Windows · Free download · General

Optimization Algorithm Toolkit - OAT1.4

Optimization Algorithm Toolkit : OAT : Ease working with classical and state-of-the-art optimization algorithms on standard benchmark problem domains

Operating system
Windows 10/11
File size
11.1 MB
License
GNU Public License
Last updated
Nov 28, 2023

67 downloads·592 page views

Sponsored

Overview

What is Optimization Algorithm Toolkit - OAT?

Optimization Algorithm Toolkit : OAT : Ease working with classical and state-of-the-art optimization algorithms on standard benchmark problem domains

In depth

A closer look at Optimization Algorithm Toolkit - OAT

The Optimization Algorithm Toolkit (OAT) is a workbench and toolkit for developing, evaluating, experimenting, and playing with classical and state-of-the-art optimization algorithms on standard benchmark problem domains; including reference algorithm implementations (Java), graphing, visualizations and much more.Here are some key features of "Optimization Algorithm Toolkit OAT":? Graphical User Interface (GUI) with graphs, configuration dialogs, visualizations and much more for the research scientist and interested novice alike.? Fully featured Application Programming Interface (API) for experimentation, implementation of additional algorithms and problem domains.? Source code is included to help you learnmore about how optimization algorithms work, and to contribute new algorithms and problems to the project.? Example code to get you up and running quickly and unit tests to ensure algorithm robustness and consistency.? Provides a focus on computational intelligence and biologically inspired optimization algorithms such as evolutionary algorithms, artificial immune system algorithms, particle swarm optimization, ant colony optimization, and much more.? Provides literature references for all algorithm implementations (See a full algorithm listing with references).? Problem Domains Include: ? Continuous Function Optimization, including 24 Algorithms not limited to Evolutionary Algorithms, Artificial Immune System Algorithms, Physics Algorithms, Swarm Algorithms, and Random Algorithms. 69 problem instances not limited to classic functions such as De Jong's F-series, Ackley, Easom, Goldstein, Griewangk, Langermann, Michalewicz, Rastrigin, Rosenbrocks Valley, Schwefel, Six Hump Camel Back, Three Pot Holes, Mahfoud's M-series, Bohachevsky, Hansen, Shubert, and many others.? Huygens Search & Optimization Benchmark Suite: all function optimization algorithms, billions of fractal optimization instances, benchmark server, and much more? Traveling Salesman Problem (TSP), including 10 algorithms not limited to Ant Colony Optimization, Evolutionary Algorithms, Artificial Immune System Algorithms, and Random Algorithms. 15 problem instances from TSPLib including Berlin52, Burma14, Ulysses22, and many others.? Protein Folding (Protein Structure Prediction - PSP), including 3 algorithms including Evolutionary Algorithms, and Random Algorithms. 14 problem instances all examples of Dill's Hydrophobic-Polar (HP) Model? Binary Optimization Functions including 6 algorithms not limited to Evolutionary Algorithms, Bit Hill-Climbers, Artificial Immune System Algorithms, and Random Algorithms. 10 problem instances not limited to Trap Functions, Deceptive Functions, Massively Multimodal, OneMax, and others.? Graph Coloring Problem (GCP), including 2 algorithms including an Artificial Immune System algorithm, 56 problem instances all benchmark instances from the GCP repository on Michael Trick's Operations Research page? Binary Character Recognition (BCR): 2 algorithms, 1 problem instance (lippman binary character recognition)Requirements:? Java

Verdict

Should you download Optimization Algorithm Toolkit - OAT?

Optimization Algorithm Toolkit - OAT runs on Windows 10/11 and is available under the GNU Public License license — the installer is 11.1 MB. We’ve catalogued it under General.

Verified clean. Every Optimization Algorithm Toolkit - OAT build on SoftLookup is scanned for viruses, spyware, adware, trojans and backdoors. We re-test on every update.
Sponsored

At a glance

Optimization Algorithm Toolkit - OAT specifications

Category
General
Publisher
Jason Brownlee
Last updated
Nov 28, 2023
License
GNU Public License
Operating system
Windows 10/11
File size
11.1 MB
Price
Free
Page views
592

Leave a comment

Help fellow users decide. Share your experience with Optimization Algorithm Toolkit - OAT.

Download Optimization Algorithm Toolkit - OAT