simulated annealing

GPTKB entity

Statements (53)
Predicate Object
gptkbp:instanceOf mathematical optimization
metaheuristic
gptkbp:acceptanceProbabilityDependsOn temperature parameter
gptkbp:acceptsWorseSolutions true
gptkbp:alternativeName gptkb:Metropolis_annealing
SA
gptkbp:category gptkb:algorithm
stochastic optimization
global optimization
gptkbp:convergesTo global optimum (with slow enough cooling)
gptkbp:firstPublished gptkb:Science_journal
1983
gptkbp:hasConcept probabilistic technique for approximating global optimum
https://www.w3.org/2000/01/rdf-schema#label simulated annealing
gptkbp:influenced modern metaheuristics
gptkbp:influencedBy gptkb:Metropolis_algorithm
gptkbp:inspiredBy annealing in metallurgy
gptkbp:introduced gptkb:Scott_Kirkpatrick
gptkb:C._Daniel_Gelatt
gptkb:Mario_P._Vecchi
gptkbp:introducedIn 1983
gptkbp:namedAfter annealing (physical process)
gptkbp:probabilityFunction gptkb:Metropolis_criterion
gptkbp:relatedTo gptkb:Monte_Carlo_method
genetic algorithm
hill climbing
gptkbp:requires objective function
initial temperature
neighborhood function
cooling schedule
gptkbp:step accept or reject neighbor
decrease temperature
evaluate neighbor
generate neighbor solution
repeat until stopping criterion
gptkbp:stoppingCriterion maximum iterations
minimum temperature
no improvement
gptkbp:supportsAlgorithm randomized algorithm
gptkbp:temperatureDecreasesBy cooling schedule
gptkbp:usedFor gptkb:traveling_salesman_problem
VLSI design
graph partitioning
function optimization
gptkbp:usedIn gptkb:machine_learning
combinatorial optimization
operations research
gptkbp:bfsParent gptkb:GNU_Scientific_Library
gptkb:traveling_salesman_problem
gptkb:Scott_Kirkpatrick
gptkb:Genetic_Algorithms
gptkb:genetic_algorithms
gptkbp:bfsLayer 6