SlideShare una empresa de Scribd logo
1 de 43
Descargar para leer sin conexión
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
The Human Component of
Autonomous Systems
Andy Fawkes – Academic Liaison
Modelling and Simulation for Autonomous
Systems 2015 (MESAS 15)
Prague – 29 April 2015
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
My Background
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Human Factors can be the
“Poor Relation” in
Research & Acquisition
• and yet
• Training can be 20% of a
Defence Budget
• Warfare is (still) essentially a
Human Centric Activity
Wikipedia
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Recent Journey
The Future of Humans and Machines?
The Human Component of Autonomous Systems
Outline
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Recent Journey
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
SCI-274
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Finding…
A Valid and Verified Autonomous System must
Include Human(s), and Simulation has a Key
Role in Developing, Testing and Training both
the Autonomous System and Human(s),
Separately and Together
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Human(s)
Simulation
Autonomous
Systems/
Robotics
Mutually Supportive
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Pixabay
• Assistive systems, including robotic agents, to
support indoor journeys and living for the
Visually Impaired
• Uses a gaming environment for extensive
“scenario”-training of assistive technologies
BISim Assistive Technologies Project
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Wikipedia
• UK MoD/Dstl Autonomous Systems Underpinning
Research (ASUR) Programme
• 'What elements of Unmanned System operations can be
delegated to autonomous systems?‘
• Demonstrate how simulation can be used to explore
those elements of UAS operations that can be delegated
to the AS
• The novel aspect is the exploration of a clearly defined
pipeline to gather and process the data required to build
a visual representation of the operational environment
that can be used for simulation, mission planning,
rehearsal and execution.
BISim Autonomous System Research
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
The Future of Humans and Machines?
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
US Navy X-47B Drone
US Navy Media Content Services
August 2014
April 2015
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Who is Driving Technology?
Source:- Aeryon Labs & Amazon
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Google Car
Google Dec 14
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
April 2015
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
New Procurement Models
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Rift Drone
AR.Drone 2.0 + Oculus Rift + Unity + Xbox 360 Controller
Rift Drone is open source: https://github.com/scopus777/RiftDrone
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Mind Control
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Source - Wired - May 13 and http://youtu.be/baEYCberLUA
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Raytheon's Second-Generation Exoskeleton (XOS 2)
Machine Enhanced Humans
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
“Pibot” Robot Pilot (Oct 14)
Source: South Korea’s Advanced Institute of Science and Technology – Oct 14
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Google DeepMind AI (Feb 15)
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Technological Singularity?
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Two Views of Technology
Wikipedia
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Some Basic Hurdles Remain!
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Communication and Trust
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
The Human Component of
Autonomous Systems
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
What is the Future Role of the Human?
Corbis
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Military of the Future?
• What will they do?
• Who will they be?
• Where will they be?
• How will they train?
• Will we need them?
Credit - Joshua Livingston
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
How Does a UAS Pilot Feel at the End of
the Day?
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Ethical Dimension
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
International Campaigns
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Nothing New in the World
Wikipedia
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Our Challenge
• “How society uses new
technologies is not a foregone
conclusion.
• It depends on political decisions,
cultural norms and economic
choices as much as on the
technologies themselves.”
”Our Work Here is Done. Visions of a Robot Economy” NESTA June 14
http://www.nesta.org.uk/publications/our-work-here-done-visions-robot-economy
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
So What?
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Technology is Advancing Fast
Pixabay
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
but…Humans are Special
Wikipedia
• Millions of Years of Evolution
• Highly Developed Body, Senses & Mind
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
We Have Highly Effective Brains
Robert Minor 1916
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
The Optimum Human/Machine Blend
• Humans & Machines should Work in Harmony
Maximising the Strengths of Both
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Autonomous Systems - More than Engineering
Wikipedia
• Psychology
• study of mind and behaviour
• Physiological
• study of normal function in living systems
• Psychiatry
• study, diagnosis, treatment, & prevention of mental
disorders
• Philosophy
• study of reality, existence, knowledge, values, reason,
mind, and language
• Political
• practice and theory of influencing other people
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Conclusion…
The Human Component should be at the Heart of
Autonomous System Capabilities, through-life, &
Simulation has a Key Role in Developing, Testing &
Training both the Autonomous System & Human(s),
Separately & Together
Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
Questions?
Wikipedia

Más contenido relacionado

Similar a The Human Component of Autonomous Systems

OpenStack Atlanta Summit for JOSUG
OpenStack Atlanta Summit for JOSUGOpenStack Atlanta Summit for JOSUG
OpenStack Atlanta Summit for JOSUGak-hasegawa
 
Presentation Freelex Eng
Presentation Freelex EngPresentation Freelex Eng
Presentation Freelex Engdepepi
 
04 march 08 :: SkewTube @ Swarthmore
04 march 08 :: SkewTube @ Swarthmore04 march 08 :: SkewTube @ Swarthmore
04 march 08 :: SkewTube @ SwarthmoreJulie Levin Russo
 
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMaker
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMakerFrom Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMaker
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMakerAmazon Web Services
 
SoundCloud API Do:s and Don't:s
SoundCloud API Do:s and Don't:sSoundCloud API Do:s and Don't:s
SoundCloud API Do:s and Don't:sEric Wahlforss
 
OpenStackDC and Cloud Foundry Meetup -
OpenStackDC and Cloud Foundry Meetup -OpenStackDC and Cloud Foundry Meetup -
OpenStackDC and Cloud Foundry Meetup -Joshua McKenty
 
Artificial intelligence for Engineers unit1
Artificial intelligence for Engineers unit1Artificial intelligence for Engineers unit1
Artificial intelligence for Engineers unit1SURBHI SAROHA
 
Accelerating breakthrough business technologies in atlanta, tag featured spea...
Accelerating breakthrough business technologies in atlanta, tag featured spea...Accelerating breakthrough business technologies in atlanta, tag featured spea...
Accelerating breakthrough business technologies in atlanta, tag featured spea...Melanie Brandt
 
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...MLconf
 
Karen blumberg: "License to Cull" with Creative Commons
Karen blumberg: "License to Cull" with Creative CommonsKaren blumberg: "License to Cull" with Creative Commons
Karen blumberg: "License to Cull" with Creative Commonsyolink Education
 
Digital transformation; or how I learnt to stop worrying and love the bots!
Digital transformation; or how I learnt to stop worrying and love the bots!Digital transformation; or how I learnt to stop worrying and love the bots!
Digital transformation; or how I learnt to stop worrying and love the bots!Sayan Ghosh
 
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...Amazon Web Services
 
The age of exponential organisations
The age of exponential organisationsThe age of exponential organisations
The age of exponential organisationsYan-Erik Decorde
 
Open stack + Cloud Foundry: Palo Alto Meetup February 2015
Open stack + Cloud Foundry: Palo Alto Meetup February 2015Open stack + Cloud Foundry: Palo Alto Meetup February 2015
Open stack + Cloud Foundry: Palo Alto Meetup February 2015Joshua McKenty
 
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...Richard Süselbeck
 
Gabriela Avram - Where is the knowledge: reflections on social networking in ...
Gabriela Avram - Where is the knowledge: reflections on social networking in ...Gabriela Avram - Where is the knowledge: reflections on social networking in ...
Gabriela Avram - Where is the knowledge: reflections on social networking in ...DERIGalway
 
AR-UX: The generation of the pervasive User Experience
AR-UX: The generation of the pervasive User ExperienceAR-UX: The generation of the pervasive User Experience
AR-UX: The generation of the pervasive User ExperienceAlex Young
 
広告配信システムとゲームAIにおける機械学習活用
広告配信システムとゲームAIにおける機械学習活用広告配信システムとゲームAIにおける機械学習活用
広告配信システムとゲームAIにおける機械学習活用Takashi Kato
 

Similar a The Human Component of Autonomous Systems (20)

OpenStack Atlanta Summit for JOSUG
OpenStack Atlanta Summit for JOSUGOpenStack Atlanta Summit for JOSUG
OpenStack Atlanta Summit for JOSUG
 
Presentation Freelex Eng
Presentation Freelex EngPresentation Freelex Eng
Presentation Freelex Eng
 
Simulation in the Cloud
Simulation in the CloudSimulation in the Cloud
Simulation in the Cloud
 
04 march 08 :: SkewTube @ Swarthmore
04 march 08 :: SkewTube @ Swarthmore04 march 08 :: SkewTube @ Swarthmore
04 march 08 :: SkewTube @ Swarthmore
 
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMaker
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMakerFrom Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMaker
From Simulation to Reality - Building an Autonomous Robot Car with AWS RoboMaker
 
SoundCloud API Do:s and Don't:s
SoundCloud API Do:s and Don't:sSoundCloud API Do:s and Don't:s
SoundCloud API Do:s and Don't:s
 
OpenStackDC and Cloud Foundry Meetup -
OpenStackDC and Cloud Foundry Meetup -OpenStackDC and Cloud Foundry Meetup -
OpenStackDC and Cloud Foundry Meetup -
 
Artificial intelligence for Engineers unit1
Artificial intelligence for Engineers unit1Artificial intelligence for Engineers unit1
Artificial intelligence for Engineers unit1
 
Accelerating breakthrough business technologies in atlanta, tag featured spea...
Accelerating breakthrough business technologies in atlanta, tag featured spea...Accelerating breakthrough business technologies in atlanta, tag featured spea...
Accelerating breakthrough business technologies in atlanta, tag featured spea...
 
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...
Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SE...
 
Copyright lesson ppt
Copyright lesson pptCopyright lesson ppt
Copyright lesson ppt
 
Karen blumberg: "License to Cull" with Creative Commons
Karen blumberg: "License to Cull" with Creative CommonsKaren blumberg: "License to Cull" with Creative Commons
Karen blumberg: "License to Cull" with Creative Commons
 
Digital transformation; or how I learnt to stop worrying and love the bots!
Digital transformation; or how I learnt to stop worrying and love the bots!Digital transformation; or how I learnt to stop worrying and love the bots!
Digital transformation; or how I learnt to stop worrying and love the bots!
 
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...
From Simulation to Reality Building an Autonomous Robot Arm with AWS RoboMake...
 
The age of exponential organisations
The age of exponential organisationsThe age of exponential organisations
The age of exponential organisations
 
Open stack + Cloud Foundry: Palo Alto Meetup February 2015
Open stack + Cloud Foundry: Palo Alto Meetup February 2015Open stack + Cloud Foundry: Palo Alto Meetup February 2015
Open stack + Cloud Foundry: Palo Alto Meetup February 2015
 
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...
The Future of Location Technology for Developers (GeoIT Navigation Talks Berl...
 
Gabriela Avram - Where is the knowledge: reflections on social networking in ...
Gabriela Avram - Where is the knowledge: reflections on social networking in ...Gabriela Avram - Where is the knowledge: reflections on social networking in ...
Gabriela Avram - Where is the knowledge: reflections on social networking in ...
 
AR-UX: The generation of the pervasive User Experience
AR-UX: The generation of the pervasive User ExperienceAR-UX: The generation of the pervasive User Experience
AR-UX: The generation of the pervasive User Experience
 
広告配信システムとゲームAIにおける機械学習活用
広告配信システムとゲームAIにおける機械学習活用広告配信システムとゲームAIにおける機械学習活用
広告配信システムとゲームAIにおける機械学習活用
 

Último

SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtimeandrehoraa
 
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...Bert Jan Schrijver
 
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full Recording
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full RecordingOpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full Recording
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full RecordingShane Coughlan
 
SoftTeco - Software Development Company Profile
SoftTeco - Software Development Company ProfileSoftTeco - Software Development Company Profile
SoftTeco - Software Development Company Profileakrivarotava
 
UI5ers live - Custom Controls wrapping 3rd-party libs.pptx
UI5ers live - Custom Controls wrapping 3rd-party libs.pptxUI5ers live - Custom Controls wrapping 3rd-party libs.pptx
UI5ers live - Custom Controls wrapping 3rd-party libs.pptxAndreas Kunz
 
Not a Kubernetes fan? The state of PaaS in 2024
Not a Kubernetes fan? The state of PaaS in 2024Not a Kubernetes fan? The state of PaaS in 2024
Not a Kubernetes fan? The state of PaaS in 2024Anthony Dahanne
 
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdf
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdfEnhancing Supply Chain Visibility with Cargo Cloud Solutions.pdf
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdfRTS corp
 
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...OnePlan Solutions
 
Comparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfComparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfDrew Moseley
 
Amazon Bedrock in Action - presentation of the Bedrock's capabilities
Amazon Bedrock in Action - presentation of the Bedrock's capabilitiesAmazon Bedrock in Action - presentation of the Bedrock's capabilities
Amazon Bedrock in Action - presentation of the Bedrock's capabilitiesKrzysztofKkol1
 
Large Language Models for Test Case Evolution and Repair
Large Language Models for Test Case Evolution and RepairLarge Language Models for Test Case Evolution and Repair
Large Language Models for Test Case Evolution and RepairLionel Briand
 
SAM Training Session - How to use EXCEL ?
SAM Training Session - How to use EXCEL ?SAM Training Session - How to use EXCEL ?
SAM Training Session - How to use EXCEL ?Alexandre Beguel
 
eSoftTools IMAP Backup Software and migration tools
eSoftTools IMAP Backup Software and migration toolseSoftTools IMAP Backup Software and migration tools
eSoftTools IMAP Backup Software and migration toolsosttopstonverter
 
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsSensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsChristian Birchler
 
Machine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringMachine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringHironori Washizaki
 
Precise and Complete Requirements? An Elusive Goal
Precise and Complete Requirements? An Elusive GoalPrecise and Complete Requirements? An Elusive Goal
Precise and Complete Requirements? An Elusive GoalLionel Briand
 
Ronisha Informatics Private Limited Catalogue
Ronisha Informatics Private Limited CatalogueRonisha Informatics Private Limited Catalogue
Ronisha Informatics Private Limited Catalogueitservices996
 
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...OnePlan Solutions
 
VK Business Profile - provides IT solutions and Web Development
VK Business Profile - provides IT solutions and Web DevelopmentVK Business Profile - provides IT solutions and Web Development
VK Business Profile - provides IT solutions and Web Developmentvyaparkranti
 
How to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion ApplicationHow to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion ApplicationBradBedford3
 

Último (20)

SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtime
 
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...
JavaLand 2024 - Going serverless with Quarkus GraalVM native images and AWS L...
 
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full Recording
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full RecordingOpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full Recording
OpenChain Education Work Group Monthly Meeting - 2024-04-10 - Full Recording
 
SoftTeco - Software Development Company Profile
SoftTeco - Software Development Company ProfileSoftTeco - Software Development Company Profile
SoftTeco - Software Development Company Profile
 
UI5ers live - Custom Controls wrapping 3rd-party libs.pptx
UI5ers live - Custom Controls wrapping 3rd-party libs.pptxUI5ers live - Custom Controls wrapping 3rd-party libs.pptx
UI5ers live - Custom Controls wrapping 3rd-party libs.pptx
 
Not a Kubernetes fan? The state of PaaS in 2024
Not a Kubernetes fan? The state of PaaS in 2024Not a Kubernetes fan? The state of PaaS in 2024
Not a Kubernetes fan? The state of PaaS in 2024
 
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdf
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdfEnhancing Supply Chain Visibility with Cargo Cloud Solutions.pdf
Enhancing Supply Chain Visibility with Cargo Cloud Solutions.pdf
 
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...
Revolutionizing the Digital Transformation Office - Leveraging OnePlan’s AI a...
 
Comparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfComparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdf
 
Amazon Bedrock in Action - presentation of the Bedrock's capabilities
Amazon Bedrock in Action - presentation of the Bedrock's capabilitiesAmazon Bedrock in Action - presentation of the Bedrock's capabilities
Amazon Bedrock in Action - presentation of the Bedrock's capabilities
 
Large Language Models for Test Case Evolution and Repair
Large Language Models for Test Case Evolution and RepairLarge Language Models for Test Case Evolution and Repair
Large Language Models for Test Case Evolution and Repair
 
SAM Training Session - How to use EXCEL ?
SAM Training Session - How to use EXCEL ?SAM Training Session - How to use EXCEL ?
SAM Training Session - How to use EXCEL ?
 
eSoftTools IMAP Backup Software and migration tools
eSoftTools IMAP Backup Software and migration toolseSoftTools IMAP Backup Software and migration tools
eSoftTools IMAP Backup Software and migration tools
 
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsSensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
 
Machine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringMachine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their Engineering
 
Precise and Complete Requirements? An Elusive Goal
Precise and Complete Requirements? An Elusive GoalPrecise and Complete Requirements? An Elusive Goal
Precise and Complete Requirements? An Elusive Goal
 
Ronisha Informatics Private Limited Catalogue
Ronisha Informatics Private Limited CatalogueRonisha Informatics Private Limited Catalogue
Ronisha Informatics Private Limited Catalogue
 
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
 
VK Business Profile - provides IT solutions and Web Development
VK Business Profile - provides IT solutions and Web DevelopmentVK Business Profile - provides IT solutions and Web Development
VK Business Profile - provides IT solutions and Web Development
 
How to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion ApplicationHow to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion Application
 

The Human Component of Autonomous Systems

  • 1. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. The Human Component of Autonomous Systems Andy Fawkes – Academic Liaison Modelling and Simulation for Autonomous Systems 2015 (MESAS 15) Prague – 29 April 2015
  • 2. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. My Background
  • 3. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Human Factors can be the “Poor Relation” in Research & Acquisition • and yet • Training can be 20% of a Defence Budget • Warfare is (still) essentially a Human Centric Activity Wikipedia
  • 4. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Recent Journey The Future of Humans and Machines? The Human Component of Autonomous Systems Outline
  • 5. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Recent Journey
  • 6. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. SCI-274
  • 7. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Finding… A Valid and Verified Autonomous System must Include Human(s), and Simulation has a Key Role in Developing, Testing and Training both the Autonomous System and Human(s), Separately and Together
  • 8. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Human(s) Simulation Autonomous Systems/ Robotics Mutually Supportive
  • 9. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Pixabay • Assistive systems, including robotic agents, to support indoor journeys and living for the Visually Impaired • Uses a gaming environment for extensive “scenario”-training of assistive technologies BISim Assistive Technologies Project
  • 10. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Wikipedia • UK MoD/Dstl Autonomous Systems Underpinning Research (ASUR) Programme • 'What elements of Unmanned System operations can be delegated to autonomous systems?‘ • Demonstrate how simulation can be used to explore those elements of UAS operations that can be delegated to the AS • The novel aspect is the exploration of a clearly defined pipeline to gather and process the data required to build a visual representation of the operational environment that can be used for simulation, mission planning, rehearsal and execution. BISim Autonomous System Research
  • 11. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. The Future of Humans and Machines?
  • 12. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. US Navy X-47B Drone US Navy Media Content Services August 2014 April 2015
  • 13. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Who is Driving Technology? Source:- Aeryon Labs & Amazon
  • 14. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Google Car Google Dec 14
  • 15. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. April 2015
  • 16. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. New Procurement Models
  • 17. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Rift Drone AR.Drone 2.0 + Oculus Rift + Unity + Xbox 360 Controller Rift Drone is open source: https://github.com/scopus777/RiftDrone
  • 18. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Mind Control
  • 19. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Source - Wired - May 13 and http://youtu.be/baEYCberLUA
  • 20. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Raytheon's Second-Generation Exoskeleton (XOS 2) Machine Enhanced Humans
  • 21. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. “Pibot” Robot Pilot (Oct 14) Source: South Korea’s Advanced Institute of Science and Technology – Oct 14
  • 22. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Google DeepMind AI (Feb 15)
  • 23. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Technological Singularity?
  • 24. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Two Views of Technology Wikipedia
  • 25. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Some Basic Hurdles Remain!
  • 26. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Communication and Trust
  • 27. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. The Human Component of Autonomous Systems
  • 28. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. What is the Future Role of the Human? Corbis
  • 29. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Military of the Future? • What will they do? • Who will they be? • Where will they be? • How will they train? • Will we need them? Credit - Joshua Livingston
  • 30. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved.
  • 31. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. How Does a UAS Pilot Feel at the End of the Day?
  • 32. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Ethical Dimension
  • 33. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. International Campaigns
  • 34. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Nothing New in the World Wikipedia
  • 35. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Our Challenge • “How society uses new technologies is not a foregone conclusion. • It depends on political decisions, cultural norms and economic choices as much as on the technologies themselves.” ”Our Work Here is Done. Visions of a Robot Economy” NESTA June 14 http://www.nesta.org.uk/publications/our-work-here-done-visions-robot-economy
  • 36. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. So What?
  • 37. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Technology is Advancing Fast Pixabay
  • 38. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. but…Humans are Special Wikipedia • Millions of Years of Evolution • Highly Developed Body, Senses & Mind
  • 39. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. We Have Highly Effective Brains Robert Minor 1916
  • 40. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. The Optimum Human/Machine Blend • Humans & Machines should Work in Harmony Maximising the Strengths of Both
  • 41. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Autonomous Systems - More than Engineering Wikipedia • Psychology • study of mind and behaviour • Physiological • study of normal function in living systems • Psychiatry • study, diagnosis, treatment, & prevention of mental disorders • Philosophy • study of reality, existence, knowledge, values, reason, mind, and language • Political • practice and theory of influencing other people
  • 42. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Conclusion… The Human Component should be at the Heart of Autonomous System Capabilities, through-life, & Simulation has a Key Role in Developing, Testing & Training both the Autonomous System & Human(s), Separately & Together
  • 43. Copyright © 2014 Bohemia Interactive Simulations k.s. All other trademarks or copyrights are the property of their respective owners. All Rights Reserved. Questions? Wikipedia