Ant Colony Optimization

GPTKB entity

Properties (50)
Predicate Object
gptkbp:instanceOf algorithm
gptkbp:appliesTo graph problems
gptkbp:developedBy gptkb:Marco_Dorigo
gptkbp:hasCitations scalability issues
local optima
parameter sensitivity
gptkbp:hasContent traditional optimization methods
gptkbp:hasRelatedPatent image processing
machine learning
job scheduling
load balancing
data mining
network routing
vehicle routing
https://www.w3.org/2000/01/rdf-schema#label Ant Colony Optimization
gptkbp:inspiredBy ant behavior
gptkbp:isCharacterizedBy exploration and exploitation
gptkbp:isEvaluatedBy convergence speed
solution quality
computational efficiency
gptkbp:isLocatedIn gptkb:Java
gptkb:C++
Python
gptkbp:isPartOf swarm intelligence
genetic algorithms
simulated annealing
particle swarm optimization
gptkbp:isPopularIn academic research
industry applications
optimization competitions
gptkbp:isRelatedTo combinatorial optimization
heuristic methods
metaheuristic algorithms
bio-inspired computing
gptkbp:isStudiedIn artificial intelligence
computer science
mathematics
operations research
gptkbp:isUsedFor other metaheuristics
gptkbp:isUsedIn logistics
telecommunications
finance
transportation
robotics
bioinformatics
energy management
gptkbp:mayHave traveling salesman problem
gptkbp:requires parameter tuning
gptkbp:usedFor solving optimization problems
gptkbp:utilizes pheromone trails