Embedded Coder Support Package for ARM Cortex-M Processors
Generate code optimized for Cortex-M processors.
Embedded Coder® Support Package for ARM® Cortex®-M Processors lets you generate optimized code for math operations using the CMSIS library. Use this generated code for ARM Cortex-M processors. For
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26 Jan 2026
PV system with various MPPT (P&O-INC-ANN-FLC-PSO)
Maximum power point tracking (MPPT) using different algorithms
- Bio-inspired Particle swarm PSO based MPPTMethod to simulate the proposed simulink model:a- Launch the file "PV_SYSTEM_WITH_VARIOUS_MPPT.slx" or "Particle_swarm_based_PV_MPPT.slx" with MATLAB software.b- Launch
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30 Mar 2024
Four Bar Linkage Optimization in Simscape
Four-bar linkage lengths are optimized using MATLAB to follow a desired trajectory.
This example shows a four-bar linkage modeled in Simscape Multibody that is optimized using MATLAB so that the tip of the linkage follows a desired trajectory.Mechanical designers often wish to
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25 Dec 2025
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6 Feb 2012
Deep Learning Toolbox Model Compression Library
Optimize deep learning models with efficient compression techniques
optimize the quantization strategy.As of R2024b, you can export quantized networks to Simulink deep learning layer blocks for simulation and deployment to embedded systems.Please refer to the documentation
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26 Jan 2026
Particle Swarm Optimization (PSO)
A simple structured MATLAB implementation of PSO
For more information, see the following link:http://yarpiz.com/50/ypea102-particle-swarm-optimization
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4 Sep 2015
CI/CD Automation for Simulink Check
Optimize CI/CD workflows for Model-Based Design
The CI Support Package for Simulink helps you adopt and optimize Continuous Integration / Continuous Delivery (CI/CD) Workflows for Model-Based Design. With it you can address common challenges
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26 Jan 2026
Microgrid Energy Management System (EMS) using Optimization
Online optimization of energy storage actions in a microgrid given system constraints and pricing
Energy management systems (EMS) help to optimize the usages of distributed energy resources (DERs) in microgrids, particularly when variable pricing and generation are involved. This example walks
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17 Apr 2020
Transit Search Optimization Algorithm (2022): MATLAB Codes
The codes of a novel astrophysics-inspired meta-heuristic optimization algorithm, namely Transit Search (TS)
Welcome to the world of Transit Search (TS), a cutting-edge optimization algorithm that draws inspiration from the remarkable method of exoplanet detection known as transit. The TS presents a novel
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8 Jul 2023
NSGA - II: A multi-objective optimization algorithm
A function for multi-objective optimization using evolutionary algorithms
NSGA-II is a very famous multi-objective optimization algorithm. I submitted an example previously and wanted to make this submission useful to others by creating it as a function. Even though this
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19 Jul 2009
A toolbox for the Grey Wolf Optimizer (GWO) algorithm
: http://www.mathworks.com.au/matlabcentral/fileexchange/44974-grey-wolf-optimizer--gwo-This is the source codes of the paper: S. Mirjalili, S. M. Mirjalili, A. Lewis, Grey Wolf Optimizer, Advances in Engineering Software, Volume 69, March 2014, Pages 46-61, ISSN 0965-9978
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22 May 2018
Global Optimization with MATLAB
Demo files from the 2010 webinar "Global Optimization with MATLAB Products"
This submission contains the demo files used in the Global Optimization with MATLAB webinar: http://www.mathworks.com/videos/global-optimization-with-matlab-products-81716.htmlMultStart Demos *
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1 Sep 2016
Tips and tricks for use of the optimization toolbox, linear and nonlinear regression.
New users and old of optimization in MATLAB will find useful tips and tricks in this document, as well as examples one can use as templates for their own problems.Use this tool by editing the file
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25 Apr 2016
GWO is a novel meta-heuristic algorithm for global optimization
leadership hierarchy. In addition, three main steps of hunting, searching for prey, encircling prey, and attacking prey, are implemented to perform optimization.This is the source codes of the paper: S
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22 May 2018
MATLAB implementation of ACO for Discrete and Combinatorial Optimization Problems
For more information see the following link:http://yarpiz.com/53/ypea103-ant-colony-optimization
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4 Sep 2015
Bresenham optimized for Matlab
An implementation of the classic algorithm with code optimized for Matlab
This code does not use any for loops and takes advantage of Matlabs internally optimized routines to produce a fast, optimized version of Bresenham's line drawing algorithm
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15 Jul 2010
Locally Optimal Block Preconditioned Conjugate Gradient
LOBPCG solves Hermitian partial generalized eigenvalue problems using preconditioning, as well as PCA
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3 Dec 2021
Particle Swarm Optimization Research Toolbox
Gbest PSO, Lbest PSO, RegPSO, GCPSO, MPSO, OPSO, Cauchy mutation, and hybrid combinations
The Particle Swarm Optimization Research Toolbox was written to assist with thesis research combating the premature convergence problem of particle swarm optimization (PSO). The control panel offers
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15 May 2011
Particle Swarm Optimization (PSO)
Searching/Tuning/Optimizing by Particle Swarm Optimization (PSO) method
This is simple basic PSO function.This function is well illustrated and analogically programed to understand and visualize Particle Swarm Optimization theory in better way and how it implemented.To
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4 Mar 2020
Grey Wolf Optimizer for Training Multi-Layer Perceptrons
The submission employs the recently proposed Grey Wolf Optimizer for training Multi-Layer Perceptron
Grey Wolf Optimizer (GWO) is employed as a trainer for Multi-Layer Perceptron (MLP). The current source codes are the demonstration of the GWO trainer for solving the "Iris" classification problem
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22 May 2018
Video Tutorial of Particle Swarm Optimization (PSO) in MATLAB
In this video tutorial, implementation of PSO in MATLAB is discussed in detail.
In this video tutorial, implementation of Particle Swarm Optimization (PSO) in MATLAB is discussed in detail. In the first part, theoretical foundations of PSO is briefly reviewed. In the next two
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27 May 2016
Lithium ion battery characterization, state estimation, cell balancing, and thermal management
Targethttp://www.mathworks.com/company/newsletters/articles/battery-pack-modeling-simulation-and-deployment-on-a-multicore-real-time-target.html?s_tid=srchtitleWebinar: Optimizing Vehicle Electrical Design through System-Level Simulationhttp://www.mathworks.com/videos/optimizing-vehicle-electrical-design-through-system-level-simulation-81919.htmlVideo: Real-Time
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3 Jun 2021
Constrained Particle Swarm Optimization
Implementation of a PSO algorithm with the same syntax as the Genetic Algorithm Toolbox.
Previously titled "Another Particle Swarm Toolbox"IntroductionParticle swarm optimization (PSO) is a derivative-free global optimum solver. It is inspired by the surprisingly organized behaviour of
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5 Nov 2018
GPU Coder Interface for Deep Learning
Use GPU Coder to generate optimized CUDA code for deep learning networks
GPU Coder generates optimized CUDA code from MATLAB code and Simulink models for deep learning, embedded vision, and autonomous systems. You can deploy a variety of pretrained deep learning networks
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26 Jan 2026
Optimization in MATLAB: An Introduction to Quadratic Program
Files used in "An Introduction to Quadratic Programming" Webinar
hydroelectric dam and then optimize the operation schedule using FMINCON. We then show how improvements can be made to the optimization process and end up with a quadratic programming problem that can be solved
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23 Apr 2021
Particle Swarm Optimization Toolbox
With Trelea, Common, and Clerc types along with ...
MATLAB's Optimization Toolbox should feel right at home but even if you don't use that toolbox this will be easy to figure. Extensive help is included.Anyone from serious AI researchers to beginning
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20 Mar 2006
Multidisciplinary Design Optimization (MDO) to optimize an ocean wave energy converter
Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://www.mathworks.com/matlabcentral/fileexchange/180694-mdocean)# MDOceanThis is an open source codebase that uses Multidisciplinary Design Optimization (**MDO**) to optimize an **ocean** wave energy converter (WEC). More specifically, it is both a
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7 May 2026
Solve the path planning problem of going through a vector field of wind in the least possible time using MATLAB and Optimization Toolbox.
. A Live Script shows how to set up both time-independent and time-dependent versions of the optimization problem. An app created with App Designer shows an interactive way to do this analysis. The path
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9 Apr 2020
Files for the 2012 Webinar "Tips and Tricks - Getting Started Using Optimization with MATLAB"
These are the files that were used for the demonstrations in the webinar.
In this webinar we highlight optimization in MATLAB using Optimization Toolbox and Global Optimization Toolbox. Product demonstrations show how to find solutions to real-world optimization problems
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1 Sep 2016
A plot/plotyy alternative (data exploration optimized).
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3 Jul 2023
Embedded Coder Support Package for BeagleBone Black Hardware
Generate code optimized for BeagleBone Black.
applications on the BeagleBone Black using automatic code generation. By default, the generated code is ANSI/ISO C/C++. For NEON optimized code for DSP filters, use the ARM Cortex A Ne10 Library Support from
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26 Jan 2026
GODLIKE - A robust single-& multi-objective optimizer
GODLIKE combines 4 global optimizers for both single/multi-objective optimizations
GODLIKE (Global Optimum Determination by Linking and Interchanging Kindred Evaluators) is a generization of various population-based global optimization schemes. Also, it handles both single- and
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2 May 2020
Sperm Swarm Optimization (SSO)
Sperm Swarm Optimization (SSO)
A new meta-heuristic optimization approach, called “Sperm Swarm Optimization (SSO)” is proposed. The underlying ideas and concepts behind the proposed method are inspired by sperm motility to
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5 Feb 2023
Multi-Objective Particle Swarm Optimization (MOPSO)
Bearable and compressed implementation of Multi-Objective Particle Swarm Optimization (MOPSO)
This function performs a Multi-Objective Particle Swarm Optimization (MOPSO) for minimizing continuous functions. The implementation is bearable, computationally cheap, and compressed (the algorithm
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27 Nov 2019
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24 Dec 2013
Multi-Objective Particle Swarm Optimization (MOPSO)
A structure MATLAB implementation of MOPSO for Evolutionary Multi-Objective Optimization
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20 Oct 2015
The Whale Optimization Algorithm
WOA is a new algorithm for solving single-objective optimization problems
The Whale Optimization Algorithm (WOA) is a new optimization technique for solving optimization problems. This algorithm includes three operators to simulate the search for prey, encircling prey, and
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22 May 2018
Fit 2D Gaussian with Optimization Toolbox
Fit a 2D rotated gaussian. http://en.wikipedia.org/wiki/Gaussian_function
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30 May 2013
SMO (Sequential Minimal Optimization)
Sequential Minimal Optimization (Simplified SMO) for SVM classification using Linear Kernel
Sequential Minimal Optimization,in Advances in Kernel Methods – Support Vector Learning, B. Scholkopf, C. Burges,A. Smola, eds., MIT Press (1998).
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24 May 2017
Teaching Learning Based Optimization for Truss Optimization
Teaching Learning Based Optimization for Truss
Teaching Learning Based Optimization method is an evolutionary algorithm that simulates the teaching–learning phenomenon of a classroom. This MATLAB code implements this technique for truss
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16 Sep 2016
Quadratic Assignment Problem (QAP) using GA, PSO and FA
MATLAB implementation of GA, PSO and Firefly Algorithm (FA) for Quadratic Assignment Problem
This package, contains implementation of Genetic Algorithm (GA), Particle Swarm Optimization (PSO) and Firefly Algorithm (FA) for Quadratic Assignment Problem (QAP) in MATLAB.For more information
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20 Sep 2015
Surrogate Model Optimization Toolbox
Surrogate model optimization algorithm for computationally expensive global optimization problems
Description: Surrogate model toolbox for- unconstrained continuous- constrained integer- constrained mixed-integerglobal optimization problems that are computationally expensive.The user can choose
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8 Oct 2012
Useful functions for geometry processing, constrainted optimization and image processing.
https://github.com/alecjacobson/gptoolbox/This is a toolbox of useful matlab functions for geometry processing. There are also tools related to constrainted optimization and image processing
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22 Jul 2024
Demonstration of two multi-objective optimization strategies
Application of the weighted sum and epsilon-constraint methods for multi-objective optimization
Created for use in introductory design optimization courses (e.g., SE 413 at UIUC). Demonstrates that the epsilon-constraint method can identify non-dominated points on a Pareto frontier
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21 Oct 2017
Single Objective Artificial Bee Colony Optimization
Artificial Bee Colony (Termination Criterion: Maximum number of functional evaluations)
Artificial Bee Colony is a single objective optimization technique for unconstrained optimization problems. It has been reported that ABC has been improperly implemented in various works (specially
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22 Jan 2018
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27 Aug 2015
Connect MATLAB - Optimization Toolbox™ to the AMPL API for MATLAB
This package (AMPL interface to Optimization Toolbox) connects MATLAB – Optimization Toolbox™ to the AMPL API for MATLAB (version 1.3 or higher). It provides an interface to Optimization Toolbox
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6 Aug 2018
Wild Horse Optimizer: A new meta-heuristic algorithm for solving engineering optimization problems
Nowadays, the design of optimization algorithms is very popular to solve problems in various scientific fields. The optimization algorithms usually inspired by the natural behaviour of an agent
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24 Aug 2021
Getting Started with Portfolio Optimization (Files for Video Demo)
Files for demonstrating how to perform portfolio optimization
The files are designed to show how to perform portfolio optimization, obtain optimal portfolio, and visualize efficient frontier. The video demo is located here
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12 Sep 2017
African vultures optimization algorithm
African vultures optimization algorithm: A new nature-inspired metaheuristic algorithm for global optimization problems
Metaheuristics play a crucial role in solving optimization problems. The majority of such algorithms are inspired by collective intelligence and foraging of creatures in nature. In this paper, a new
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13 Aug 2021
A hybrid firefly and particle swarm optimization (HFPSO)
A hybrid metaheuristic optimization algorithm that combines strong points of FA and PSO
•A hybrid metaheuristic optimization algorithm that combines strong points of firefly and particle swarm algorithms. •A local search strategy is proposed by controlling previous global best fitness
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22 Nov 2022
Student Psycology Based Optimization (SPBO) Algorithm
A novel optimization algorithm to find global optimum solution
Student Psychology Based optimization (SPBO) algorithm is based on the performance of students of a class, trying to be the best student. Published paper: "Das, B., Mukherjee, V., Das, D, 2020
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10 Oct 2020
Simulation of particles in Particle Swarm Optimization
This submission allows to visually see particles' movement in Particle Swarm Optimization.
This submission allows to visually see particles' movement in Particle Swarm Optimization. To watch videos on this algorithm use this link: https://www.udemy.com/optimisation/?couponCode=MATHWORKSREF
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7 Oct 2018
Histogram Binwidth Optimization
Function `sshist' returns optimal number of bins in a histogram used for density estimation.
function [optN, C, N] = sshist(x,N)% [optN, C, N] = sshist(x,N)%% Function `sshist' returns the optimal number of bins in a histogram% used for density estimation.% Optimization principle is to
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22 Jan 2010
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28 Mar 2022
Robust stability optimisation of DDAE of retarded type
Minimization of the mean of the spectral abscissa with Variance penalty for DDAEs
parameters can be nonlinear.Unlike the stability optimization methods for deterministic problems, which minimizes the spectral abscissa, this approach shows better robust properties based on a more realistic
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10 Oct 2016
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9 Aug 2021
Tips & Tricks: Getting started using optimization with MATLAB
Demo files from the August 21, 2008 Webinar
Contains the demos (plus a few extra) that were shown in the August 21, 2008 Webinar titled "Tips and Tricks: Getting started using optimization with MATLAB".Included parallel computing examples that
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1 Sep 2016
ALO is a novel meta-heuristic algorithm for global optimization
The Ant Lion Optimizer (ALO) mimics the hunting mechanism of antlions in nature. Five main steps of hunting prey such as the random walk of ants, building traps, entrapment of ants in traps, catching
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22 May 2018
Aspen Plus - Matlab: Optimization of Distillation Column
Multi-Objective Optimization of Aspen Plus Distillation Column using Stochastic Algorithm (NSGA II).
Many optimization problems in chemical engineering involve integer variables and trade-off objective. One approach to address this type of problem is using algorithms that handle continuous and
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15 Jun 2024