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CoreSense
The CORESENSE project has received funding from
the European Union’s Horizon Europe research and
innovation programme under grant agreement No.
CoreSense: A Hybrid Cognitive Architecture for Deep
Understanding
www.coresens
e.eu
CORESENSE
RICARDO SANZ
UPM Autonomous Systems
A HORIZON EUROPE PROJECT
CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 3
Machines that “understand”
Robots reflecting on the sense of their life
Inspection Drones
Understanding Themselves
4
Social Robots
Understanding Humans
Manufacturing Robots
Understanding the Mission
CORESENSE
What’s in a name?
CoreSense
Common Sense
20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 5
What is this all about?
Machines that deeply know
about systems (as engineers
do) and can use this
knowledge to improve
resilience by deep knowledge-
based control and adaptation.
CORESENSE
CoreSense Strands
• AI and Cognition
• Robotics
• Control
• Systems and Software Engineering
• Philosophy
20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 7
CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 8
Some Core Threads
• Model-based cognition
• The perceptual awareness pipeline
• Formalization using abstract concepts
• Reusable architecture and components
• Digital engineering up to runtime
CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 9
Model-based cognition
• Model-based cognitive systems create models of their
world and use them in the performance of action.
• World and model
are systems
• World and model
stay in a formal relation
CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 10
Representation and World
Robots can understand systems
Engine Model
Models are created, updated,
exerted, shared, forgotten, …
Engin
e
Engin
e
Modelet
Models are aggregates …
Modelet
Modelet
Modelet
Modelet
… of heterogeneous modelets.
The perceptual pipeline
The (self-aware) system lifecycle
Deployment
System
Design
Requiremen
ts
User needs
System
Realization
needs requirements patterns system system-of-systems
Operation
The system operation shall delivered value
Robots become engineers
16
CORESENSE
WP NO WORK PACKAGE NAME CONTENT
WP1 Understanding and Awareness Theory A formal theory of understanding to generate world
and self-awareness for autonomous systems.
WP2 Awareness Architecture A system software-intensive cognitive architecture
based on the theory
WP3 Cognitive Modules and Structures Reusable architectural and functional components
WP4 System Lifecycle and Toolchain Engineering processes and tools supporting a
methodology of autonomous systems development
WP5 ROSification of Software Assets Deployment of assets in the ROS Ecosystem
WP6 Testbed: Manufacturing robots Manufacturing robots that show flexibility in dealing
with changing missions
WP7 Testbed: Inspection drones Industrial drones that show team-level resilience
WP8 Testbed: Social robots Robots that interact with humans and are able to show
human alignment and explainability.
20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 17
WorkPackages
System Release
Testbed
Use Case
Concepts
Theory
SW Assets
ROS
Packages
Refined Theory
Refined SW
Handbook
Architecture
THEORY
TECHNOLOGY
APPLICATIONS
Life-cycle Methodology
Tooling
Use Case
Concepts
Use Case
Concepts Testbed
Testbed
System Release
System Release
Year 1 Year 2 Year 3 Year 4
WP1: Theory
WP3: Cognitive Modules
WP5: ROSification
WP4: Lifecycle and Toolchain
WP9: Dissemination, Exploitation and Communication
WP2: Architecture
THEORY
TECHNOLOGY
APPLICATIONS
WP6: Manufacturing Testbed
WP7: Drone Inspection Testbed
WP8 Social Robot Testbed
PROJECT
WP10: Project Management and Coordination
Milestone
1
Milestone
2
Milestone
3
Milestone
4
CORESENSE
In summary
• This project is about the use of
heterogeneous active
representations of the world and
the system supporting model-
based action for autonomous
robots.
• The establishment of active
mappings to user needs puts
delivered value at the forefront.
• Heterogeneity is handled by using
abstract categories.
• Universality is addressed by
different use cases.
20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 20
CoreSense

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CORESENSE Introduction

  • 2. The CORESENSE project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No. CoreSense: A Hybrid Cognitive Architecture for Deep Understanding www.coresens e.eu CORESENSE RICARDO SANZ UPM Autonomous Systems A HORIZON EUROPE PROJECT
  • 3. CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 3 Machines that “understand” Robots reflecting on the sense of their life
  • 4. Inspection Drones Understanding Themselves 4 Social Robots Understanding Humans Manufacturing Robots Understanding the Mission
  • 5. CORESENSE What’s in a name? CoreSense Common Sense 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 5
  • 6. What is this all about? Machines that deeply know about systems (as engineers do) and can use this knowledge to improve resilience by deep knowledge- based control and adaptation.
  • 7. CORESENSE CoreSense Strands • AI and Cognition • Robotics • Control • Systems and Software Engineering • Philosophy 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 7
  • 8. CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 8 Some Core Threads • Model-based cognition • The perceptual awareness pipeline • Formalization using abstract concepts • Reusable architecture and components • Digital engineering up to runtime
  • 9. CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 9 Model-based cognition • Model-based cognitive systems create models of their world and use them in the performance of action. • World and model are systems • World and model stay in a formal relation
  • 10. CORESENSE 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 10 Representation and World
  • 12. Engine Model Models are created, updated, exerted, shared, forgotten, … Engin e Engin e
  • 13. Modelet Models are aggregates … Modelet Modelet Modelet Modelet … of heterogeneous modelets.
  • 15. The (self-aware) system lifecycle Deployment System Design Requiremen ts User needs System Realization needs requirements patterns system system-of-systems Operation The system operation shall delivered value
  • 17. CORESENSE WP NO WORK PACKAGE NAME CONTENT WP1 Understanding and Awareness Theory A formal theory of understanding to generate world and self-awareness for autonomous systems. WP2 Awareness Architecture A system software-intensive cognitive architecture based on the theory WP3 Cognitive Modules and Structures Reusable architectural and functional components WP4 System Lifecycle and Toolchain Engineering processes and tools supporting a methodology of autonomous systems development WP5 ROSification of Software Assets Deployment of assets in the ROS Ecosystem WP6 Testbed: Manufacturing robots Manufacturing robots that show flexibility in dealing with changing missions WP7 Testbed: Inspection drones Industrial drones that show team-level resilience WP8 Testbed: Social robots Robots that interact with humans and are able to show human alignment and explainability. 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 17 WorkPackages
  • 18. System Release Testbed Use Case Concepts Theory SW Assets ROS Packages Refined Theory Refined SW Handbook Architecture THEORY TECHNOLOGY APPLICATIONS Life-cycle Methodology Tooling Use Case Concepts Use Case Concepts Testbed Testbed System Release System Release
  • 19. Year 1 Year 2 Year 3 Year 4 WP1: Theory WP3: Cognitive Modules WP5: ROSification WP4: Lifecycle and Toolchain WP9: Dissemination, Exploitation and Communication WP2: Architecture THEORY TECHNOLOGY APPLICATIONS WP6: Manufacturing Testbed WP7: Drone Inspection Testbed WP8 Social Robot Testbed PROJECT WP10: Project Management and Coordination Milestone 1 Milestone 2 Milestone 3 Milestone 4
  • 20. CORESENSE In summary • This project is about the use of heterogeneous active representations of the world and the system supporting model- based action for autonomous robots. • The establishment of active mappings to user needs puts delivered value at the forefront. • Heterogeneity is handled by using abstract categories. • Universality is addressed by different use cases. 20221005 / CORESENSE KoM / Sanz / CORESENSE Vision 20