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Future of Engineering
Anatoly Levenchuk,
TechInvestLab president,
INCOSE Russian chapter director for research
ailev@asmp.msk.su
Moscow
20-Jul-2017
2
The future is already here — it's
just not very evenly distributed.
William Gibson
http://www.johnsonsdrivingacademy.co.uk/driving-advice/driving-in-the-fog/
Geoffrey Hinton metaphor:
fog is completely transparent up to 5 years, sharply non-transparent further.
Engineering is not digital yet
3
CB Insights
https://twitter.com/CBinsights/status/705403757916528640
3 March 2016
Everything will be fast
http://blogs.nvidia.com/blog/2016/01/12/accelerating-ai-artificial-intelligence-gpus/
By 2011 AI
researchers
around the
world had
discovered
NVIDIA GPUs.
2012 – first
victory of
ImageNet
competition
2015 –
superhuman
performance
2017 – last
ImageNet
competition
5http://www.nvidia.com/object/embedded-systems-dev-kits-modules.html
NVIDIA Jetson TX-2 – 7.5Watt, 1TFLOPS supercomputer, 50*87mm
Exponential: about twice cheaper yearly
(Moore law today: GPU, not CPU)
delivering with software
AI will be is a commodity
Intelligence Platform Stack
6
Application (domain) Platform
engineering
Cognitive Architecture Platform
Learning Algorithm Platform
Computational library
General Computer
Language
CPU
GPU/ TPU/DPU/FPGA/Physical
computation Drivers
GPU/ TPU/DPU/FPGA/Physical
computation Devices
Neurocompiler
Neuromorphic driver
Neuromorphic chip
Disruptionenablers
Disruptiondemand
Thanks for computer gamers for their disruption demand
to give us disruption enabler such as GPU!
Change of the Life Cycle Models
7
whatchmaker forestergardener
Planning and designing in engineering
Growing and learning in engineering
Different kinds of
engineering merging
and disruprtion
8
Software
Engineering
Machine
Learning
Engineering+
Future of engineering1. Extremal
– Multi-scale
– Multi-disciplinary
– Starts before traditional life cycle
– Ends after traditional life cycle
– More First-in-a-Kind systems
– Reverse engineering (including for verification/compliance purposes)
– Using system (not only system of interest) re-engineering
2. Less people, more computers (automatization)
– Generation (beyond model-based systems engineering)
– Learning, not programming
– Avatarization of software – Alexa/Siri/Cortana engineering skills
– Virtual reality for industrial design purposes
– Software as a service, clouds + edge computing (CAD/PLM in a system for resilience)
3. Multiagent engineering
– Cyborg-2 (agents: people and machines)
– Disintermediation of engineers (no needs for companies)
– Open engineering (open architecture first of all)
– Advanced modularity (accumulation of knowledge)
4. All life cycle stages (system definition AND realization AND
operation) 9
Innovator’s Dilemma: its true for engineering too
(Clayton Christensen from Harvard University)
c
h
a
r
a
c
t
e
r
i
s
t
i
c
s time
The best products
on the market
The worst products
on the market
http://web.mit.edu/6.933/www/Fall2000/teradyne/clay.html 10
11
Спасибо за внимание
Anatoly Levenchuk,
http://ailev.ru
ailev@asmp.msk.su
20 June
2017

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Future of Engineering

  • 1. Future of Engineering Anatoly Levenchuk, TechInvestLab president, INCOSE Russian chapter director for research ailev@asmp.msk.su Moscow 20-Jul-2017
  • 2. 2 The future is already here — it's just not very evenly distributed. William Gibson http://www.johnsonsdrivingacademy.co.uk/driving-advice/driving-in-the-fog/ Geoffrey Hinton metaphor: fog is completely transparent up to 5 years, sharply non-transparent further.
  • 3. Engineering is not digital yet 3 CB Insights https://twitter.com/CBinsights/status/705403757916528640 3 March 2016
  • 4. Everything will be fast http://blogs.nvidia.com/blog/2016/01/12/accelerating-ai-artificial-intelligence-gpus/ By 2011 AI researchers around the world had discovered NVIDIA GPUs. 2012 – first victory of ImageNet competition 2015 – superhuman performance 2017 – last ImageNet competition
  • 5. 5http://www.nvidia.com/object/embedded-systems-dev-kits-modules.html NVIDIA Jetson TX-2 – 7.5Watt, 1TFLOPS supercomputer, 50*87mm Exponential: about twice cheaper yearly (Moore law today: GPU, not CPU) delivering with software AI will be is a commodity
  • 6. Intelligence Platform Stack 6 Application (domain) Platform engineering Cognitive Architecture Platform Learning Algorithm Platform Computational library General Computer Language CPU GPU/ TPU/DPU/FPGA/Physical computation Drivers GPU/ TPU/DPU/FPGA/Physical computation Devices Neurocompiler Neuromorphic driver Neuromorphic chip Disruptionenablers Disruptiondemand Thanks for computer gamers for their disruption demand to give us disruption enabler such as GPU!
  • 7. Change of the Life Cycle Models 7 whatchmaker forestergardener Planning and designing in engineering Growing and learning in engineering
  • 8. Different kinds of engineering merging and disruprtion 8 Software Engineering Machine Learning Engineering+
  • 9. Future of engineering1. Extremal – Multi-scale – Multi-disciplinary – Starts before traditional life cycle – Ends after traditional life cycle – More First-in-a-Kind systems – Reverse engineering (including for verification/compliance purposes) – Using system (not only system of interest) re-engineering 2. Less people, more computers (automatization) – Generation (beyond model-based systems engineering) – Learning, not programming – Avatarization of software – Alexa/Siri/Cortana engineering skills – Virtual reality for industrial design purposes – Software as a service, clouds + edge computing (CAD/PLM in a system for resilience) 3. Multiagent engineering – Cyborg-2 (agents: people and machines) – Disintermediation of engineers (no needs for companies) – Open engineering (open architecture first of all) – Advanced modularity (accumulation of knowledge) 4. All life cycle stages (system definition AND realization AND operation) 9
  • 10. Innovator’s Dilemma: its true for engineering too (Clayton Christensen from Harvard University) c h a r a c t e r i s t i c s time The best products on the market The worst products on the market http://web.mit.edu/6.933/www/Fall2000/teradyne/clay.html 10
  • 11. 11 Спасибо за внимание Anatoly Levenchuk, http://ailev.ru ailev@asmp.msk.su 20 June 2017