SlideShare una empresa de Scribd logo
1 de 20
Descargar para leer sin conexión
Vincenzo De Florio
MOSAIC group, Universiteit Antwerpen & iMinds
vincenzo.deflorio@uantwerpen.be
What is computational antifragility?
Is it different from, e.g.,
dependability, resilience, elasticity,
robustness, safety?
WHY?
A system's ability to
 preserve its identity
 through an active behavior
Aristotle’s entelechy
 “being at work (active behavior)
 staying the same” (preserving identity)
[Sachs, Aristotle’s Physics: A Guided Study. 1995]
 What do we mean by Identity?
Voice-over-IP system; call b/w two
endpoints
The identity of the system is
 the fact that the system works!
Communication is possible b/w the
endpoints
 the experienced QUALITY of the
communication matches the
expectations of the two endpoints!
 Throughout the call!
If the experienced quality of the
communication matches the
expected quality,
the system is resilient
If the system is not able to
compensate for disturbances and
the qualities drift away,
the system is not resilient.
Thus resilience calls for a property:
fidelity
Fidelity: quality of representation &
control between a reference domain
and an execution domain
Physical world  Cyberworld
Fidelity must preserve concepts!
 Delay, Echo, Jitter, Latency…
 Time!
Fidelity: A property of open systems.
Leibniz!
Open system: systems that “interact
with other systems outside of
themselves” [Heylighen ‘98]
The interaction may involve n
aspects, corresponding to n context
variables
 Luminosity; jitter; sound; time…
 n-open systems.
One such aspect can be time 
time-open systems
aka Real-time systems!
 Systems that have a “social notion” of
time
 Systems that base their action on the
accuracy of an internal representation
of time.
 Quality = a measure of the drift
between the internal representation and
the measured context variable.
RTS: cybertime  physical time
The fidelity of a time-open system
depends on the quality of RTS
1. Perfect correspondence: reference
point
No drift
2. Strong correspondence: hard RT
Known and fixed drifts.
3. Statistical correspondence: soft RT
Known average / stdev values
Active behaviors
4. Practical correspondence: best-
effort
“Usually drifts are tolerated by the
users”
Passive behaviors
5. No guarantee: as-is.
[RT]1 … [RT]5 : Five classes
(just an example!)
Resilience =
 perform intended function
(“being at work”)
 Staying in the same class
(“staying the same”)
Being at work: different ways to do so!
Behavior! “any change of an entity
with respect to its surroundings”
[RWB’43]
Here: Any change an entity enacts
in order to sustain its system
identity.
Different classes of behaviors.
Passive: inert systems
 As-is, best-effort !
 No guarantees!
Purposeful: servo-mechanisms
 Guarantees through elasticity / fault
masking
 Redundancy is predefined and statically
defined as a result of Worst-case
Analyses
 Sitting ducks!
Teleologic / extrapolatory: action is
f (goal) / f (predicted goal)
 Resilience!
 Boulding’s “Animals”: models of the
“self” and of the “world”
Auto-predictive: learning systems
 the action of the environment and of
the system leaves a footprint in the
system
 System “learns” by ranking strategies
with obtained results (cf. EGT…).
Auto-predictive systems:
open to their own system-
environment fit!
 SEF-open systems!
 wisdom is developed as a result of the
match between strategy and obtained
results.
Elasticity + Resilience + Machine
Learning!
Use elasticity if identity is not
jeopardized
 Requires: monitoring the drift!
If identity is jeopardized:
Use resilience (both individual and
collective); and learn!
 Measure effectiveness of current
solutions
 Rank current solution with respect to
past ones
 Derive and persist conclusions
 Update resilience models accordingly.
Computational antifragility does
make sense
It is an urgent need! (cf. keynote
speech & today’s papers!)
A lot needs to be done yet  PANEL
 How do we move from ideas to an
engineering practice?
 Antifragility vs autonomic behaviors?
 Shall we begin??
Thanks for your
attention!
Autoresilience
Quality indicators
Perception &
apperception
System-Environ-
ment Fit

Más contenido relacionado

Similar a Antifragility = Elasticity + Resilience + Machine Learning. Models and Algorithms for Open System Fidelity

ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
Daniel Katz
 
Basic Formal Ontology: A Common Standard
Basic Formal Ontology: A Common StandardBasic Formal Ontology: A Common Standard
Basic Formal Ontology: A Common Standard
Barry Smith
 
Norms recognition
Norms recognitionNorms recognition
Norms recognition
harrikipper
 
Skill acquisition
Skill acquisitionSkill acquisition
Skill acquisition
ashfieldpe
 

Similar a Antifragility = Elasticity + Resilience + Machine Learning. Models and Algorithms for Open System Fidelity (20)

ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
ICPSR - Complex Systems Models in the Social Sciences - Lab Session 5 - Profe...
 
Dokas Issil2011
Dokas Issil2011Dokas Issil2011
Dokas Issil2011
 
Basic Formal Ontology: A Common Standard
Basic Formal Ontology: A Common StandardBasic Formal Ontology: A Common Standard
Basic Formal Ontology: A Common Standard
 
Without Resilience, Nothing Else Matters
Without Resilience, Nothing Else MattersWithout Resilience, Nothing Else Matters
Without Resilience, Nothing Else Matters
 
∞OS: Bodymind Operating System
∞OS: Bodymind Operating System∞OS: Bodymind Operating System
∞OS: Bodymind Operating System
 
Webinar - 'Test Case Immunity’- Optimize testing
Webinar - 'Test Case Immunity’- Optimize testing Webinar - 'Test Case Immunity’- Optimize testing
Webinar - 'Test Case Immunity’- Optimize testing
 
Artificial intelligence(03)
Artificial intelligence(03)Artificial intelligence(03)
Artificial intelligence(03)
 
Swarm intel
Swarm intelSwarm intel
Swarm intel
 
Open-endedness curriculum at EEM Institute
Open-endedness curriculum at EEM InstituteOpen-endedness curriculum at EEM Institute
Open-endedness curriculum at EEM Institute
 
Understanding Objects by Mark Lewis
Understanding Objects by Mark LewisUnderstanding Objects by Mark Lewis
Understanding Objects by Mark Lewis
 
Complexity
ComplexityComplexity
Complexity
 
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
 
Norms recognition
Norms recognitionNorms recognition
Norms recognition
 
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
On the Role of Perception and Apperception in Ubiquitous and Pervasive Enviro...
 
Management 3.0 - Complexity Thinking
Management 3.0 - Complexity ThinkingManagement 3.0 - Complexity Thinking
Management 3.0 - Complexity Thinking
 
A Beginner’S Guide To Simulation In Immunology
A Beginner’S Guide To Simulation In ImmunologyA Beginner’S Guide To Simulation In Immunology
A Beginner’S Guide To Simulation In Immunology
 
Can there be such a thing as Ontology Engineering?
Can there be such a thing as Ontology Engineering?Can there be such a thing as Ontology Engineering?
Can there be such a thing as Ontology Engineering?
 
Hierarchy in Flux: Interfacing Robots
Hierarchy in Flux: Interfacing RobotsHierarchy in Flux: Interfacing Robots
Hierarchy in Flux: Interfacing Robots
 
Skill acquisition
Skill acquisitionSkill acquisition
Skill acquisition
 
Toward a Systemic Will to Live - Patters of Self-Organizing Agile Security
Toward a Systemic Will to Live - Patters of Self-Organizing Agile SecurityToward a Systemic Will to Live - Patters of Self-Organizing Agile Security
Toward a Systemic Will to Live - Patters of Self-Organizing Agile Security
 

Más de Vincenzo De Florio

Considerations and ideas after reading a presentation by Ali Anani
Considerations and ideas after reading a presentation by Ali AnaniConsiderations and ideas after reading a presentation by Ali Anani
Considerations and ideas after reading a presentation by Ali Anani
Vincenzo De Florio
 
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONSA FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
Vincenzo De Florio
 
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACESSAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
Vincenzo De Florio
 

Más de Vincenzo De Florio (20)

My little grundgestalten
My little grundgestaltenMy little grundgestalten
My little grundgestalten
 
Models and Concepts for Socio-technical Complex Systems: Towards Fractal Soci...
Models and Concepts for Socio-technical Complex Systems: Towards Fractal Soci...Models and Concepts for Socio-technical Complex Systems: Towards Fractal Soci...
Models and Concepts for Socio-technical Complex Systems: Towards Fractal Soci...
 
Service-oriented Communities: A Novel Organizational Architecture for Smarter...
Service-oriented Communities: A Novel Organizational Architecture for Smarter...Service-oriented Communities: A Novel Organizational Architecture for Smarter...
Service-oriented Communities: A Novel Organizational Architecture for Smarter...
 
On codes, machines, and environments: reflections and experiences
On codes, machines, and environments: reflections and experiencesOn codes, machines, and environments: reflections and experiences
On codes, machines, and environments: reflections and experiences
 
Tapping Into the Wells of Social Energy: A Case Study Based on Falls Identifi...
Tapping Into the Wells of Social Energy: A Case Study Based on Falls Identifi...Tapping Into the Wells of Social Energy: A Case Study Based on Falls Identifi...
Tapping Into the Wells of Social Energy: A Case Study Based on Falls Identifi...
 
How Resilient Are Our Societies? Analyses, Models, Preliminary Results
How Resilient Are Our Societies?Analyses, Models, Preliminary ResultsHow Resilient Are Our Societies?Analyses, Models, Preliminary Results
How Resilient Are Our Societies? Analyses, Models, Preliminary Results
 
Advanced C Language for Engineering
Advanced C Language for EngineeringAdvanced C Language for Engineering
Advanced C Language for Engineering
 
A framework for trustworthiness assessment based on fidelity in cyber and phy...
A framework for trustworthiness assessment based on fidelity in cyber and phy...A framework for trustworthiness assessment based on fidelity in cyber and phy...
A framework for trustworthiness assessment based on fidelity in cyber and phy...
 
Fractally-organized Connectionist Networks - Keynote speech @PEWET 2015
Fractally-organized Connectionist Networks - Keynote speech @PEWET 2015Fractally-organized Connectionist Networks - Keynote speech @PEWET 2015
Fractally-organized Connectionist Networks - Keynote speech @PEWET 2015
 
Considerations and ideas after reading a presentation by Ali Anani
Considerations and ideas after reading a presentation by Ali AnaniConsiderations and ideas after reading a presentation by Ali Anani
Considerations and ideas after reading a presentation by Ali Anani
 
Community Resilience: Challenges, Requirements, and Organizational Models
Community Resilience: Challenges, Requirements, and Organizational ModelsCommunity Resilience: Challenges, Requirements, and Organizational Models
Community Resilience: Challenges, Requirements, and Organizational Models
 
On the Behavioral Interpretation of System-Environment Fit and Auto-Resilience
On the Behavioral Interpretation of System-Environment Fit and Auto-ResilienceOn the Behavioral Interpretation of System-Environment Fit and Auto-Resilience
On the Behavioral Interpretation of System-Environment Fit and Auto-Resilience
 
Service-oriented Communities and Fractal Social Organizations - Models and co...
Service-oriented Communities and Fractal Social Organizations - Models and co...Service-oriented Communities and Fractal Social Organizations - Models and co...
Service-oriented Communities and Fractal Social Organizations - Models and co...
 
Seminarie Computernetwerken 2012-2013: Lecture I, 26-02-2013
Seminarie Computernetwerken 2012-2013: Lecture I, 26-02-2013Seminarie Computernetwerken 2012-2013: Lecture I, 26-02-2013
Seminarie Computernetwerken 2012-2013: Lecture I, 26-02-2013
 
TOWARDS PARSIMONIOUS RESOURCE ALLOCATION IN CONTEXT-AWARE N-VERSION PROGRAMMING
TOWARDS PARSIMONIOUS RESOURCE ALLOCATION IN CONTEXT-AWARE N-VERSION PROGRAMMINGTOWARDS PARSIMONIOUS RESOURCE ALLOCATION IN CONTEXT-AWARE N-VERSION PROGRAMMING
TOWARDS PARSIMONIOUS RESOURCE ALLOCATION IN CONTEXT-AWARE N-VERSION PROGRAMMING
 
A Formal Model and an Algorithm for Generating the Permutations of a Multiset
A Formal Model and an Algorithm for Generating the Permutations of a MultisetA Formal Model and an Algorithm for Generating the Permutations of a Multiset
A Formal Model and an Algorithm for Generating the Permutations of a Multiset
 
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONSA FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
A FAULT-TOLERANCE LINGUISTIC STRUCTURE FOR DISTRIBUTED APPLICATIONS
 
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACESSAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
SAFETY ENHANCEMENT THROUGH SITUATION-AWARE USER INTERFACES
 
System Structure for Dependable Software Systems
System Structure for Dependable Software SystemsSystem Structure for Dependable Software Systems
System Structure for Dependable Software Systems
 
ARRL: A Criterion for Composable Safety and Systems Engineering
ARRL: A Criterion for Composable Safety and Systems EngineeringARRL: A Criterion for Composable Safety and Systems Engineering
ARRL: A Criterion for Composable Safety and Systems Engineering
 

Último

VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
dharasingh5698
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Dr.Costas Sachpazis
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Christo Ananth
 

Último (20)

High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
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
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 

Antifragility = Elasticity + Resilience + Machine Learning. Models and Algorithms for Open System Fidelity

  • 1. Vincenzo De Florio MOSAIC group, Universiteit Antwerpen & iMinds vincenzo.deflorio@uantwerpen.be
  • 2. What is computational antifragility? Is it different from, e.g., dependability, resilience, elasticity, robustness, safety? WHY?
  • 3. A system's ability to  preserve its identity  through an active behavior Aristotle’s entelechy  “being at work (active behavior)  staying the same” (preserving identity) [Sachs, Aristotle’s Physics: A Guided Study. 1995]  What do we mean by Identity?
  • 4. Voice-over-IP system; call b/w two endpoints The identity of the system is  the fact that the system works! Communication is possible b/w the endpoints  the experienced QUALITY of the communication matches the expectations of the two endpoints!  Throughout the call!
  • 5. If the experienced quality of the communication matches the expected quality, the system is resilient If the system is not able to compensate for disturbances and the qualities drift away, the system is not resilient.
  • 6. Thus resilience calls for a property: fidelity Fidelity: quality of representation & control between a reference domain and an execution domain Physical world  Cyberworld Fidelity must preserve concepts!  Delay, Echo, Jitter, Latency…  Time! Fidelity: A property of open systems. Leibniz!
  • 7. Open system: systems that “interact with other systems outside of themselves” [Heylighen ‘98] The interaction may involve n aspects, corresponding to n context variables  Luminosity; jitter; sound; time…  n-open systems.
  • 8. One such aspect can be time  time-open systems aka Real-time systems!  Systems that have a “social notion” of time  Systems that base their action on the accuracy of an internal representation of time.
  • 9.  Quality = a measure of the drift between the internal representation and the measured context variable.
  • 10. RTS: cybertime  physical time The fidelity of a time-open system depends on the quality of RTS 1. Perfect correspondence: reference point No drift 2. Strong correspondence: hard RT Known and fixed drifts.
  • 11. 3. Statistical correspondence: soft RT Known average / stdev values Active behaviors 4. Practical correspondence: best- effort “Usually drifts are tolerated by the users” Passive behaviors 5. No guarantee: as-is.
  • 12. [RT]1 … [RT]5 : Five classes (just an example!) Resilience =  perform intended function (“being at work”)  Staying in the same class (“staying the same”) Being at work: different ways to do so!
  • 13. Behavior! “any change of an entity with respect to its surroundings” [RWB’43] Here: Any change an entity enacts in order to sustain its system identity. Different classes of behaviors.
  • 14. Passive: inert systems  As-is, best-effort !  No guarantees! Purposeful: servo-mechanisms  Guarantees through elasticity / fault masking  Redundancy is predefined and statically defined as a result of Worst-case Analyses  Sitting ducks!
  • 15. Teleologic / extrapolatory: action is f (goal) / f (predicted goal)  Resilience!  Boulding’s “Animals”: models of the “self” and of the “world” Auto-predictive: learning systems  the action of the environment and of the system leaves a footprint in the system  System “learns” by ranking strategies with obtained results (cf. EGT…).
  • 16. Auto-predictive systems: open to their own system- environment fit!  SEF-open systems!  wisdom is developed as a result of the match between strategy and obtained results.
  • 17. Elasticity + Resilience + Machine Learning! Use elasticity if identity is not jeopardized  Requires: monitoring the drift!
  • 18. If identity is jeopardized: Use resilience (both individual and collective); and learn!  Measure effectiveness of current solutions  Rank current solution with respect to past ones  Derive and persist conclusions  Update resilience models accordingly.
  • 19. Computational antifragility does make sense It is an urgent need! (cf. keynote speech & today’s papers!) A lot needs to be done yet  PANEL  How do we move from ideas to an engineering practice?  Antifragility vs autonomic behaviors?  Shall we begin??
  • 20. Thanks for your attention! Autoresilience Quality indicators Perception & apperception System-Environ- ment Fit