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Powered by FUJITSU Quantum-Inspired Computing Digital Annealer
Unclassified 1 © 2019 FUJITSU
Agenda
1. Fujitsu en España
2. Necesidad de ir más allá de la computación clásica
3. La potencia y la promesa de Fujitsu’s Digital Annealer
4. Casos de uso
5. Solución como servicio “end-to-end”
2 © 2019 FUJITSUUnclassified
Fujitsu en España - Más de 40 años …
Ángeles Delgado
Directora General
España
Fujitsu en España – desde 1973
2.800 empleos directos
2 Centros de Servicio Remoto: Madrid y Sevilla
Service Delivery Center:
• 2 Fujitsu Service MultiCloud Data Center con acceso directo a
plataformas de Computación Cuántica en Canada y Japón
4 Centers of Excellence:
• 1 CoE Retail Banking en Barcelona
• 1 CoE Data – Analytics en Madrid
• 1 CoE Justicia en Valencia
• 1 CoE de Servicios al Puesto de trabajo en Barcelona
4 Centros de Desarrollo: Madrid, Barcelona, Valencia y Sevilla
Fujitsu Laboratorios de Europa en Madrid
Fujitsu Fabrica en Malaga
53 Centros de Mantenimiento
9 Oficinas Comerciales
Líderes en servicios
gestionados y
outsourcing de
infraestructuras en
España:
© 2019 FUJITSU3Unclassified
Más allá de la computación clásica?
Solventar un tipo específico de problema a gran
escala llamado de optimización combinatorial es
una de las agendas de disrupción que están sobre
la mesa.
Pero estamos llegando al límite de lo que la
computación clásica puede entregar (al menos en
unos tiempos razonables) …
4 © 2019 FUJITSUUnclassified 4 © 2019 FUJITSU
Existen problemas importantes a resolver
Optimización Robótica:
La optimización de un robot de una
cadena de montaje de coches
supone 10106 combinaciones
Inversiones
El análisis de un portfolio de
inversión de una cartera de 500
valores supone 1.63×10150
combinaciones
Farmaceútica
La comparación de moléculas con
50 átomos suponen
1048 posibilidades
Optimización Tráfico
Estudiar como minimizar la
congestión entre cinco pares de
puntos de salida y destino suponen
10100
combinaciones
© 2019 FUJITSU5Unclassified
“The thing driving the hype is the
realization that quantum computing
is actually real.
It is no longer a physicist’s dream —
it is an engineer’s nightmare”
Isaac Chuang
MIT Professor of Physics and Engineering
La computación cuántica es un reto enorme …
6 © 2019 FUJITSUUnclassified 6 © 2019 FUJITSUUnclassified
FUJITSU Quantum-Inspired
Computing Digital Annealer
bringing disruptive capabilities
to real-world challenges
7 © 2019 FUJITSUUnclassified 7
FUJITSU Digital Annealer
Quantum-Inspired performance
The world’s first quantum-inspired solution delivers performance generations ahead, without the cost and
complexity of quantum engineering
* This figure is based on solving a typical combinatory optimization problem in software using the algorithm implemented in the hardware running on a Xeon family processor.
Works at room
temperature
High precision
and accuracy
Avoids complexity and energy costs
of advanced cooling solutions
Standard
infrastructure
Performance 12 Generations
Ahead of Moore’s Law
The solution can be deployed
anywhere between edge and cloud
10,000 times faster than
industry standard compute*
8 © 2019 FUJITSUUnclassified
Global automotive OEM
Large Automotive OEM successfully
optimized mirror design of the car
to reduce noise emission for
improved driving comfort
Automotive OEM
European Automotive OEM, successfully
optimized robot positioning for 64seam
sealing of chassis resulting in production
of more cars with the same resources
and time
Retos solucionados hoy con Digital Annealer
Manufacturers
Executing job-shop rescheduling in
1 second.
Reduce travel distance for picking
warehouse parts by up to 45%
Japan Post
Shrinking delivery fleet, time and
cost. Improved loading efficiency by
optimizing transportation
scheduling of parcel delivery trucks.
NatWest bank: portfolio
optimization
Enabling NatWest to achieve the goal
of obtaining well diversified portfolio.
DA testing demonstrated 300 times
faster results compared to their
existing systems
Pharmaceuticals
Accelerated protein structure
prediction for drug discovery and
biotech research. The most stable
structures were identified from
10100
candidates in minutes
9 © 2019 FUJITSUUnclassifiedUnclassified 9 © 2019 FUJITSU
Optimización de portfolio en NatWest (£120bn)
n Faster than traditional computing
n Higher degree of accuracy
NatWest’s own press release
“...our first application of quantum-like computing
power has been so successful we think the technology
could be applied to many other calculations and
problems the bank faces on a daily basis. In the long run,
quantum-inspired computing could completely change
the way banks operate, making them much more
efficient and cheaper to run, which in turn would mean
customer’s benefit from better deals and improved
service.”
Kevin Hanley
Director of Innovation at NatWest
19 September 2018
NatWest begins testing with quantum computing
power to help solve highly complex calculations
Quantum computers can solve problems in just a fraction of the
time that traditional computers could take years to complete.
The hardware used in testing has been Fujitsu's quantum-inspired
Digital Annealer, whilst the quantum software is provided by 1Qbit
– of which NatWest is an investor and board observer. This strategic
relationship has provided NatWest with unparalleled insights and
access to remain at the forefront of this emerging technology.
Unclassified 10 © 2019 FUJITSU
Optimización del plan de recarga de ATMs
n Transforms ATM usage similarities (day
of the week, season, cash transaction
amounts, etc.) to distance parameters
between ATMs.
n Customer Benefits
n Since clustering can be performed with
higher accuracy than conventional
methods, optimized ATM cash
replenishment plans result in reduced
replenishment costs and increased
profits.
n Input Data
n Usage characteristics from ATMs (day
of the week, season, cash transaction
amounts, etc.)
n Overview & Challenges
n An ATM cash replenishment plan is
optimized by finding the
combination of ATMs with similar
cash demand tendencies.
n Cash replenishment costs account
for 35-60% of the total cost of
operating an ATM, making the
optimization of cash replenishment
plans a key factor in improving ATM
profitability.
n Highlights
n Digital Annealer allows for the highly
accurate correlation and clustering of
ATM daily usage characteristics.
Optimization of ATM cash replenishment plans with clustering to improve profits and reduce replenishment
costs.
Unclassified 11 © 2019 FUJITSU
Optimización de robótica en cadena de
montaje
n Digital Annealer optimizes round trip time for
welding robots to reach seam locations
n Quintillions of possibilities computed in an instant
n Quantum computing solutions may currently
optimize routes for 7 seams
n A major OEM is today calculating 22 seams with
Digital Annealer, 64 with Digital Annealer 2
Digital Annealer optimizes the routing of seaming process leading to disruptive change
Unclassified 12 © 2019 FUJITSU
Optimización de la carga de componentes en
factoría
n Issues
n Inconsistent and inefficient parts picking
process
n Large variety of parts for each product
n Efficiency depended on the experience of
individual workers
n Solution
n Routes and available parts shelf population
are a combinatorial optimization problem
n After calculation, optimum route is
displayed on a tablet
Reduce travel distance for picking warehouse parts by up to 45% – already deployed by Fujitsu
Very complicated
picking routes required
experienced workers
Digital Annealer provides
optimum picking routes
displayed on a tablet
Warehouse area: 1000m²
Number of parts: 3000
n Results
n Efficiency no longer dependent on
warehouse experience
n Travel distances reduced by up to 45%
per month
n Planned roll-out to other factories and
processes, such as warehouse
management
n Live Application Scenario:
n Optimal placement of in-stock parts
between factories and distribution
warehouses already in use by Fujitsu
n 45% savings in travel time
Unclassified © 2019 FUJITSU13
Optimización de transporte | Japan Post
n Optimized transportation route combinations, truck types and
cargo loads in collaboration with quantum software company,
A*Quantum
n Single city post office delivery fleet reduced from 52 to 48 trucks
n By shrinking the delivery fleet and lowering delivery times,
transportation costs reduced and truck loading efficiency
improved
Japan Post improved loading efficiency by optimizing transportation scheduling of parcel delivery trucks
Optimize
Transportation
Planning
Unclassified © 2019 FUJITSU14
n Predicting the most stable protein side-chain
structures, utilizing Digital Annealer
n Aiming to improve stereo-chemical prediction
accuracy in target protein research and accelerate
drug discovery
Digital Annealer was able to deliver the most stable structures from up to 10100 candidates within minutes
Predicción de estructuras Proteicas
Optimize
Molecular Structure
Stability
Unclassified 15 © 2019 FUJITSU
Optimización de la radioterapia
n Issues
n Cancer radiation therapy can damage vital
organs
n Massive number of irradiation patterns
(number of combinations) with variations
such as range, direction, and intensity of
irradiation
n Huge computational load required for
treatment plan simulation
n Even when the beams are from only one
direction, the number of combinations
would be 10150
n Current technology needs multiple hours to
a few days to calculate the combinatorial
optimum
n Solution
n Something here about the
algorithm/method?
n Digital Annealer takes only a few
minutes
n Benefits
n Faster treatment plans means ability
to help patients more quickly
n More accurate therapy reduces risk
of side effects
Digital Annealer accelerates new drug and materials discovery, by finding new correlations between molecules to
help develop healthier foods, prevent diseases and discover individually customized drugs
Cancer
Vital Organs
Intensity Modulated Radiation Therapy (IMRT)
In case of irradiation of 1cm2 tumor with precision
of 1mm2 and 32 intensity levels from one direction
Unclassified 16 © 2019 FUJITSU
Como atacamos un problema de
optimización?
2
1
3
𝐸 𝑋 = − %
{',)}
𝑊') 𝑥' 𝑥) − %
'
𝑏' 𝑥'
Parallelism
64-bit precision
Full Connectivity
Ex: vehicle navigation or cash in-transit
Identicamos el problema
What is the problem that you are trying to solve?
• Assess the problem –optimization driven
• Creating new disruptive markets
Mapeamos el problema
Transform the identified problem to
mathematical model – Ising or QUBO
Ejecutamos en Digital Annealer
Identify optimal solution in seconds
Fujitsu Sans Light – abcdefghijklmnopqrstuvwxyz ABCDEFGHIJKLMNOPQRSTUVWXYZ 0123456789
¬!”£$%^&*()_+-=[]{};’#:@~,./<>?| ©¨~¡¢¤¥¦§¨ª«»¬-
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ÿĐıŒœŠšŸŽžƒʼˆˇ¯˙˚˛˜˝·-‒–—―‘’‚“”„†‡•…‰‹›‾⁄⁰⁴⁵⁶⁷⁸⁹₀₁₂₃₄₅₆₇₈₉€™Ω→∂∆∏∑−√∞∫≈≠≤≥⋅■◊fifl
Fujitsu Sans – abcdefghijklmnopqrstuvwxyz 0123456789 ¬!”£$%^&*()_+-=[]{};’#:@~,./<>?|
©¨~¡¢¤¥¦§¨ª«»¬-
®¯°±²³µ¶·¸¹º¼½¾¿ÀÁÂÃÄÅÇÈÆÉÊËÌÍÎÏÐÑÒÓÔÕÖ×ØÙÚÛÜÝÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüýþ
ÿĐıŒœŠšŸŽžƒʼˆˇ¯˙˚˛˜˝·-‒–—―‘’‚“”„†‡•…‰‹›‾⁄⁰⁴⁵⁶⁷⁸⁹₀₁₂₃₄₅₆₇₈₉€™Ω→∂∆∏∑−√∞∫≈≠≤≥⋅■◊fifl
Fujitsu Sans Medium – abcdefghijklmnopqrstuvwxyz 0123456789 ¬!”£$%^&*()_+-
=[]{};’#:@~,./<>?| ©¨~¡¢¤¥¦§¨ª«»¬-
®¯°±²³µ¶·¸¹º¼½¾¿ÀÁÂÃÄÅÇÈÆÉÊËÌÍÎÏÐÑÒÓÔÕÖ×ØÙÚÛÜÝÞßàáâãäåæçèéêëìíîïðñòóôõö÷øùúûüýþ
ÿĐıŒœŠšŸŽžƒʼˆˇ¯˙˚˛˜˝·-‒–—―‘’‚“”„†‡•…‰‹›‾⁄⁰⁴⁵⁶⁷⁸⁹₀₁₂₃₄₅₆₇₈₉€™Ω→∂∆∏∑−√∞∫≈≠≤≥⋅■◊fifl

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Tecnologías Cuánticas y sus aplicaciones

  • 1. © 2019 FUJITSUUnclassified Join the journey of transforming business and society Powered by FUJITSU Quantum-Inspired Computing Digital Annealer
  • 2. Unclassified 1 © 2019 FUJITSU Agenda 1. Fujitsu en España 2. Necesidad de ir más allá de la computación clásica 3. La potencia y la promesa de Fujitsu’s Digital Annealer 4. Casos de uso 5. Solución como servicio “end-to-end”
  • 3. 2 © 2019 FUJITSUUnclassified Fujitsu en España - Más de 40 años … Ángeles Delgado Directora General España Fujitsu en España – desde 1973 2.800 empleos directos 2 Centros de Servicio Remoto: Madrid y Sevilla Service Delivery Center: • 2 Fujitsu Service MultiCloud Data Center con acceso directo a plataformas de Computación Cuántica en Canada y Japón 4 Centers of Excellence: • 1 CoE Retail Banking en Barcelona • 1 CoE Data – Analytics en Madrid • 1 CoE Justicia en Valencia • 1 CoE de Servicios al Puesto de trabajo en Barcelona 4 Centros de Desarrollo: Madrid, Barcelona, Valencia y Sevilla Fujitsu Laboratorios de Europa en Madrid Fujitsu Fabrica en Malaga 53 Centros de Mantenimiento 9 Oficinas Comerciales Líderes en servicios gestionados y outsourcing de infraestructuras en España:
  • 4. © 2019 FUJITSU3Unclassified Más allá de la computación clásica? Solventar un tipo específico de problema a gran escala llamado de optimización combinatorial es una de las agendas de disrupción que están sobre la mesa. Pero estamos llegando al límite de lo que la computación clásica puede entregar (al menos en unos tiempos razonables) …
  • 5. 4 © 2019 FUJITSUUnclassified 4 © 2019 FUJITSU Existen problemas importantes a resolver Optimización Robótica: La optimización de un robot de una cadena de montaje de coches supone 10106 combinaciones Inversiones El análisis de un portfolio de inversión de una cartera de 500 valores supone 1.63×10150 combinaciones Farmaceútica La comparación de moléculas con 50 átomos suponen 1048 posibilidades Optimización Tráfico Estudiar como minimizar la congestión entre cinco pares de puntos de salida y destino suponen 10100 combinaciones
  • 6. © 2019 FUJITSU5Unclassified “The thing driving the hype is the realization that quantum computing is actually real. It is no longer a physicist’s dream — it is an engineer’s nightmare” Isaac Chuang MIT Professor of Physics and Engineering La computación cuántica es un reto enorme …
  • 7. 6 © 2019 FUJITSUUnclassified 6 © 2019 FUJITSUUnclassified FUJITSU Quantum-Inspired Computing Digital Annealer bringing disruptive capabilities to real-world challenges
  • 8. 7 © 2019 FUJITSUUnclassified 7 FUJITSU Digital Annealer Quantum-Inspired performance The world’s first quantum-inspired solution delivers performance generations ahead, without the cost and complexity of quantum engineering * This figure is based on solving a typical combinatory optimization problem in software using the algorithm implemented in the hardware running on a Xeon family processor. Works at room temperature High precision and accuracy Avoids complexity and energy costs of advanced cooling solutions Standard infrastructure Performance 12 Generations Ahead of Moore’s Law The solution can be deployed anywhere between edge and cloud 10,000 times faster than industry standard compute*
  • 9. 8 © 2019 FUJITSUUnclassified Global automotive OEM Large Automotive OEM successfully optimized mirror design of the car to reduce noise emission for improved driving comfort Automotive OEM European Automotive OEM, successfully optimized robot positioning for 64seam sealing of chassis resulting in production of more cars with the same resources and time Retos solucionados hoy con Digital Annealer Manufacturers Executing job-shop rescheduling in 1 second. Reduce travel distance for picking warehouse parts by up to 45% Japan Post Shrinking delivery fleet, time and cost. Improved loading efficiency by optimizing transportation scheduling of parcel delivery trucks. NatWest bank: portfolio optimization Enabling NatWest to achieve the goal of obtaining well diversified portfolio. DA testing demonstrated 300 times faster results compared to their existing systems Pharmaceuticals Accelerated protein structure prediction for drug discovery and biotech research. The most stable structures were identified from 10100 candidates in minutes
  • 10. 9 © 2019 FUJITSUUnclassifiedUnclassified 9 © 2019 FUJITSU Optimización de portfolio en NatWest (£120bn) n Faster than traditional computing n Higher degree of accuracy NatWest’s own press release “...our first application of quantum-like computing power has been so successful we think the technology could be applied to many other calculations and problems the bank faces on a daily basis. In the long run, quantum-inspired computing could completely change the way banks operate, making them much more efficient and cheaper to run, which in turn would mean customer’s benefit from better deals and improved service.” Kevin Hanley Director of Innovation at NatWest 19 September 2018 NatWest begins testing with quantum computing power to help solve highly complex calculations Quantum computers can solve problems in just a fraction of the time that traditional computers could take years to complete. The hardware used in testing has been Fujitsu's quantum-inspired Digital Annealer, whilst the quantum software is provided by 1Qbit – of which NatWest is an investor and board observer. This strategic relationship has provided NatWest with unparalleled insights and access to remain at the forefront of this emerging technology.
  • 11. Unclassified 10 © 2019 FUJITSU Optimización del plan de recarga de ATMs n Transforms ATM usage similarities (day of the week, season, cash transaction amounts, etc.) to distance parameters between ATMs. n Customer Benefits n Since clustering can be performed with higher accuracy than conventional methods, optimized ATM cash replenishment plans result in reduced replenishment costs and increased profits. n Input Data n Usage characteristics from ATMs (day of the week, season, cash transaction amounts, etc.) n Overview & Challenges n An ATM cash replenishment plan is optimized by finding the combination of ATMs with similar cash demand tendencies. n Cash replenishment costs account for 35-60% of the total cost of operating an ATM, making the optimization of cash replenishment plans a key factor in improving ATM profitability. n Highlights n Digital Annealer allows for the highly accurate correlation and clustering of ATM daily usage characteristics. Optimization of ATM cash replenishment plans with clustering to improve profits and reduce replenishment costs.
  • 12. Unclassified 11 © 2019 FUJITSU Optimización de robótica en cadena de montaje n Digital Annealer optimizes round trip time for welding robots to reach seam locations n Quintillions of possibilities computed in an instant n Quantum computing solutions may currently optimize routes for 7 seams n A major OEM is today calculating 22 seams with Digital Annealer, 64 with Digital Annealer 2 Digital Annealer optimizes the routing of seaming process leading to disruptive change
  • 13. Unclassified 12 © 2019 FUJITSU Optimización de la carga de componentes en factoría n Issues n Inconsistent and inefficient parts picking process n Large variety of parts for each product n Efficiency depended on the experience of individual workers n Solution n Routes and available parts shelf population are a combinatorial optimization problem n After calculation, optimum route is displayed on a tablet Reduce travel distance for picking warehouse parts by up to 45% – already deployed by Fujitsu Very complicated picking routes required experienced workers Digital Annealer provides optimum picking routes displayed on a tablet Warehouse area: 1000m² Number of parts: 3000 n Results n Efficiency no longer dependent on warehouse experience n Travel distances reduced by up to 45% per month n Planned roll-out to other factories and processes, such as warehouse management n Live Application Scenario: n Optimal placement of in-stock parts between factories and distribution warehouses already in use by Fujitsu n 45% savings in travel time
  • 14. Unclassified © 2019 FUJITSU13 Optimización de transporte | Japan Post n Optimized transportation route combinations, truck types and cargo loads in collaboration with quantum software company, A*Quantum n Single city post office delivery fleet reduced from 52 to 48 trucks n By shrinking the delivery fleet and lowering delivery times, transportation costs reduced and truck loading efficiency improved Japan Post improved loading efficiency by optimizing transportation scheduling of parcel delivery trucks Optimize Transportation Planning
  • 15. Unclassified © 2019 FUJITSU14 n Predicting the most stable protein side-chain structures, utilizing Digital Annealer n Aiming to improve stereo-chemical prediction accuracy in target protein research and accelerate drug discovery Digital Annealer was able to deliver the most stable structures from up to 10100 candidates within minutes Predicción de estructuras Proteicas Optimize Molecular Structure Stability
  • 16. Unclassified 15 © 2019 FUJITSU Optimización de la radioterapia n Issues n Cancer radiation therapy can damage vital organs n Massive number of irradiation patterns (number of combinations) with variations such as range, direction, and intensity of irradiation n Huge computational load required for treatment plan simulation n Even when the beams are from only one direction, the number of combinations would be 10150 n Current technology needs multiple hours to a few days to calculate the combinatorial optimum n Solution n Something here about the algorithm/method? n Digital Annealer takes only a few minutes n Benefits n Faster treatment plans means ability to help patients more quickly n More accurate therapy reduces risk of side effects Digital Annealer accelerates new drug and materials discovery, by finding new correlations between molecules to help develop healthier foods, prevent diseases and discover individually customized drugs Cancer Vital Organs Intensity Modulated Radiation Therapy (IMRT) In case of irradiation of 1cm2 tumor with precision of 1mm2 and 32 intensity levels from one direction
  • 17. Unclassified 16 © 2019 FUJITSU Como atacamos un problema de optimización? 2 1 3 𝐸 𝑋 = − % {',)} 𝑊') 𝑥' 𝑥) − % ' 𝑏' 𝑥' Parallelism 64-bit precision Full Connectivity Ex: vehicle navigation or cash in-transit Identicamos el problema What is the problem that you are trying to solve? • Assess the problem –optimization driven • Creating new disruptive markets Mapeamos el problema Transform the identified problem to mathematical model – Ising or QUBO Ejecutamos en Digital Annealer Identify optimal solution in seconds
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