OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS

Abstract The Biogeography-Based Optimization (BBO) optimization method is an optimization method inspired by the concept of biogeography which is used to solve optimization problems. Apart from solving optimization problems, BBO can also be used to find initial values which are then used by the B...

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Main Author: Shafika Wicaksono, Pramitha
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/79337
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:79337
spelling id-itb.:793372023-12-27T07:50:22ZOPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS Shafika Wicaksono, Pramitha Indonesia Theses optimization, Biogeography-Based Optimization, clustering, systems of Nonlinear equations, multimodal functions. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/79337 Abstract The Biogeography-Based Optimization (BBO) optimization method is an optimization method inspired by the concept of biogeography which is used to solve optimization problems. Apart from solving optimization problems, BBO can also be used to find initial values which are then used by the Broyden method to find the roots of a system of non-linear equations even though in one program execution it can only get one root. So that in one execution of the BBO program modified with the Broyden method, all possible roots of a system of non-linear equations can be obtained, this thesis has developed a combination of BBO with the Broyden method and clustering techniques. This combination makes it possible to obtain all the roots of a system of nonlinear equations in one program execution. Furthermore, to map the extreme points of multimodal functions in one program execution, BBO can also be combined with clustering techniques. Based on the research results, combining BBO with the Broyden method and clustering techniques makes it possible to obtain the roots of non-linear equation systems, and combining BBO with clustering techniques makes it possible to obtain the extreme points of multimodal functions. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Abstract The Biogeography-Based Optimization (BBO) optimization method is an optimization method inspired by the concept of biogeography which is used to solve optimization problems. Apart from solving optimization problems, BBO can also be used to find initial values which are then used by the Broyden method to find the roots of a system of non-linear equations even though in one program execution it can only get one root. So that in one execution of the BBO program modified with the Broyden method, all possible roots of a system of non-linear equations can be obtained, this thesis has developed a combination of BBO with the Broyden method and clustering techniques. This combination makes it possible to obtain all the roots of a system of nonlinear equations in one program execution. Furthermore, to map the extreme points of multimodal functions in one program execution, BBO can also be combined with clustering techniques. Based on the research results, combining BBO with the Broyden method and clustering techniques makes it possible to obtain the roots of non-linear equation systems, and combining BBO with clustering techniques makes it possible to obtain the extreme points of multimodal functions.
format Theses
author Shafika Wicaksono, Pramitha
spellingShingle Shafika Wicaksono, Pramitha
OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
author_facet Shafika Wicaksono, Pramitha
author_sort Shafika Wicaksono, Pramitha
title OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
title_short OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
title_full OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
title_fullStr OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
title_full_unstemmed OPTIMIZATION WITH BIOGEOGRAPHY-BASED OPTIMIZATION AND ITS APPLICATIONS IN SYSTEM OF NONLINEAR EQUATIONS
title_sort optimization with biogeography-based optimization and its applications in system of nonlinear equations
url https://digilib.itb.ac.id/gdl/view/79337
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