BiologicallyInspiredMethods——优化算法.zip资源-CSDN文库

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优化算法

遗传算法

进化算法

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Biologically Inspired Methods —— 优化算法.zip （26个子文件）

Biologically Inspired Methods —— 优化算法

lec

BIM_Simulated_Annealing_W6.pdf 5.81MB

BIM-KS-LGT8.pdf 501KB

BIM-Lect4.pdf 3.06MB

BIM_W2_Approximation_Exact.pdf 661KB

BIM-KS-LGT5.pdf 575KB

BIM-Lec5-2022.pdf 1.67MB

BIM-LGT1.pdf 1.13MB

BIM-KS-LGT4.pdf 393KB

BIM_W9_Ant_Colony_Optimisation.pdf 1.09MB

BIM week3_ComplexityClasses.pdf 660KB

BIM-Lect1-part2.pdf 2.64MB

BIM_W7_Genetic_Algorithms.pdf 1.03MB

BIM-Lect1-part1.pdf 1.82MB

BIM-Lec8-JSS.pdf 845KB

tut

BIM-SGT1-sol.pdf 308KB

BIM_W7_Exercises.pdf 93KB

BIM-SGTw4-sol.pdf 223KB

BIM_W3_Solutions.pdf 161KB

BIM_W9_Solutions.pdf 249KB

BIM_W6_Solutions.pdf 335KB

BIM-SGT8-JSS-sol.pdf 1.47MB

BIM-SGT5-solutions.pdf 424KB

Week 7 Solutions.pdf 63KB

往年样卷

BIM 2019.pdf 759KB

BIM 2017.pdf 679KB

BIM 2016.pdf 521KB

Simulated Annealing

Angelos Gkikas

Department of Informatics

Kings College London

Biologically Inspired Methods

Week 6

Angelos GkikasDepartment of Informatics Kings College London Simulated Annealing Biologically Inspired MethodsWeek 6 1 / 29

Outline

Simulated Annealing

Background

Design of SA

SA Implementation

Game of Codes

Angelos GkikasDepartment of Informatics Kings College London Simulated Annealing Biologically Inspired MethodsWeek 6 2 / 29

Outline

Simulated Annealing

Background

Design of SA

SA Implementation

Game of Codes

Angelos GkikasDepartment of Informatics Kings College London Simulated Annealing Biologically Inspired MethodsWeek 6 3 / 29

Background

A meta-heuristic method which aims to identify the global minimum of a

given function.

Starts with an initial solution and iteratively performs local search moves to

explore the space.

Inspired by a metallurgy technique used to alter the physical properties of a

material.

For example, assume we want alter the form of a metal.

Angelos GkikasDepartment of Informatics Kings College London Simulated Annealing Biologically Inspired MethodsWeek 6 4 / 29

Principles of Metallurgy

For a given application (e.g. construction of a building) we need to adjust

the properties of steel.

Steel requires to be strong or tough in order to ensure safety.

So we need to optimise the properties of steel.

Heating treatment either hardens or softens the metal.

Heating Treatment Steps

Heating of the metal to a speciﬁed temperature.

Cooling of the metal with a suitable decreasing rate.

Angelos GkikasDepartment of Informatics Kings College London Simulated Annealing Biologically Inspired MethodsWeek 6 5 / 29

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