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Human Centric Innovation
Driving a Trusted Future
Time travel to
2043:
A quantum-
inspired journey
to discover new
insights
Our need to discover new insights
There are a lot of problems that do not bend easily to the modern computing.
The potential is huge, the question is when.
Degree of
congestion
High
Low
High
Low
Degree of
congestion
Degree of
congestion
High
Low
High
Low
Degree of
congestion
Departure/Destination SatNav navigation Traffic route optimization
The area we are discussing today is called combinatorial optimization.
These problems exist in every company.
40% reduction in
total traffic time?
Recalculating
changing conditions
every second?
Must ease traffic
congestion
Creating knowledge and intelligence from data
Quantum
Computing
Neural
Computing
General-purpose
Computers
Domain specific architectures for major application
functions of the domain: deep learning, media
search, combinatorial optimization,…
Digital
Annealer
To solve even bigger numeric
problems, just wait a few years
for more powerful computers
Reaching the limit
of Moore’s law
Digital era requires that we solve
exponentially massive challenges
Choosing and packing a bag with 40
most valuable items out of a total of 100
… we are dealing with 1.34x1028 possibilities
[One million times the number of stars in the universe]
What is combinatorial optimization?
Finding the shortest route that visits each city
exactly once and returns to the origin city
With 5 cities there are 12 possible routes but with 32 cities
… we are dealing with 4.1x1033 possible routes
[Takes 13 billion years even with world’s fastest supercomputer]
Number of combinations increases exponentially
(N-1)!/2
Manufacturing
Parts placement Shelf layout Work route
Material blending Staff scheduling Production planning
Acoustic design Fluid simulations Crash simulation
Learning something new and fundamental in…
[Car chassis seam sealing for 64 seams deals with 10106 combinations]
Learning something new and fundamental in…
Financial services
Portfolio risk optimization Credit risk scoring Trading
Fund/derivative management Financial instruments modeling
Asset valuation Loan design Quality risk assessment
[Investment portfolio analysis of 500 stocks deals with 10150 combinations]
Pharmaceuticals
Drug discovery
Molecular similarity
Protein folding
Learning something new and fundamental in…
Chemical & Material
Science
New material discovery
Compound design
[Comparison of molecules with 50 atoms for molecular similarity deals with 1048 combinations]
Learning something new and fundamental in…
Healthcare
Cancer radiation therapy
Bed allocation Patient’s meal preparation
Shift schedule management Surgery scheduling
[Cancer radiation therapy with beams from only one direction deals with 10150 combinations]
Learning something new and fundamental in…
Logistics / Transportation
Warehouse routing Parallel fleet routing
Milk run logistics Picking and loading Delivery routing
Traffic infrastructure construction Waste management
[Six trucks and 43 delivery locations must find its greenest solution from 1050 combinations]
Learning something new and fundamental in…
Utility & Energy
Power transmission routing Plant shutdown planning
Transmission scheduling Power flow optimization
Telecom network configuration Station allocation
Learning something new and fundamental in…
Retail
Joint replenishment Assortment rationalization
Price optimization Loading & packing
Social network analysis Workforce rosters
Across all industriess, business and functions
Logistics
Production
Quality control
Marketing
Strategy and planning
Procurement
Sales
R&D
Services
Infrastructure
Manufacturing
Banking
Insurance
Pharmaceuticals
Healthcare
Logistics
Retail
Transportation
Utility & Energy
Materials
Solving these problems in
real time?
Would be game changing.
What is annealing?
Metal is heated to a high temperature.
The structure stabilizes as it is slowly cooled (=low energy).
The most stable state has minimum energy.
The
minimum
value
What is annealing?
෍ 𝑚𝑖𝑛
Evaluates all subsequent
candidate states, arising
from all possible bit flips
(energy states), in parallel
Inspired by quantum
parallelism (superposition)
Simultaneously evaluates
multiple energy potentials,
avoiding local minimum
traps
Inspired by quantum
tunnelling
Full-connectivity across all
bits facilitates instant
interaction across the whole
system
Inspired by quantum
entanglement
Digital annealing
Solutionerror
Possible state
Finding the optimal solution
0
1
0 1
0
1
1
0
… …
Stochastic parallelism Annealing process Easy Problem Mapping
Case study | Welding robot automatization
 Welding robots visit seam locations
 Seam can be welded in 2 directions
 Find best welding directions and optimal
roundtrip between endpoints = minimum time
 Deals with countless of possibilities:
2n-1(n-1)! where n = number of seams
Digital Annealer optimizes the routing of seaming process reducing time and cost
[Chassis seam sealing for 64 seams deals with 10106 combinations]
Digital Annealer | Current state and roadmap
The World's First Quantum-Inspired Technology
Delivering Performance Generations Ahead
1st Generation (2018)
2nd Generation (2019)
1,024 bits
Full interconnection
16-bit precision
65,536 gradations
Up to 8,192 bits
Full interconnection
Up to 64-bit precision
18.45 quintillion gradations
On-Premises
Next Generation
Large-scale
parallel
processing
1 million
bit scale
Digital Annealer Unit
[12 Moore’s generations ahead today = Year 2043]
Cloud
Cloud
Call to action
1. Identify the business problem
2. Map the problem to Ising or QUBO
3. Proof-of-technology and proof-of-value
4. Run it on Digital Annealer in the cloud or on-premises
[A quantum-inspired journey to discover new insights]
Thank you | Speakers | Contact
Glen Koskela
CTO, Fujitsu Finland
glen.koskela@fi.fujitsu.com
Alex Saliniemi
Data Scientist, Fujitsu Finland
alex.saliniemi@fi.fujitsu.com

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Digital Annealer Keynote

  • 1. Human Centric Innovation Driving a Trusted Future Time travel to 2043: A quantum- inspired journey to discover new insights
  • 2. Our need to discover new insights There are a lot of problems that do not bend easily to the modern computing. The potential is huge, the question is when. Degree of congestion High Low High Low Degree of congestion Degree of congestion High Low High Low Degree of congestion Departure/Destination SatNav navigation Traffic route optimization The area we are discussing today is called combinatorial optimization. These problems exist in every company. 40% reduction in total traffic time? Recalculating changing conditions every second? Must ease traffic congestion
  • 3. Creating knowledge and intelligence from data Quantum Computing Neural Computing General-purpose Computers Domain specific architectures for major application functions of the domain: deep learning, media search, combinatorial optimization,… Digital Annealer To solve even bigger numeric problems, just wait a few years for more powerful computers Reaching the limit of Moore’s law Digital era requires that we solve exponentially massive challenges
  • 4. Choosing and packing a bag with 40 most valuable items out of a total of 100 … we are dealing with 1.34x1028 possibilities [One million times the number of stars in the universe] What is combinatorial optimization?
  • 5. Finding the shortest route that visits each city exactly once and returns to the origin city With 5 cities there are 12 possible routes but with 32 cities … we are dealing with 4.1x1033 possible routes [Takes 13 billion years even with world’s fastest supercomputer] Number of combinations increases exponentially (N-1)!/2
  • 6. Manufacturing Parts placement Shelf layout Work route Material blending Staff scheduling Production planning Acoustic design Fluid simulations Crash simulation Learning something new and fundamental in… [Car chassis seam sealing for 64 seams deals with 10106 combinations]
  • 7. Learning something new and fundamental in… Financial services Portfolio risk optimization Credit risk scoring Trading Fund/derivative management Financial instruments modeling Asset valuation Loan design Quality risk assessment [Investment portfolio analysis of 500 stocks deals with 10150 combinations]
  • 8. Pharmaceuticals Drug discovery Molecular similarity Protein folding Learning something new and fundamental in… Chemical & Material Science New material discovery Compound design [Comparison of molecules with 50 atoms for molecular similarity deals with 1048 combinations]
  • 9. Learning something new and fundamental in… Healthcare Cancer radiation therapy Bed allocation Patient’s meal preparation Shift schedule management Surgery scheduling [Cancer radiation therapy with beams from only one direction deals with 10150 combinations]
  • 10. Learning something new and fundamental in… Logistics / Transportation Warehouse routing Parallel fleet routing Milk run logistics Picking and loading Delivery routing Traffic infrastructure construction Waste management [Six trucks and 43 delivery locations must find its greenest solution from 1050 combinations]
  • 11. Learning something new and fundamental in… Utility & Energy Power transmission routing Plant shutdown planning Transmission scheduling Power flow optimization Telecom network configuration Station allocation
  • 12. Learning something new and fundamental in… Retail Joint replenishment Assortment rationalization Price optimization Loading & packing Social network analysis Workforce rosters
  • 13. Across all industriess, business and functions Logistics Production Quality control Marketing Strategy and planning Procurement Sales R&D Services Infrastructure Manufacturing Banking Insurance Pharmaceuticals Healthcare Logistics Retail Transportation Utility & Energy Materials Solving these problems in real time? Would be game changing.
  • 14. What is annealing? Metal is heated to a high temperature. The structure stabilizes as it is slowly cooled (=low energy). The most stable state has minimum energy. The minimum value
  • 15. What is annealing? ෍ 𝑚𝑖𝑛
  • 16.
  • 17. Evaluates all subsequent candidate states, arising from all possible bit flips (energy states), in parallel Inspired by quantum parallelism (superposition) Simultaneously evaluates multiple energy potentials, avoiding local minimum traps Inspired by quantum tunnelling Full-connectivity across all bits facilitates instant interaction across the whole system Inspired by quantum entanglement Digital annealing Solutionerror Possible state Finding the optimal solution 0 1 0 1 0 1 1 0 … … Stochastic parallelism Annealing process Easy Problem Mapping
  • 18. Case study | Welding robot automatization  Welding robots visit seam locations  Seam can be welded in 2 directions  Find best welding directions and optimal roundtrip between endpoints = minimum time  Deals with countless of possibilities: 2n-1(n-1)! where n = number of seams Digital Annealer optimizes the routing of seaming process reducing time and cost [Chassis seam sealing for 64 seams deals with 10106 combinations]
  • 19. Digital Annealer | Current state and roadmap The World's First Quantum-Inspired Technology Delivering Performance Generations Ahead 1st Generation (2018) 2nd Generation (2019) 1,024 bits Full interconnection 16-bit precision 65,536 gradations Up to 8,192 bits Full interconnection Up to 64-bit precision 18.45 quintillion gradations On-Premises Next Generation Large-scale parallel processing 1 million bit scale Digital Annealer Unit [12 Moore’s generations ahead today = Year 2043] Cloud Cloud
  • 20. Call to action 1. Identify the business problem 2. Map the problem to Ising or QUBO 3. Proof-of-technology and proof-of-value 4. Run it on Digital Annealer in the cloud or on-premises [A quantum-inspired journey to discover new insights]
  • 21. Thank you | Speakers | Contact Glen Koskela CTO, Fujitsu Finland glen.koskela@fi.fujitsu.com Alex Saliniemi Data Scientist, Fujitsu Finland alex.saliniemi@fi.fujitsu.com