting 16th century, De Re Metallica, Book VIII.

Page 22: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO Sorting: Exploiting In-Situ Variability

High Tonnage Ore Sorting | David Miljak22 |

• Measurement on primary conveyors (continuous flow), installed close to mining process • Independent batches of rock measured (as low as 0.5 tonne)• Rely on deposit inhomogeneity at small scale to provide ore grade variability• Divert ore batches using conventional technology.

“conventional” ore handling

groups of rocks measured at the same time

primaryconveyor

fast, bulk sensor

No suitable sensing technology available !

Page 23: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Bulk Ore Sorting

Investing in Australia’s mineral future | Nick Cutmore23 |

Bulk sorting

• Rapid analysis of grade of conveyed material in few-ton lots at 1000’s of tons per hour

• Diversion of high/low grade material

Magnetic resonance (copper minerals)• Newcrest trial at Cadia (NSW) in 2013• Detection of chalcopyrite with resolution of better

than 0.05 wt%• Measurement of grade variability over 6 months

on few-second timescale

- CSIRO & partner entered agreement to exploit the technology

Page 24: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

On Line Magnetic Resonance | David Miljak24 |

Research / science challenges• How do we develop practically realisable large volume magnetic

resonance measurement systems relevant to industry?

High static magnetic field

Protons of hydrogen atom

Shielded lab apparatus

CSIRO Capability

Expert system ~ minutes

“Zero Field”

Transition metals e.g. copper

Constrained shielding

On-Line Analyser ~ 1-5 sec

Conventional Magnetic Resonance

Magnetic Resonance for Industry

H1

Sensitivity

Cu63 As75

Some elements give“free internal magnetism”

Page 25: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO Sorting : Science

High Tonnage Ore Sorting | David Miljak25 |

Magnetic Resonance (MR)Challenges for CSIRO• Radio spectroscopy for selected Cu, Fe, As minerals • Discovery of mineral resonances• Massive engineering scale-up• High radio power sensor• Noise rejection• Practical installation constraints.

magnetic loop sensor

radio excitation

radio detection

cubanite

chalcopyrite

tenorite

cuprite

covellite

Frequency (MHz)

10 20

chalcocite

Page 26: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

MR belt analyser (for Chile)

Investing in Australia’s mineral future | Nick Cutmore26 |

Page 27: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO Sorting : Commercialised Impact Detail

High Tonnage Ore Sorting | David Miljak27 |

Ore sorting applied to one 20Mt p.a. operation, 0.5wt% grade, 100kt Cu :Mill 25% less

• 39000t CO2e mitigation per annum

• 78 GWh electrical savings per annum

• 20% water usage reduction, tailings

Mine 25% more; mill 25%

• 25% production increase (25kt Cu), for same capital and operating intensity.

• Value > $100M p.a.

AUSTRALIAMt Isa, Ernest Henry

Olympic DamProminent HillCadia, Telfer

625kt, 65% Aust production

WORLDChile, Peru, China, USA..

15Mt total

Escondida 1Mt

Page 28: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO Sorting : Industry Engagement

High Tonnage Ore Sorting | David Miljak28 |

Highlights

• Cu-as-chalcopyrite detection limit (3-sigma) 1200ppm, resolution 350ppm.

• Lot size ~ 7 tonnes• Excellent static blind verification result

0.2 0.3 0.4 0.5 0.6 0.70.2

0.3

0.4

0.5

0.6

0.7

MONM

SEDL

VOLL

MONL

VOLM

MONH

VOLH

SEDM

MIX

SEDH

Cu-as-chalcopyrite, assay (wt%)

Cu-a

s-c

halc

opyrite

, M

R (

wt%

)

0:00 6:00 12:00 18:00 24:000

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

time (hh:mm)

Cu-a

s-c

halc

opyrite

(w

t%)

9/6/13

Page 29: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

On stream slurry analysis

MINERALS DOWN UNDER FLAGSHIP

Using X-ray analysis

Page 30: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Slurry analysis - froth flotation

• Ore is moved around plant in slurry from (40 wt%)

• Water + ground particles

• Air bubbles fed into tank

• Chemicals added

• Chemistry makes mineral particles attach to bubbles

• Bubbles flow up to form froth

• Analysis is required by metallurgists

Investing in Australia’s mineral future | Nick Cutmore30 |

Page 31: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Commercial XRF (x-ray florescence) system used in mineral processing

• Measure the slurry elements by XRF (x-ray fluorescence)

• System by Thermo (Adelaide)

• Combined sampler and analysis station

• Widely used in minerals processing

• Slurry (40wt% solids)

• Hand up to 22,000 m3/hr

Investing in Australia’s mineral future | Nick Cutmore31 |

Page 32: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO working with - Thermo Research driver

• On-stream, real-time analysis is essential for plant monitoring, fault-detection, optimisation and control

On-stream trace element analysis | James Tickner32 |

100%10%1%0.1%100ppm10ppm1ppm100ppb10ppb1ppb

Fe SiTiMnCrPbMoCdPGEs, AuCrustal

abundancesBi

Commercial, on-stream XRF

Laboratory analysis on prepared samplesSynchrotron

Target of this research

Base metals

Precious metals

Environmental

Iron

Page 33: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Precious metals – gold and PGMs (platinum, palladium )

• Both commodities mined commercially at low levels• Feed grades of a few ppm

• Tailings grades of 0.1-0.5 ppm

• No existing on-stream commercial analysers available• Sampling + lab assay with few day turn-around times

• Recoveries typically range from 65 to 85%• $150-500 m of product per concentrator lost to tailings annually

• Target• 5% recovery improvement worth $50m annually per plant

• Installed instrumentation cost of <$1-2m

• Global annual production (2011): Gold 2500 tons, PGMs 484 tons

33 | On-stream analysis of precious metals | James Tickner

Page 34: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

X-ray fluorescence (XRF)

Investing in Australia’s mineral future | Nick Cutmore34 |

Page 35: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Challenge: X-ray fluorescence analysis at low concentration

On-stream trace element analysis | James Tickner35 |

X-ray source

X-ray detector

Sample

0 2 4 6 8 10 12 14 16 18 20

102

103

104

105

106

Energy, keV

Co

un

ts/b

in

Careful optimisation of:• X-ray source• Detectors• Geometry• Filters …

30ppb for Platinum, >250 ppb for Au

Page 36: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

The solution : X-ray optics

On-stream trace element analysis | James Tickner36 |

dq

l

Bragg’s law: Reflection from crystal occurs

when l = 2d sinq

Energy

Energy

Highly-oriented pyrolitic graphite

Page 37: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Results

On-stream trace element analysis | James Tickner37 |

0 2 4 6 8 10 12 14 16 18 20

102

103

104

105

106

Total count rate = 1.6 kcps

Signal = 3063.3

Background = 1166.8

Error = 21.2 ppb

Energy, keV

Counts

/bin

0 2 4 6 8 10 12 14 16 18 20

104

105

106

107

Total count rate = 80.0 kcps

Signal = 342.0

Background = 37351.2

Error = 567.6 ppb

Energy, keV

Counts

/bin

Signal = 342Background = 37351Error = 570 ppb

Signal = 3063Background = 1166Error = 21 ppb

Without“crystal focus”

With“crystal focus”

Page 38: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

CSIRO advanced field prototype

For plant optimisation and control:

• Problem: • Need sub ppm precision!

• Solution:• Feed analyser installed MGK

North (South Africa):

– XRF: ±70 ppb (1sd) in 1 hour

• Tailings analyser installation next week:

– XRF: ± 30 ppb(1sd) in 1 hour

Investing in Australia’s mineral future | Nick Cutmore38 |

Page 39: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Impact (realised and potential)

On-stream trace element analysis | James Tickner39 |

0 20 40 60 80 100

1

2

3

4

5

Recovery (%)

83%71%Gold Copper

5 days’ data from Au/Cu plant

12% improvement = $270k/day

32% improvement = $700k/day

• Analyser installed in flotation plant• Measures Pt, mineralogy and particle

size in feed stream• During 2013 plant audit, analyser was

critical in optimising floatation parameters, resulting in ~15% improvement in recovery, valued at approximately $150M pa

Page 40: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

R & D focus now

• In-stream gold analysis at ppb levels (UltraTrace) • Move to direct analysis on plant pipes• Plug and play type instrument• New service model – no on site servicing ; if unit fails return to base; use spare at plant

40 | Investing in Australia’s mineral future | Nick Cutmore

400mm * 200mm diameter1.5 * 2m platform

Page 41: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Machine learning for plant optimisation

• Use machine learning on historical plant data to develop ‘virtual expert’

• Consortium approach:

• CSIRO

• Thermo Fisher (instrumentation)

• Innodev (software + integration)

• Amazon Web Services (cloud computing)

• Anglo American

• Other miners

• Field demonstration of new technology planned for Q4 2015

Investing in Australia’s mineral future | Nick Cutmore41 |

Real-time plant data

Historical plant data

Data aggregation and integration

CSIRO Secure Portal

Modeling & analysis

Cleaning & feature ID

Display & reporting

Page 42: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Industrial engagement

• Design and build prototype instruments for industrial evaluation• Feasibility

• Lab demonstration

• Industrial installation

• In house design

• Outside design & manufacture

• Funded by clients to demonstrate stage

• Clients get early access to commercial unit

42 | On-stream analysis of precious metals | James Tickner

Commercialisation routes1. Standard licensing2. Joint ventures3. Spin-off4. Co development with

manufacturing partner

Page 43: Online Analysis for mining and minerals industry€¦ · Irymple Melbourne 5 sites Werribee 2 sites Brisbane 6 sites Bribie Island People ~5000 Sites ~50 Flagships 9 Budget $1B+ We

Summary

• Industry shift towards more sophisticated monitoring & control

• Effective control ⇒ rapid, accurate, on-stream measurement

• Key instrumentation: some available, rapidly developing• Low grades (current DLs in tens-hundreds of parts-per-million range)

• Increased production costs

• CSIRO delivers impact through:• Development of underpinning science

• Design of new measurement techniques and instruments

• Industry engagement

• Development and installation of industrial prototypes

• Commercialisation

43 | On-stream analysis of precious metals | James Tickner