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T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder International Centre for Diffraction Data, Newtown Square, PA, 19373 1

T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

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Page 1: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. CrowderInternational Centre for Diffraction Data,

Newtown Square, PA, 19373

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Page 2: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

This tutorial was made possible by the many contributions of ICDD members working in the

fields of mineralogy and geology.

The data shown in this presentation were contributed by ICDD members and/or clinic

instructors

Page 3: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Miniaturized sources Energy selective detectors Low noise, high dynamic range detectors Sophisticated self-aligning optics More 2D detectors (texture, particle

distributions) Improved efficiency multilayer optics Growth of worldwide synchrotron facilities

and their user communities

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Page 4: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

XRD and XRF on Mars

Handheld XRF

Benchtop XRDPortable XRD

Enabling New Instrumentsfor exploration and analysis

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Page 5: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Enabling new limitsof detection and analysis

Azurite 14%Quartz 71%Muscovite 5 %Copper Oxide 3.7%Flourite 2.5%Ba(Pb)SO4 2 %Malachite 1.5 % Copper 0.3 %

5

This example shows several phases identified at 0.3-5% concentration. The counting statistics were average. Several groups have reported detection limitsof hundreds of ppm when using superior counting statistics such as thoseprovided by modern position sensitive detectors and/or the use of high fluxX-ray sources (rotating anodes, synchrotrons).

Page 6: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Rietveld Refinement is commonplace Whole pattern fitting methods (LeBail, FullPAT,

FULLPROF, GSAS, PONCKS) Pair Distribution Function Analyses Modulated structure analyses Complex multivariant analyses

0

20

40

60

80

100

120

Phase Identification Crystallite Size Crystallinity Rietveld Refinement RIR Method

200620092012

All Usage, 2012

ICDD Global Users Survey – 2006, 2009 and 2012

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Page 7: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Mineral Specimen (suarite) from North KoreaData courtesy of Prof. Jiaju, Beijing, China

Top: Experimental DataBottom: 5 Phase identification

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Page 8: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

2005

1988 Round RobinPowder Diffraction, 3, pp 209-218

0.04

0.02

0.00

20050.026 - Lab

0.003 - Synchrotron8

Page 9: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

FWHM ~0.007

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Page 10: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

High Quality Data 2002Kimberlite Pipe, Northern Michigan, USA

High Quality Data 2012Mine sample, Xinjiang, China

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Page 11: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

41 % of the highest quality data are new since the year 2000

XRD is a “fingerprint” technique the specimen is always comparedto a reference. The highest quality reference data have been producedwith modern methods and instrumentation.

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Page 12: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Higher quality reference data More data Better experimental data (optics,sources) High efficiency, energy selective, position

sensitive detectors Improved methods of analysis

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Page 13: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Growth of quality data references based on better experimental data

All entries expressed as digital patterns to enable whole pattern fittingmethods

All calculated digital patterns can be adjusted for instrument function and crystallite size including X-ray, neutron, electron and synchrotrondiffraction – This enables the study of nanomaterials.

Addition of non-crystalline reference materials experimental patterns- clays

Addition of data mining capability and software for improvedphase identification and quantitative analysis by multivariate analysis

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Page 14: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Point and clickDrop down MenusBoolean operatorsComposition

IMA, IZA –Classificationsand nomenclature

Structure

Physical Properties

Bilbiographic

Subfiles, Quality

More CompositionDataMining

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Page 15: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Quantitative Analysis Simulations

030,00060,00090,000

120,000150,000180,000210,000240,000270,000300,000330,000360,000

2007 2008 2009 2010 2011 2012No. of Fully Indexed Patterns

No. with I/Ic

No. Linked to Atomic Coordinates15

Page 16: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Minerals and Related Materials – 39,410 Entriesall entries have digital patterns

Bibliographic DataNo. of References 48,279No. of Journals 1,137

No. of Authors 20,686No. of Titles 28,474

27,649 with structures

92 experimental PD3 patterns – mostly clays

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Page 17: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

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Page 18: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Identification of commercial absorbentsmontmorillonite and quartz

Clays from the Penn State Univcollection

Commercial Material, Oil Dri, USA

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Page 19: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Single crystal data doesn’t matchknown experimental data*

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* The reference publications for the structures of montmorillonite detailextensive treatments used to induce crystallinity and refine the structure. It is the opinion of many experts that these results are not accurate representations of the mineral.

Page 20: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Match the montmorilloniteUse the best experimental digital pattern for montmorillonite – 19 choices

Use calculated patterns, adjusted for crystallite size, for quartz and cristobalite

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Page 21: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

ExperimentalData

Components ofthe modelsimulation

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Page 22: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

64 % Montmorillonite25 % Cristobalite13 % Quartz3 % Scatter*

Unit weights by height

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* A scatter function was used to adjust background levels. A more accurate representation could be made using a 2D scatter simulation for montmorillonite. X-ray diffraction from twodimensional crystals, such as montmorillonite and other minerals in the smectite group, is described byBrindley and Brown, (1980) “Crystal Structures of Clay Minerals and their X-ray Identification”, published byThe Mineralogical Society, London, UK. The program DIFFax can simulate layer stacking. http://www.public.asu.edu/~mtreacy/DIFFaX.html

Page 23: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Quartz

Cristobalite

ComponentsSummed

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Page 24: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

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Page 25: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Input DataMatchquality

Libraryof References

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Page 26: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

1st Choice

2nd Choice

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Page 27: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

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Page 28: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Mineral Specimen from Xinjiang Gold MineData courtesy of Prof. Jiaju, Beijing, China

Top: Experimental DataBottom: 8 Phase identification3 sulfides and 5 silicates 165/175 peaks

Plus cordierite and albite28

Page 29: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

FosteriteMagnetite (Mg)Lizardite

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Page 30: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Kimberlite –Upper Pennisula Michigan

Iron Magnesium AluminumSilicate Hydroxide

-QuebecChloritoid Series

~120A

Specimen from Chibougamau - Quebec, Canada 30

Page 31: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

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Page 32: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Ruby Garnet

HematiteIlmeniteQuartzRutileGarnet

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Page 33: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

HematiteQuartz

PyropeRutile

IlmeniteGarnet

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Page 34: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Indicator minerals were initially used to identify pipe locations

Indicator minerals isolated from ore body using physical and chemical separation

Cr analyzed in the pyrope ruby garnet Diamonds identified in the pipe test cores

20 Kimberlite pipes eventually found in the area

None have been commercially mined

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Page 35: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Chicago Tribune, June 30th 1985

Resource Investor, May 30th, 2005Dianor got $30 MM in investment funding in 201035

Page 36: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Search for indicator minerals Confirmation of ruby garnets – pyrope Confirmation of diamonds

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Page 37: T. G. Fawcett, S. N. Kabekkodu, J. Blanton, C. E. Crowder … · 2019. 9. 25. · Mineral Specimen from Xinjiang Gold Mine Data courtesy of Prof. Jiaju, Beijing, China Top: Experimental

Ability to identify both crystalline and non-crystalline minerals

Routinely identify and quantify complex multi-phase specimens (2 8-phase, 2 6-phase, a 5 and a 4 phase solution in this study)

Detection depends on resolution and counting statistics – there are both improved optics and detectors in recent years significantly lowering detection limits

New software tools (similarity indices, whole pattern methods, multivariant analyses) greatly facilitate search, identification and quantification.

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