Simulated Annealing

GPTKB entity

Statements (50)
Predicate Object
gptkbp:instanceOf Optimization Algorithm
gptkbp:acceptanceProbabilityDependsOn Temperature
gptkbp:acceptsWorseSolutions True
gptkbp:advantage Escapes Local Optima
Simple Implementation
Wide Applicability
gptkbp:alsoKnownAs SA
gptkbp:category Global Optimization
Heuristic Algorithm
Stochastic Optimization
gptkbp:convergesTo Global Optimum (with slow cooling)
gptkbp:field gptkb:Mathematics
Computer Science
Operations Research
gptkbp:firstPublished gptkb:Science_(journal)
1983
gptkbp:form Boltzmann Distribution
Markov Chain
https://www.w3.org/2000/01/rdf-schema#label Simulated Annealing
gptkbp:influencedBy Physical Annealing Process
gptkbp:inspiredBy Annealing in Metallurgy
gptkbp:introduced gptkb:Scott_Kirkpatrick
gptkb:C._Daniel_Gelatt
gptkb:Mario_P._Vecchi
gptkbp:introducedIn 1983
gptkbp:limitation Slow Convergence
Parameter Sensitivity
gptkbp:parameter Cooling Schedule
Final Temperature
Initial Temperature
Iteration Limit
gptkbp:relatedTo gptkb:Monte_Carlo_Method
gptkb:Genetic_Algorithm
Hill Climbing
gptkbp:step Acceptance Probability Calculation
Energy Evaluation
Random Neighbor Selection
Temperature Update
gptkbp:supportsAlgorithm Metaheuristic
Probabilistic
gptkbp:temperatureDecreases Over Time
gptkbp:usedFor gptkb:Combinatorial_Optimization
gptkb:Traveling_Salesman_Problem
Scheduling
Function Optimization
gptkbp:usedIn gptkb:Machine_Learning
gptkb:artificial_intelligence
Engineering Design
gptkbp:bfsParent gptkb:mathematical_optimization
gptkbp:bfsLayer 5