SlideShare una empresa de Scribd logo
1 de 11
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

Más contenido relacionado

La actualidad más candente

Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
SlideTeam
 
I.t in space
I.t in spaceI.t in space
I.t in space
nunna09
 

La actualidad más candente (20)

Screenless displays ppt
Screenless displays ppt Screenless displays ppt
Screenless displays ppt
 
Brain chips seminar ppt
Brain chips seminar ppt Brain chips seminar ppt
Brain chips seminar ppt
 
Quantum Computing and AI
Quantum Computing and AIQuantum Computing and AI
Quantum Computing and AI
 
Artificial intelligence ppt
Artificial intelligence pptArtificial intelligence ppt
Artificial intelligence ppt
 
Screenless display
Screenless display Screenless display
Screenless display
 
screen less display
screen less displayscreen less display
screen less display
 
Artificial intelligence in software engineering ppt.
Artificial intelligence in software engineering ppt.Artificial intelligence in software engineering ppt.
Artificial intelligence in software engineering ppt.
 
Seminar report on topic Smart Fabrics by Sunil Bandotra
Seminar report on topic Smart Fabrics by Sunil BandotraSeminar report on topic Smart Fabrics by Sunil Bandotra
Seminar report on topic Smart Fabrics by Sunil Bandotra
 
Neuralink technical seminar
Neuralink technical seminarNeuralink technical seminar
Neuralink technical seminar
 
Screenless Display PPT Presentation
Screenless Display PPT PresentationScreenless Display PPT Presentation
Screenless Display PPT Presentation
 
Seminar on night vision technology ppt
Seminar on night vision technology pptSeminar on night vision technology ppt
Seminar on night vision technology ppt
 
Computer Science Engineering
Computer Science EngineeringComputer Science Engineering
Computer Science Engineering
 
Artifical Intelligence
Artifical IntelligenceArtifical Intelligence
Artifical Intelligence
 
SCREENLESS DISPLAY
SCREENLESS DISPLAYSCREENLESS DISPLAY
SCREENLESS DISPLAY
 
Screenless display report
Screenless display reportScreenless display report
Screenless display report
 
Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
Smart Manufacturing Implementation To Enhance Production Process Powerpoint P...
 
ARTIFICIAL INTELLIGENCE BASIC PPT
ARTIFICIAL INTELLIGENCE BASIC PPTARTIFICIAL INTELLIGENCE BASIC PPT
ARTIFICIAL INTELLIGENCE BASIC PPT
 
Clockless Chips - an Introduction
Clockless Chips - an Introduction Clockless Chips - an Introduction
Clockless Chips - an Introduction
 
Digital world
Digital worldDigital world
Digital world
 
I.t in space
I.t in spaceI.t in space
I.t in space
 

Destacado

Организационная инженерия
Организационная инженерияОрганизационная инженерия
Организационная инженерия
Anatoly Levenchuk
 

Destacado (10)

А.Левенчук -- системный фитнес
А.Левенчук -- системный фитнесА.Левенчук -- системный фитнес
А.Левенчук -- системный фитнес
 
А.Левенчук -- предпринимательство: кейс NVIDIA
А.Левенчук -- предпринимательство: кейс NVIDIAА.Левенчук -- предпринимательство: кейс NVIDIA
А.Левенчук -- предпринимательство: кейс NVIDIA
 
А.Левенчук -- автоматизация образования
А.Левенчук -- автоматизация образованияА.Левенчук -- автоматизация образования
А.Левенчук -- автоматизация образования
 
А.Левенчук -- аппаратное ускорение аналитики в BigData
А.Левенчук -- аппаратное ускорение аналитики в BigDataА.Левенчук -- аппаратное ускорение аналитики в BigData
А.Левенчук -- аппаратное ускорение аналитики в BigData
 
Организационная инженерия
Организационная инженерияОрганизационная инженерия
Организационная инженерия
 
А.Левенчук -- Системное мышление и управление конфигурацией
А.Левенчук -- Системное мышление и управление конфигурациейА.Левенчук -- Системное мышление и управление конфигурацией
А.Левенчук -- Системное мышление и управление конфигурацией
 
А.Левенчук -- Системное мышление в инженерии предприятий
А.Левенчук -- Системное мышление в инженерии предприятийА.Левенчук -- Системное мышление в инженерии предприятий
А.Левенчук -- Системное мышление в инженерии предприятий
 
А.Левенчук -- Будущее проектирования
А.Левенчук -- Будущее проектированияА.Левенчук -- Будущее проектирования
А.Левенчук -- Будущее проектирования
 
Безлюдные организации и их проблемы
Безлюдные организации и их проблемыБезлюдные организации и их проблемы
Безлюдные организации и их проблемы
 
Системное мышление -- непопсовый обзор курса
Системное мышление -- непопсовый обзор курсаСистемное мышление -- непопсовый обзор курса
Системное мышление -- непопсовый обзор курса
 

Similar a Future of Engineering

MGMT 7020 Technology and Project Management4. Systems I.docx
MGMT 7020   Technology and Project Management4.  Systems I.docxMGMT 7020   Technology and Project Management4.  Systems I.docx
MGMT 7020 Technology and Project Management4. Systems I.docx
buffydtesurina
 
Resume-Rohit_Vijay_Bapat_December_2016
Resume-Rohit_Vijay_Bapat_December_2016Resume-Rohit_Vijay_Bapat_December_2016
Resume-Rohit_Vijay_Bapat_December_2016
Rohit Bapat
 
Journey from Monolith to a Modularized Application - Approach and Key Learnin...
Journey from Monolith to a Modularized Application - Approach and Key Learnin...Journey from Monolith to a Modularized Application - Approach and Key Learnin...
Journey from Monolith to a Modularized Application - Approach and Key Learnin...
mfrancis
 
PROMISING TECHNOLOGIES (alfred)ppt.pptx
PROMISING TECHNOLOGIES (alfred)ppt.pptxPROMISING TECHNOLOGIES (alfred)ppt.pptx
PROMISING TECHNOLOGIES (alfred)ppt.pptx
AlthafMk2
 
1-s2.0-S027861252030056X-main.pdf
1-s2.0-S027861252030056X-main.pdf1-s2.0-S027861252030056X-main.pdf
1-s2.0-S027861252030056X-main.pdf
Hemin Refiq
 
Accelerating open science and AI with automated, portable, customizable and r...
Accelerating open science and AI with automated, portable, customizable and r...Accelerating open science and AI with automated, portable, customizable and r...
Accelerating open science and AI with automated, portable, customizable and r...
Grigori Fursin
 

Similar a Future of Engineering (20)

A.Levenchuk -- Machine learning engineering
A.Levenchuk -- Machine learning engineeringA.Levenchuk -- Machine learning engineering
A.Levenchuk -- Machine learning engineering
 
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ..."Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
 
Ai recent trends in technology v3
Ai   recent trends in technology v3Ai   recent trends in technology v3
Ai recent trends in technology v3
 
Nexxworks bootcamp ML6 (27/09/2017)
Nexxworks bootcamp ML6 (27/09/2017)Nexxworks bootcamp ML6 (27/09/2017)
Nexxworks bootcamp ML6 (27/09/2017)
 
Emerging Trend #2 | Artificial Intelligence, construction and operations of b...
Emerging Trend #2 | Artificial Intelligence, construction and operations of b...Emerging Trend #2 | Artificial Intelligence, construction and operations of b...
Emerging Trend #2 | Artificial Intelligence, construction and operations of b...
 
MGMT 7020 Technology and Project Management4. Systems I.docx
MGMT 7020   Technology and Project Management4.  Systems I.docxMGMT 7020   Technology and Project Management4.  Systems I.docx
MGMT 7020 Technology and Project Management4. Systems I.docx
 
Social Distancing Detector Management System
Social Distancing Detector Management SystemSocial Distancing Detector Management System
Social Distancing Detector Management System
 
The Emerging Key Role of 3-D Engineering Simulation (CAE) in the Full Produ...
The Emerging Key Role of 3-D Engineering Simulation (CAE)   in the Full Produ...The Emerging Key Role of 3-D Engineering Simulation (CAE)   in the Full Produ...
The Emerging Key Role of 3-D Engineering Simulation (CAE) in the Full Produ...
 
Resume-Nov2019
Resume-Nov2019Resume-Nov2019
Resume-Nov2019
 
IS 139 Lecture 1 - 2015
IS 139 Lecture 1 - 2015IS 139 Lecture 1 - 2015
IS 139 Lecture 1 - 2015
 
Making a Better World with Technology Innovations
Making a Better World with Technology InnovationsMaking a Better World with Technology Innovations
Making a Better World with Technology Innovations
 
Resume-Rohit_Vijay_Bapat_December_2016
Resume-Rohit_Vijay_Bapat_December_2016Resume-Rohit_Vijay_Bapat_December_2016
Resume-Rohit_Vijay_Bapat_December_2016
 
Cyber Physical Systems – Collaborating Systems of Systems
Cyber Physical Systems – Collaborating Systems of SystemsCyber Physical Systems – Collaborating Systems of Systems
Cyber Physical Systems – Collaborating Systems of Systems
 
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
 
Journey from Monolith to a Modularized Application - Approach and Key Learnin...
Journey from Monolith to a Modularized Application - Approach and Key Learnin...Journey from Monolith to a Modularized Application - Approach and Key Learnin...
Journey from Monolith to a Modularized Application - Approach and Key Learnin...
 
PROMISING TECHNOLOGIES (alfred)ppt.pptx
PROMISING TECHNOLOGIES (alfred)ppt.pptxPROMISING TECHNOLOGIES (alfred)ppt.pptx
PROMISING TECHNOLOGIES (alfred)ppt.pptx
 
Plm grieves chapter x
Plm grieves chapter xPlm grieves chapter x
Plm grieves chapter x
 
1-s2.0-S027861252030056X-main.pdf
1-s2.0-S027861252030056X-main.pdf1-s2.0-S027861252030056X-main.pdf
1-s2.0-S027861252030056X-main.pdf
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
 
Accelerating open science and AI with automated, portable, customizable and r...
Accelerating open science and AI with automated, portable, customizable and r...Accelerating open science and AI with automated, portable, customizable and r...
Accelerating open science and AI with automated, portable, customizable and r...
 

Más de Anatoly Levenchuk

Más de Anatoly Levenchuk (20)

Contemporary Systems Engineering (oct 2022)
Contemporary Systems Engineering (oct 2022)Contemporary Systems Engineering (oct 2022)
Contemporary Systems Engineering (oct 2022)
 
Open-endedness curriculum at EEM Institute
Open-endedness curriculum at EEM InstituteOpen-endedness curriculum at EEM Institute
Open-endedness curriculum at EEM Institute
 
Праксиология и системное мышление
Праксиология и системное мышлениеПраксиология и системное мышление
Праксиология и системное мышление
 
А.Левенчук -- развитие личности
А.Левенчук -- развитие личностиА.Левенчук -- развитие личности
А.Левенчук -- развитие личности
 
А.Левенчук -- стейкхолдерское мастерство
А.Левенчук -- стейкхолдерское мастерствоА.Левенчук -- стейкхолдерское мастерство
А.Левенчук -- стейкхолдерское мастерство
 
А.Левенчук -- SysArchi
А.Левенчук -- SysArchiА.Левенчук -- SysArchi
А.Левенчук -- SysArchi
 
А.Левенчук -- как выжить в эпоху перемен перемен
А.Левенчук -- как выжить в эпоху перемен переменА.Левенчук -- как выжить в эпоху перемен перемен
А.Левенчук -- как выжить в эпоху перемен перемен
 
А.Левенчук -- Практики системной инженерии
А.Левенчук -- Практики системной инженерииА.Левенчук -- Практики системной инженерии
А.Левенчук -- Практики системной инженерии
 
А.Левенчук -- визуальное мышление
А.Левенчук -- визуальное мышлениеА.Левенчук -- визуальное мышление
А.Левенчук -- визуальное мышление
 
А.Левенчук -- системное развитие личности
А.Левенчук -- системное развитие личностиА.Левенчук -- системное развитие личности
А.Левенчук -- системное развитие личности
 
А.Левенчук -- Будущее девелопмента
А.Левенчук -- Будущее девелопментаА.Левенчук -- Будущее девелопмента
А.Левенчук -- Будущее девелопмента
 
А.Левенчук -- безлюдные (дез)организации
А.Левенчук -- безлюдные (дез)организацииА.Левенчук -- безлюдные (дез)организации
А.Левенчук -- безлюдные (дез)организации
 
А.Левенчук -- корпоративный искусственный интеллект
А.Левенчук -- корпоративный искусственный интеллектА.Левенчук -- корпоративный искусственный интеллект
А.Левенчук -- корпоративный искусственный интеллект
 
Системное мышление -- материалы курса (2016)
Системное мышление -- материалы курса (2016)Системное мышление -- материалы курса (2016)
Системное мышление -- материалы курса (2016)
 
И.Беспальчук -- оценка архитектуры по ATAM
И.Беспальчук -- оценка архитектуры по ATAMИ.Беспальчук -- оценка архитектуры по ATAM
И.Беспальчук -- оценка архитектуры по ATAM
 
М.Акоев -- системная динамика и мышление
М.Акоев -- системная динамика и мышлениеМ.Акоев -- системная динамика и мышление
М.Акоев -- системная динамика и мышление
 
А.Левенчук -- преподавание системного мышления
А.Левенчук -- преподавание системного мышленияА.Левенчук -- преподавание системного мышления
А.Левенчук -- преподавание системного мышления
 
А.Левенчук -- privacy и нейронет
А.Левенчук -- privacy и нейронетА.Левенчук -- privacy и нейронет
А.Левенчук -- privacy и нейронет
 
Ali Mousavi -- Event modeling
Ali Mousavi -- Event modeling Ali Mousavi -- Event modeling
Ali Mousavi -- Event modeling
 
А.Левенчук -- интеллект-стек 2016
А.Левенчук -- интеллект-стек 2016А.Левенчук -- интеллект-стек 2016
А.Левенчук -- интеллект-стек 2016
 

Último

FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
dollysharma2066
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
ankushspencer015
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
ssuser89054b
 

Último (20)

Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
Unit 2- Effective stress & Permeability.pdf
Unit 2- Effective stress & Permeability.pdfUnit 2- Effective stress & Permeability.pdf
Unit 2- Effective stress & Permeability.pdf
 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineering
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptx
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
 

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