SlideShare a Scribd company logo
1 of 1
Download to read offline
Resilient Bioinspired Algorithms
A Computer System Design Perspective
C. CottaUMA, ITIS, G. OlagueCICESE
The normal operation of the
system should not result in
damage in its own state
Diversity loss
Premature convergence
Malicious agents
The system can perform changes on itself
or adapt any aspect of its functioning in
order to ensure appropriate performance
• Self-tuning
• Meta-optimization
The system must perform above specific
functioning requirements, and deliver
correct service conditions beyond the
typical domain of operation
Fault tolerance
Repairability
Intrinsic
Extrinsic
Self-healing
The system must provide
continuous service and
maximize its readiness to it.
• Service continuation in the presence of failures
• Service continuation in changing environments
Dynamic
optimization
The system must maintain
its operation in the long run.
Green AI
Sustainability
Systems with a low systemic risk build-up increasingly
fragile, ultimately undermining sustainability
Volatility Paradox
Resilience is an intrinsic feature of bioinspired
optimization techniques that deserves further analysis.
Resilience should be boosted to improve the
performance and usefulness of bioinspired optimization
techniques.
Position
Population(s)
Algorithmic add-ons,
checkpointing

More Related Content

Similar to Resilient Bioinspired Algorithms: A Computer System Design Perspective

Introduction to Embedded Systems.pptx
Introduction to Embedded Systems.pptxIntroduction to Embedded Systems.pptx
Introduction to Embedded Systems.pptxKIRAN CHIPPALA
 
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...Premier Publishers
 
PlantConnect – plant asset monitoring system (pams)
PlantConnect – plant asset monitoring system (pams)PlantConnect – plant asset monitoring system (pams)
PlantConnect – plant asset monitoring system (pams)Akshay Tilak
 
Regression testing
Regression testingRegression testing
Regression testingMohua Amin
 
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoT
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoTWhat is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoT
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoTEmbitel Technologies (I) PVT LTD
 
Software maintenance
Software maintenance Software maintenance
Software maintenance Rajeev Sharan
 
Control engineering overview
Control engineering overviewControl engineering overview
Control engineering overviewDorleControls
 
intelligent safety system.pptx
intelligent safety system.pptxintelligent safety system.pptx
intelligent safety system.pptxCLOUDY25
 
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?Are Your Process Automation Assets in Tune with Your Manufacturing Assets?
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?ARC Advisory Group
 
JR Dickens - IWCS 2007
JR Dickens - IWCS 2007JR Dickens - IWCS 2007
JR Dickens - IWCS 2007jrd9234
 
Presentation maintenence management
Presentation maintenence managementPresentation maintenence management
Presentation maintenence managementVaisakh S Babu
 
Resilient systems design
Resilient systems designResilient systems design
Resilient systems designEdward Jones
 
Resilient systems design
Resilient systems designResilient systems design
Resilient systems designEdward Jones
 

Similar to Resilient Bioinspired Algorithms: A Computer System Design Perspective (20)

Introduction to Embedded Systems.pptx
Introduction to Embedded Systems.pptxIntroduction to Embedded Systems.pptx
Introduction to Embedded Systems.pptx
 
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...
Enhancing Capacity Utilization of Coal Fired Thermal Power Plant through Bett...
 
PlantConnect – plant asset monitoring system (pams)
PlantConnect – plant asset monitoring system (pams)PlantConnect – plant asset monitoring system (pams)
PlantConnect – plant asset monitoring system (pams)
 
Regression testing
Regression testingRegression testing
Regression testing
 
Regression testing
Regression testingRegression testing
Regression testing
 
Software Evolution
Software EvolutionSoftware Evolution
Software Evolution
 
Lecture 1 - part 1.pptx
Lecture 1 - part 1.pptxLecture 1 - part 1.pptx
Lecture 1 - part 1.pptx
 
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoT
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoTWhat is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoT
What is Predictive Maintenance? Learn Its Benefits & Role of Industrial IoT
 
Software maintenance
Software maintenance Software maintenance
Software maintenance
 
Control engineering overview
Control engineering overviewControl engineering overview
Control engineering overview
 
Reliability Engineering
Reliability EngineeringReliability Engineering
Reliability Engineering
 
intelligent safety system.pptx
intelligent safety system.pptxintelligent safety system.pptx
intelligent safety system.pptx
 
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?Are Your Process Automation Assets in Tune with Your Manufacturing Assets?
Are Your Process Automation Assets in Tune with Your Manufacturing Assets?
 
Ch21
Ch21Ch21
Ch21
 
JR Dickens - IWCS 2007
JR Dickens - IWCS 2007JR Dickens - IWCS 2007
JR Dickens - IWCS 2007
 
Presentation maintenence management
Presentation maintenence managementPresentation maintenence management
Presentation maintenence management
 
Resilient systems design
Resilient systems designResilient systems design
Resilient systems design
 
Resilient systems design
Resilient systems designResilient systems design
Resilient systems design
 
Gamp 5 overview by jaya prakash ra
Gamp 5 overview by jaya prakash raGamp 5 overview by jaya prakash ra
Gamp 5 overview by jaya prakash ra
 
Ch3
Ch3Ch3
Ch3
 

Recently uploaded

Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAbhinavSharma374939
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSRajkumarAkumalla
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZTE
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
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 Escortsranjana rawat
 
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 EscortsCall Girls in Nagpur High Profile
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
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
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVRajaP95
 

Recently uploaded (20)

Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog Converter
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
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
 
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
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
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...
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
 

Resilient Bioinspired Algorithms: A Computer System Design Perspective

  • 1. Resilient Bioinspired Algorithms A Computer System Design Perspective C. CottaUMA, ITIS, G. OlagueCICESE The normal operation of the system should not result in damage in its own state Diversity loss Premature convergence Malicious agents The system can perform changes on itself or adapt any aspect of its functioning in order to ensure appropriate performance • Self-tuning • Meta-optimization The system must perform above specific functioning requirements, and deliver correct service conditions beyond the typical domain of operation Fault tolerance Repairability Intrinsic Extrinsic Self-healing The system must provide continuous service and maximize its readiness to it. • Service continuation in the presence of failures • Service continuation in changing environments Dynamic optimization The system must maintain its operation in the long run. Green AI Sustainability Systems with a low systemic risk build-up increasingly fragile, ultimately undermining sustainability Volatility Paradox Resilience is an intrinsic feature of bioinspired optimization techniques that deserves further analysis. Resilience should be boosted to improve the performance and usefulness of bioinspired optimization techniques. Position Population(s) Algorithmic add-ons, checkpointing