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inspyred: Bio-inspired Algorithms in Python
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Overview
Bio-inspired Computation
Design Methodology
Installation
Getting Help
Tutorial
The Rastrigin Function
The Generator
The Evaluator
The Evolutionary Computation
Evolving Polygons
The Generator
The Evaluator
The Bounder
The Observer
The Evolutionary Computation
Lunar Explorer
The Generator
The Evaluator
The Evolutionary Computation
Examples
Standard Algorithms
Genetic Algorithm
Evolution Strategy
Simulated Annealing
Differential Evolution Algorithm
Estimation of Distribution Algorithm
Pareto Archived Evolution Strategy (PAES)
Nondominated Sorting Genetic Algorithm (NSGA-II)
Particle Swarm Optimization
Ant Colony Optimization
Customized Algorithms
Custom Evolutionary Computation
Custom Archiver
Custom Observer
Custom Replacer
Custom Selector
Custom Terminator
Custom Variator
Advanced Usage
Discrete Optimization
The Traveling Salesman Problem
The Knapsack Problem
Evaluating Individuals Concurrently
The
multiprocessing
Module
Parallel Python
Island Models
Replacement via Niching
Recipes
Lexicographic Ordering
Constraint Selection
Meta-Evolutionary Computation
Micro-Evolutionary Computation
Network Migrator
Library Reference
Evolutionary Computation
ec
– Evolutionary computation framework
emo
– Evolutionary multiobjective optimization
analysis
– Optimization result analysis
utilities
– Optimization utility functions
Operators
archivers
– Solution archival methods
evaluators
– Fitness evaluation methods
generators
– Solution generation methods
migrators
– Solution migration methods
observers
– Algorithm monitoring methods
replacers
– Survivor replacement methods
selectors
– Parent selection methods
terminators
– Algorithm termination methods
variators
– Solution variation methods
Swarm Intelligence
swarm
– Swarm intelligence
topologies
– Swarm topologies
Benchmark Problems
benchmarks
– Benchmark optimization functions
Single-Objective Benchmarks
Multi-Objective Benchmarks
Discrete Optimization Benchmarks
Troubleshooting
Always Store the Seed
Use and Consult the Logs
Choose Operators that Work Together
Converting from ecspy
Indices
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