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  2. Machine learning in materials design,oil exploration, and…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/SRUKTalk2014.pdf
    24 Aug 2020: Jet engine. Jet engine. Designing a new alloy – what is required? ... Three new tools. Neuralnetwork. fittingExperimental. databases. Ni-based alloyEP14157622.32013/0052077 A1GB1408536.9. Mo-Hf alloyEP14161255.6US 2014/223465GB1307533.8.
  3. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/CaiusTalk2015ii.pdf
    24 Aug 2020: Summary. Proposed a new approach for interaction potentials. Accelerated computation by up to x 30000.
  4. Machine learning in materials design,oil exploration, and beyondG.…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/SMFTalk2014.pdf
    24 Aug 2020: Mo-Nb forging alloyEP14161529.4US 2014/224885GB1307535.3. Ni disc alloyEP14157622.3US 2013/0052077 A2GB1408536.9. Two new tools. ... Accuratepredictions for3D printability. Three new tools. Neuralnetwork. fittingExperimental. databases. Ni-based
  5. DFT modeling research Gareth Conduit Patent GB1302743.8 (2013)Patent…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/DFTResearchDay2013.pdf
    24 Aug 2020: Theory of Condensed Matter Group, Department of Physics. Four new tools. ... Correlations between properties. Correlations between properties. Semiconductors. Working with Samsung to propose and experimentally verify new LED materials.
  6. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/RAMMTalk2016.pdf
    24 Aug 2020: Summary. Used artificial intelligence to discover materials. Proposed four new alloys, experimentally verified, now real-world testing.
  7. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/AAMSTalk2019.pdf
    24 Aug 2020: Combustor in a jet engine. Direct laser deposition requires new alloys.
  8. Optibrium Releases StarDrop 4

    www.tcm.phy.cam.ac.uk/~gjc29/coverage/cerella.pdf
    21 Oct 2020: our collaborators with the unprecedented outcomes it delivers. We are proud to reach this new milestone of launching. ... Optibrium continues to develop new products and research novel technologies to improve the efficiency and productivity of the drug
  9. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/KTNQuantumTalk2020.pdf
    24 Aug 2020: Materials enabler for new technology, advanced materials market estimates at $1.5 trillion per year. ... Accelerated implementation of standard algorithms in machine learning. Development of new machine learning methods, quicker and better at handling
  10. intellegens.ai Deep learning for industrial formulations and…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/BoeingTalk2019.pdf
    24 Aug 2020: Identify opportunities to develop new material IP. intellegens.ai. What Intellegens can bring to the program.
  11. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ArmourersBrasiers2013.pdf
    24 Aug 2020: Offer materials optimization service – paid per discovery. Designing a new alloy – what is required? ... S WO T. SWOT matrix. Study and discover new materialsAccount for heat treatmentsRapid calculation & optimization.
  12. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ACSTakedaTalk2018.pdf
    24 Aug 2020: 57, 2077 (2017). Random Realistic. Want to impute missing entries. Validate using a realistically split holdout data set, extrapolate to new chemical space. ... Train across all endpoints simultaneously to pull out activity-activity correlationsImpute
  13. LIMITS TO THE UNIVERSALITY OF QM

    www.tcm.phy.cam.ac.uk/~bdj10/papers/QMlimits.html
    6 Aug 2020: 3. D. Bohm, Unfolding meaning (Ark, London and New York, 1987), Chapter 3. ... 4. N. Bohr, Atomic Physics and Human Knowledge (Wiley, New York, 1958), Chapters 2 and 3.
  14. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/MLDGTalk2019.pdf
    24 Aug 2020: Schematic of a jet engine. Combustor in a jet engine. Direct laser deposition requires new alloys.
  15. intellegens.ai Machine learning for the design of materials,…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/DITTalk2019.pdf
    24 Aug 2020: Training2. Predict & design3. intellegens.ai. Manage and analyse models. intellegens.ai. Design, analyse, and share new materials.
  16. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/UCLTalk2013.pdf
    24 Aug 2020: Designing a new material – what is required? PCost. PDensity. PFatiguePCreepPOxidation.
  17. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ACSProteinTalk2018.pdf
    24 Aug 2020: 57, 2077 (2017). Random Realistic. Want to impute missing entries. Validate using a realistically split holdout data set, extrapolate to new chemical space. ... Train across all endpoints simultaneously to pull out activity-activity correlationsImpute
  18. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/CDTTalk2018.pdf
    24 Aug 2020: 2012: Working with Rolls Royce UTC. Design new materials that fulfil multiple target criteria in yield, hardness, melting, oxidation, cost, density, fatigue, toughness, creep, and processibility.
  19. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/DPGMaterialsTalk2018.pdf
    24 Aug 2020: Theory of Condensed Matter group. Direct laser deposition requires new alloys.
  20. Medicines Discovery Catapult Ltd | Incorporated in England and ...

    www.tcm.phy.cam.ac.uk/~gjc29/coverage/MDC.pdf
    24 Aug 2020: trials and regulatory approval, greatly adding to the costs of creating new medicines. ... discovery and early development of new medicines. Helping to transform ideas into commercial.
  21. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/WarwickTalk2016.pdf
    24 Aug 2020: Fatigue lifeCreep. Oxidationresistance. Corrosionresistance. Fracturetoughness. Processibility Yield strength. Requiredproperties. for new alloy. ... Used artificial intelligence to discover materials. Proposed four new alloys, experimentally verified,
  22. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ASTARTalk2018ii.pdf
    24 Aug 2020: Crystalstructure. Crystalstructure. Direct laser deposition requires new alloys. Neural networks for materials design.
  23. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/AIinHETalk2019.pdf
    24 Aug 2020: Combustor in a jet engine. Direct laser deposition requires new alloys.
  24. An ab initio study of theLittle-Parks effect in ultrathin ...

    www.tcm.phy.cam.ac.uk/~gjc29/talks/UCLTalk2011.pdf
    24 Aug 2020: Accelerated Metropolis sampling To perform thermal sum calculate.  Propose new configuration of and , accept with probability. ...  Calculating costs , where is the number of sites New method calculates using a order.
  25. Breakthroughs in data driven materials design EP14153898.3; US…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/SAITHQTalk2014.pdf
    24 Aug 2020: Materialsoptimization. Computational. InGaN-base semiconductors for blue LEDs. Three new tools in the materials design pipeline. ... Test four new tools uniquely unified within a materials design tool to maximize learning from data.
  26. Ben Gurion University & Weizmann Institute of ScienceCurt von ...

    www.tcm.phy.cam.ac.uk/~gjc29/posters/WarwickFerromagnet.pdf
    24 Aug 2020: New experimental signatures include: The formation of larger domains within a harmonic trap. ... INTRODUCTION. NEW EXPERIMENTAL SIGNATURES FROM MASS IMBALANCE. curt.vonkeyserlingk@physics.ox.ac.uk. Itinerant ferromagnetism in a Fermi gas with mass
  27. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/LegionTalk2018.pdf
    24 Aug 2020: Schematic of a jet engine. Direct laser deposition requires new alloys.
  28. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/MilliporeSigmaTalk2020.pdf
    24 Aug 2020: Realistically split holdout data set, extrapolate to new chemical space. Impute missing entries in new chemical space. ... Realistically split holdout data set, extrapolate to new chemical space, and calculate the accuracy.
  29. Electrons in a spin Gareth ConduitUniversity of Cambridge Pt ...

    www.tcm.phy.cam.ac.uk/~gjc29/talks/CUPSTalk2011.pdf
    24 Aug 2020: Study many-body phenomena driven by firmly established equations of motion. Search for new fundamental equations of motion. ... important collective motion – more is different Many-body interactions coupled with quantum mechanics leads to new.
  30. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ASTARTalk2018.pdf
    24 Aug 2020: Crystalstructure. Crystalstructure. Direct laser deposition requires new alloys. Neural networks for materials design. ... Experimental validation. Validated by another company who identified new proteins. and experimentally measured the protein activity
  31. 3. LOCAL ENERGYThe polarisability was found to be The ...

    www.tcm.phy.cam.ac.uk/~gjc29/posters/ManyFlavour.pdf
    24 Aug 2020: 1. OVERALL AIMAnalyse many flavour electron gases.SPECIFIC AIMS OF THIS PROJECT Derive new analytical results for the system. ... 1).We introduce a new quantum number, the flavour, which denotes an electron's valley.
  32. Gareth Conduit The life of a condensed matter theorist ...

    www.tcm.phy.cam.ac.uk/~gjc29/talks/PhysicsAtWorkTalk2008.pdf
    24 Aug 2020: Leads to new interesting many-body effects that have prac-tical applications in modern day life e.g. • ... Yes. You have learnt something new about the way the world works.
  33. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/LoughboroughTalk2016.pdf
    24 Aug 2020: Summary. Analyze databases with artificial intelligence to discover four new alloys.
  34. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/LancasterTalk2015.pdf
    24 Aug 2020: Oxidationresistance. Corrosionresistance. Processibility. Fracturetoughness Yield strength. Requiredproperties. for new alloy. Multidimensional design space. ... Modelcreation. External. Summary. Used artificial intelligence in materials discovery.
  35. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/RSCTalk2020.pdf
    28 Sep 2020: Fill in’ missing data to proactively highlight high-quality compounds Identify new opportunities with confidence. • ... Target for a new ink. Dr Josie Harries. Alchemite proposes a new ink.
  36. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/OPTiMaDeTalk2018.pdf
    24 Aug 2020: Planned inclusion of OPTiMaDe API in matador. API manages DFT and molecular dynamics data for designing new lubricants.
  37. Disrupting the Production Timeline with Digitalisation and Additive…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/CeramicsUKTalk2020.pdf
    4 Dec 2020: 4. How can OEMs and end users collaborate to accelerate the adoption of new technology?
  38. Optibrium_Augmented Chemistry_09 10 19_for final approvalv2

    www.tcm.phy.cam.ac.uk/~gjc29/coverage/AugmentedChemistry.pdf
    14 Dec 2020: The company’s new Augmented Chemistry products and services deliver ground-breaking artificial intelligence technologies that continuously learn from all available data to supplement researchers experience and skills. ... Optibrium continues to develop
  39. Version 3

    www.tcm.phy.cam.ac.uk/~gjc29/posters/Intellegens.pdf
    24 Aug 2020: 200x. Using a new deep learning technology, developed by members of our founding team at the University of. ... created empirically at significant expense. Our new algorithm can extract an unprecedented amount of.
  40. An ab initio study of theLittle-Parks effect Gareth Conduit, ...

    www.tcm.phy.cam.ac.uk/~gjc29/talks/TCMTalk2011.pdf
    24 Aug 2020: Liu et al., Science 2001; Wang et al., PRL 2005]. Strategy to study superconductors Develop new formalism to:. ... ple. Lead. Lead. Summary & future prospects.  Developed new formalism that includes thermal phase fluctuations to calculate and probe
  41. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/AccelrysTalk2013.pdf
    24 Aug 2020: Designing a new material – what is required? Cost. Density. Fatigue lifeCreepOxidationresistance. ... Designing a new material – what is required? PCost. PDensity. PFatiguePCreepPOxidation.
  42. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ElixirTalk2020.pdf
    29 Oct 2020: Machine learning as a black box. Train from historical data. Predict new chemicals.
  43. Modelling the magnetoresistance of disordered superconducting films…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/YorkTalk2012.pdf
    24 Aug 2020: Accelerated Metropolis sampling To perform thermal sum calculate.  Propose new configuration of and , accept with probability. ...  Calculating costs , where is the number of sites New method calculates using a order.
  44. Pseudopotentials for an ultracold dipolar gasThomas Whitehead and…

    www.tcm.phy.cam.ac.uk/~gjc29/posters/Pseudopotential.pdf
    24 Aug 2020: In order to remedy this we propose a smooth new pseudopotential (green).
  45. Gareth Conduit Quantum critical itinerant ferromagnetism Gareth…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/ESDGTalk2009.pdf
    24 Aug 2020: H. Gareth Conduit. Sr3Ru. 2O. 7. Resistance anomaly. Consistent with a new crystalline phaseGrigera et al., Science 2004.
  46. Inhomogeneous phase formation on the border of itinerant…

    www.tcm.phy.cam.ac.uk/~gjc29/talks/APSTalki2010.pdf
    24 Aug 2020: Summary of equilibrium results. Momentum distribution. New approach to fluctuation corrections.
  47. DATA - DRIVEN DISCOVERY 7 examples of how materials ...

    www.tcm.phy.cam.ac.uk/~gjc29/talks/WebinarSevenApplicationsTalk2020.pdf
    24 Aug 2020: Outcome. New nickel-base superalloy that met 11 targets. Properties were experimentally verified. ... 3D printing. Challenge. Additive manufacturing is a new process that requires new materials.
  48. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/GrantaTalk2016.pdf
    24 Aug 2020: Summary. Artificial intelligence tool that can handle fragmented data. Discover four new alloys that are experimentally verified.
  49. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/BMLMunjalTalk2020.pdf
    22 Nov 2020: Combustor in a jet engine. Direct laser deposition requires new alloys.
  50. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/InnsbruckTalk2012.pdf
    24 Aug 2020: Absence of domainsHo in “Magnetized Gas Points to New Physics”, Science (2009). •
  51. Slide 1

    www.tcm.phy.cam.ac.uk/~gjc29/talks/BristolLecture12014.pdf
    24 Aug 2020: New strongly correlated effects. Within condensed matter physics, there is a very exciting interplay between experiment and theory: Sometimes theory is first to predict effects, often experiments discover interesting novel phenomena

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