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French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and...

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ORGANIZED BY JUNE 20 TH 2019 French industrial quantum use cases Henri CALANDRA Expert in Numerical algorithms and High Performance Computing for Geosciences at Total E&P Scientific Advisor for Total Corporate Research, France
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Page 1: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

ORGANIZED BY

JUNE 20TH

2019

French industrial quantum use cases

Henri CALANDRAExpert in Numerical algorithms and High Performance Computing for Geosciences at Total E&P

Scientific Advisor for Total Corporate Research, France

Page 2: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

Quantum Computing @ TOTALHenri Calandra, TOTAL E&P

Page 3: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

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Why explore Quantum computing technology?EXPLORE QUANTUM COMPUTING TECHNOLOGY

WHAT HAVE WE DONE SO FAR…

CONCLUSION

Page 4: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

4

Why explore Quantum computing technology?

Page 5: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

Toward more and more complex classical HPC systems

5

✓ Classical computers have fundamental limits:

▪ Transistor scaling

▪ Energy consumption

✓ HPC systems are likely to become much more heterogeneous and

massively-parallel systems

▪ Parallelism limitations: Adhams’law

✓ End of Moore’s law is expected by around 2025 !!

Page 6: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

Compute requirements continue to grow

6

✓ Seismic depth imaging:

✓ compute better, faster

✓ More physics

✓ More data integration

✓ Uncertainty quantification

✓ Reservoir simulation:

✓ Compute faster

✓ Better predictability

✓ Multi real time simulations✓ Inversion of subsurface models

✓ operations optimization, ✓ cost and risk reduction

✓ More complex targets:✓ strong geological heterogeneity – several reservoirs

✓ Massive simulations:✓ history matches; uncertainty Mgt on huge models

✓ New physics for EOR & integration of different processes incl. geomechanics

Page 7: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

An there’s more we want to do

7

Machine learning, HPDA

✓ Development of new training set

and algorithms

✓ Classification and sampling of large

dataset

✓ Physics-constrained neural nets…

A

B

Liquid

Vapor

Combinatorial optimization

✓ MINLP (Mixed Integer Non Linear

programming) problems in general

including:

✓ Refinery blending,

✓ Scheduling, production, shipping.

✓ Oil field/reservoir optimization

✓ ….

Computational material science

✓ The ability to accurately model

ground states of fermionic systems

would have significant implications

for many areas of chemistry and

materials science:✓ Catalysis, Solvents, Lubricants,

batteries…

Page 8: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

An there’s more we want to do

8

Machine learning, HPDA

✓ Development of new training set

and algorithms

✓ Classification and sampling of large

dataset

✓ Physics-constrained neural nets…

A

B

Liquid

Vapor

Combinatorial optimization

✓ MNILP problems in general including:

✓ Refinery blending,

✓ Scheduling, production, shipping.

✓ Oil field/reservoir optimization

✓ ….

Computational material science

✓ The ability to accurately model

ground states of fermionic systems

would have significant implications

for many areas of chemistry and

materials science:✓ Catalysis, Solvents, Lubricants,

batteries…

✓ Compute better, compute faster

✓ Solve intractable problems on classical High Performance Computing

Explore Quantum computing as a disruptive technology ?

Page 9: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

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explore Quantum computing technology

Page 10: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

1

0

QUANTUM HARDWARE DEVELOPMENT IS ACCELERATING

✓ A groundbreaking new approach to pave the way for the future of scientific computing

beyond exascale ?

Page 11: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

A very challenging technology

✓Quantum Hardware comes in many forms (supra-conductors, ion trap, photonics…)

✓ Still limited to few ten’s of qubits NISQ (Noisy Intermediate scale Quantum device)

From Denis Vion, CEA, 41th Orap Forum

IBM

Google

Rigetti

IONQ

XANADU

Page 12: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

OBJECTIVEs

12

✓ Understand Quantum Computers technology evolution

D’WAVE computerIBM Q

Google: bristlecone Rigetti : 16Q Aspen

✓ Accelerate and build in-house competencies skill set with research

partners and hardware providers ecosystem to develop algorithms for

Total business use cases

✓ Be ready when industrial quantum computers become available and quantum supremacy is

demonstrated.

✓ Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science

Page 13: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

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Anticipated Impact ( what we expect)

✓ Compute better, compute faster

✓Open new frontiers in R&D for Chemistry, material science, optimization, machine learning,….

Quantum linear algebra

(qublas), solving ODEs. PDEs,

inverse problems…Quantum

combinatorial

optimization

Quantum machine

learningQuantum Chemistry

Page 14: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

14

What have we done so Far…

Page 15: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

Define an appropriate R&D roadmap and potential Use CASES

Quantum combinatorial

optimization

Quantum machine learningQuantum Chemistry

NISQ device ~ (102 qubits) 3-5 years (pre)-QEC device ~ (103(-6) qubits) 5+ (++?) years

Quantum linear algebra (qublas), solving ODEs. PDEs,

inverse problems…

15

Page 16: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

Quantum Computing at Total

Q Hardware Q Software Applications

Math librariesATOS QLM - emulator

Verification: simulation, benchmarking, testing

Chemistry, Material Science

Optimization, Machine Learning

Hybrid (QC-HPC)

Gate-based (IBM, Rigetti, google…)

Annealer ( D-Wave,….)

Programming models

Hybrid computing ODEs, PDEs, linear algebra, inverse problem…

Quantum computing global program overview

16

Page 17: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

17

academic and industrial collaborations network

Collaboration agreement, purchase of a 30 and 35 qubits QLM

ATOS QLM-30 system, installed September 2018, ATOS QLM 35 Qubits system upgrade in progress

Quantum Machine learning

for industrial applications.

Ph.D. 07/01/2019-

06/30/2024

Quantum Derivative free

gradient optimization for

inverse problems

Ph.D. 10/01/2019-09/30/2024

Jülich Unified Infrastructure for Quantum computing (JUNIQ)

2 months internship on quantum micro benchmark

Quantum Gibbs sampling on

NISQ devices. 2 years PostDoc,

09/01/2019-08/31/2021

EU-Project (FETFLAG-QUANTUM): PasQuans

Quantum Seismic Imaging, 2 years postdoc,

07/01/2019-06/30/2021

Qualitative Computing for Quantum Computing,

2 years postdoc, 07/01/2019-06/30/2019

Construction of a QBLAS library, Ph.D. 10/01/2019-09/30/2022

Page 18: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

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Get one’s hands dirty in Programming models and algorithm design✓ Examples of on going dev:

✓ NISQ oriented applications development on ATOS QLM : VQE and QAOA

VQE QAOA

✓ Understand existing implementations: QISKIT (IBM), Pyquil (Rigetti)….

✓ Understand actual limitations (HW and algorithm) and possible test cases.✓ « hybrid » programming , mixing quantum speedup procedures and classical ones

Page 19: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

conclusion✓ Quantum computing is a huge paradigm shift and Quantum

algorithmics is a brand new science

19

GROVER ALGORITHM

✓ Quantum computing can provide new opportunities,

opening new frontiers in R&D in many fields of application.

✓ Set up a good academic, partners and industrial network

based on an appropriate research program

✓ Build internal skills to develop algorithms for Total business use case

✓ Quantum Computing for Industrial Applications Project:✓ 2018: project design, collaboration setup , purchase of a QLM30 qubits

✓ 2019: ✓ 2(3) Total researchers,✓ 3 Postdocs and 3 PhDs,✓ Upgrade to a QLM 35 qubits✓ Develop internal skills on NISQ devices

Page 20: French industrial quantum use cases - QCB€¦ · Quantum computing is a huge paradigm shift and Quantum algorithmics is a brand new science 19 GROVER ALGORITHM Quantum computing

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