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Tag Archives: optimization
#Optimization with #Simulated #Annealing – A #MATLAB tutorial for beginners
In this tutorial I will show how to use Simulated Annealing for minimizing the Booth’s test function. Simulated Annealing is one of the most famous optimization algorithms that has been also implemented in MATLAB as a built-in function. The Booth’s … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Software, Ubuntu
Tagged annealing, beginners, code, easy, fitness, fitness function, linux, math, mathematics, mathworks, minimization, numerical, objective, objective function, optimal, optimization, population, program, programming, simple, simulated annealing, software, source code, step by step, tutorial, video, windows
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Particle Swarm Optimization – A MATLAB Tutorial for beginners
In this tutorial I will show you how to use the built-in Particle Swarm Optimization (PSO) algorithm in MATLAB. I optimize the famous Ackley’s function which has a global minimum at [0 0] and the function value in the optimum … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Robotics, Software, Ubuntu
Tagged ackley, beginner, code, easy, fitness, fitness function, linux, m-file, math, mathematics, Matlab, minimum, objective, objective function, optimization, optimum, Particle Swarm, Particle Swarm Optimization, PSO, script, simple, software, source code, test problem, tutorial, ubuntu, video, windows
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Using Multi-Objective Genetic Algorithm to Optimize the ZDT1 test problem – A MATLAB video tutorial
In this tutorial, I show implementation of the ZDT1 multi-objective test problem and optimize it using the built-in Multi-objective Genetic Algorithm in MATLAB. The given objective function is a standard test function that helps a beginner user to understand the … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Robotics, Software, Ubuntu
Tagged artificial intelligence, beginners, code, easy, evolution strategy, function, generation, genetic algorithm, Machine Learning, math, mathematics, mathworks, Matlab, multi-objective, numerical methods, optimal, optimization, optimum, pareto, pareto front, plot, population, programming, Robotics, script, simple, software, source code, step by step, test problem, tutorial, ubuntu, video, windows, zdt, zdt1
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Optimization with Pattern Search – A MATLAB Tutorial for beginners
Pattern search is a local optimization technique that can be applied on both constrained and unconstrained optimization problems. The constraints can be either linear or nonlinear. The algorithm works based on an adaptive mesh which is aligned with the coordinate … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Robotics, Software, Ubuntu
Tagged adaptive, beginner, code, constrained, constraint, easy, function, genetic algorithm, linear, linux, math, mathematics, Matlab, mesh, minimum, nonlinear, optimal, optimization, optimum, pattern, pattern search, programming, script, search, simple, single objective, software, source code, step by step, tutorial, unconstrained, value function, video, windows
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Mixed-Integer Linear Programming – A MATLAB Tutorial for Beginners
In this tutorial, I show implementation of a mixed-integer optimization problem using linear programming in MATLAB. The given objective function is a simple function that helps a beginner user to understand the basic concept of optimization in MATLAB easier. The … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Robotics, Software, Ubuntu
Tagged beginner, easy, integer, linear programming, linux, Machine Learning, math, mathematics, Matlab, mixed-integer, optimization, programming, Robotics, script, simple, software, step by step, tutorial, video, windows
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How to carry out an operator with probability p – Optimization Algorithms
When implementing optimization algorithms, we often bump into this phrase: “an operator needs to be carried out with probability P”. For instance, this can happen when implementing the crossover or mutation phases in Evolutionary Algorithms. It means that you want … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Reinforcement Learning, Robotics, Software, Statistics, Ubuntu
Tagged algorithm, code, distribution, easy, example, linux, Machine Learning, math, mathematics, Matlab, operator, optimization, probability, programming, random, robot, sampling, statistics, step, step by step, tutorial, uniform, variable, windows
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Investigating code performance in MATLAB – Part 1: For-loop
Here I want to show you a very simple example in MATLAB. Consider we have a large matrix (can be an image also) and we want to perform element-wise operation on the matrix elements. Let’s first create a large matrix: … Continue reading
Posted in Linux, MATLAB, Optimization, programming, Software, Ubuntu
Tagged beginner, call, code, computer, easy, element, example, fix, for, for-loop, function, image, linux, math, mathematics, Matlab, matrix, mean, mean2, mod, optimization, performance, progemming, script, simple, software, source, source code, step by step, tutorial, ubuntu, windows
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Estimating the value of Pi using Python (For educational Purposes)
You can estimate the value of `Pi` up to specific precision with the following method: 1- draw a square and draw the corresponding circle inside it (a quarter of the circle inscribed inside the square). So the edge length of … Continue reading
Posted in Linux, programming, Python, Software, Ubuntu
Tagged beginner, calculate, code, computer, easy, estimate, linux, math, mathematics, monte carlo, numpy, optimization, pi, programming, python, simple, software, source, step by step, tutorial, ubuntu, windows
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Function Approximation – 1 (Radial Basis Network)
Here I give an example about the function approximation technique in MATLAB, than can be used in many areas, e.g., machine learning, robotics, artificial intelligence, optimization. The function approximation in this tutorial is accomplished using Radial Basis Networks. There are … Continue reading
Posted in Linux, Machine Learning, MATLAB, Neural Networks, Optimization, programming, Robotics, SIMULINK, Software, Ubuntu
Tagged artificial intelligence, basis, code, easy, example, function, function approximation, linux, Machine Learning, math, mathematics, Matlab, networks, neural networks, optimization, programming, radial, radial basis networks, robot, Robotics, script, simple, software, sourcecode, step by step, tutorial, ubuntu, windows
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Linear vector mapping (scaling) – MATLAB
Vector mapping means changing the range of a vector from range-1 to range-2. For instance, if a vector is in range [2,12] and we want to scale the vector and map it to range [0,2]. I give you some useful hints … Continue reading
Posted in Linux, Machine Learning, MATLAB, Optimization, programming, Robotics, Software, Ubuntu
Tagged code, easy, example, function, in, linear, linux, map, mapping, mathematic, Matlab, max, min, normal, normalization, numpy, optimization, out, programming, python, range, sample, scale, scaling, tutorial, ubuntu, vector, windows
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