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An Introduction To Applied Evolutionary Meta Heuristics

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biofractal

This presentation introduces some of the main themes in modern evolutionary algorithm research while emphasising their application to problems that exhibit real-world complexity.

TechnologieWirtschaft & Finanzen
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An Introduction to Applied Evolutionary Metaheuristics Jonny Anderson ,[object Object],A strange attractor
An Introduction to Applied Evolutionary Metaheuristics ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a metaheuristic?
What is a metaheuristic? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a metaheuristic? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a metaheuristic? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a metaheuristic? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a metaheuristic? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is an evolutionary algorithm?
What is an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Charles Darwin
What is an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Charles Darwin
What is an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Charles Darwin
What is an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Charles Darwin
What is an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Charles Darwin
A general evolutionary algorithm
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A general evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Searching state-space
Searching state-space ,[object Object],[object Object],[object Object],[object Object],[object Object],4-D state-space Image: https://wci.llnl.gov/codes/visit/gallery_22.html
Searching state-space ,[object Object],[object Object],[object Object],[object Object],[object Object],4-D state-space Image: https://wci.llnl.gov/codes/visit/gallery_22.html
Searching state-space ,[object Object],[object Object],[object Object],[object Object],[object Object],4-D state-space Image: https://wci.llnl.gov/codes/visit/gallery_22.html
Searching state-space ,[object Object],[object Object],[object Object],[object Object],[object Object],4-D state-space Image: https://wci.llnl.gov/codes/visit/gallery_22.html
Searching state-space ,[object Object],[object Object],[object Object],[object Object],[object Object],4-D state-space Image: https://wci.llnl.gov/codes/visit/gallery_22.html
Single objective evolutionary algorithms
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Image: https://wci.llnl.gov/codes/visit/gallery_22.html TSP : 100 cities
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Image: https://wci.llnl.gov/codes/visit/gallery_22.html TSP : 100 cities
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Image: https://wci.llnl.gov/codes/visit/gallery_22.html TSP : 100 cities TSP : 13509 cities
Single objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Image: https://wci.llnl.gov/codes/visit/gallery_22.html TSP : 100 cities TSP : 13509 cities
Multi-objective evolutionary algorithms
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Strength v Weight ,[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Strength v Weight ,[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Strength v Weight ,[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],Strength v Weight ,[object Object]
What is pareto optimality? [pa-rih-toe]
What is pareto optimality? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Vilfredo Pareto
What is pareto optimality? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Vilfredo Pareto
What is pareto optimality? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Vilfredo Pareto
What is pareto optimality? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Vilfredo Pareto
Demo #1 The Pareto Front
Multi-objective evolutionary algorithms Elitism
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Image: http://www.irishrunner.com/jamesnwc.jpg Elite Competition
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Image: http://www.irishrunner.com/jamesnwc.jpg Elite Competition
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Image: http://www.irishrunner.com/jamesnwc.jpg Elite Competition
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Image: http://www.irishrunner.com/jamesnwc.jpg Elite Competition
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Image: http://www.irishrunner.com/jamesnwc.jpg Elite Competition
Multi-Objective Evolutionary Algorithms Maximise the diversity
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-objective evolutionary algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object]
Demo #2 Diversity & Constraints
What is a constraint?
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],Image: http://en.wikipedia.org/wiki/Image:Random_walk_in2D_closeup.png Image: http://www.outbacksoftware.com/mathematica/mathematica-intro.html Random walk - 3D Random walk - 2D
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],Image: http://en.wikipedia.org/wiki/Image:Random_walk_in2D_closeup.png Image: http://www.outbacksoftware.com/mathematica/mathematica-intro.html Random walk - 3D Random walk - 2D
What is a Constraint? ,[object Object],[object Object],[object Object],[object Object],Image: http://en.wikipedia.org/wiki/Image:Random_walk_in2D_closeup.png Image: http://www.outbacksoftware.com/mathematica/mathematica-intro.html Random walk - 3D Random walk - 2D
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary algorithm IC-SPEA2
Applying an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic A beef farm model
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic The farm loop
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic The farm's objectives
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],Live Weight Gain
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],Live Weight Gain
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],Live Weight Gain
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic Discovering counter intuitive solutions
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic Implications for farm sustainability
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applying an evolutionary metaheuristic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object]
The End Images courtesy of http://www.goldennumber.net, Gary B. Meisner, Copyright 2006. Fibonacci numbers

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An Introduction To Applied Evolutionary Meta Heuristics