Useful Links

Related publications

See the Related publications page.

Related projects

A list of projects with similar ideas and scope.

• [1] Matlab regression software
• GTIPS Matlab symbolic regression software using genetic programming
• OptiY
• ClearVu Analytics
• Surrogates Toolbox: Another matlab surrogate modeling toolbox
• Evolved-Analytics: DataModeler package.
• MunEDA: MunEDA provides leading EDA software technology for analysis, modelling and optimization of yield and performance of analog, mixed-signal and digital designs.
• LS-OPT: Functionality similar to the SUMO-Toolbox in LS-OPT
• MUCH Toolkit: A toolbox for sensitivity analysis using surrogate models
• FDIDENT: frequency domain identification toolbox
• Regression software on Open Directory
• Infiniscale: TechModeler, TechAnalyzer: automatic model generation tools for EM applications
• visualDOC: VisualDOC, a design optimization tool
• MARS: A spline based modeling tool
• Modelcenter: datamining and modeling tool
• iSIGHT: datamining and modeling tool
• Datascape: datamining and modeling tool
• Friendship systems: Tools for modeling ship hulls parametrically and performing the modeling calculations (Equilibrium tool)
• Nimrod/G: Execute parameter sweeps on the grid
• ProActive: Java grid library
• Nimrod/O: Grid-enabled optimization toolkit
• NEOS: Distributed optimization toolkit
• SciRun: Problem Solving Environment (PSE), for simulation, modeling, and visualization of scientific problems.
• ModeFRONTIER: environment dedicated to the set up of design assessment chains and efficient investigation of the design space.
• Gridbus: metascheduler for the grid
• Gridsolve/Netsolve: grid enabled scientific computation toolbox
• DTREG: a powerful statistical analysis program that generates classification and regression trees and Support Vector Machine models that can be used to predict parameter values.
• MDO: A collection of MDO links
• GOSSET: A general purpose program for designing experiments
• DAKOTA: Design Analysis Kit for Optimization and Terascale Applications
• DIPSO: Wide-Area Distributed Problem Solving (DIPSO)
• GEODISE: Grid Enabled Optimisation and Design Search for Engineering
• EZfit : Free curve fitting toolbox for matlab
• SGIT : A Sparse grid interpolation toolbox
• QuickRBF : an RBF fitting library (native)
• FastRBF : another RBF fitting library (matlab)
• PROMETHEE project: easy parametric modeling
• Sensitivity Analysis library
• Gaussian Process Matlab code
  • Code based on Rasmussen's book
  • Gaussian Process Software
  • GP using polynomial covariance functions
• Shark Machine Learning Library - An open source machine learning bundle

Related labs

A list of some of the labs/researchers with similar ideas and scope.

• Department of Aerospace Engineering at the University of Michigan
• The Structural and Multidisciplinary Optimization Group at the University of Florida
• School of Electrical Engineering and Computer Science, Oregon State U
• Southampton University Computational Engineering and Design Group
• Engineering Design & Optimization Group (Penn state)
• Aerospace and Mechanical Engineering Homepage
• Computational Thermo-Fluids Group
• Product Design and Optimization Laboratory (PDOL)
• Computational Fluid Dynamics (CFD) group at CERFACS
• Dirk Roos
• Florent Duchaine
• http://www.nlr.nl/ National aerospace lab]

Data sets - Simulation code

A list of publicly available datasets and simulation codes, useful for testing.

• Statistics links : A nice collection of data fitting and analysis codes
• Wikipedia Classic Datasets
• The ROUSSEEUW datasets
• Donoho-Johnstone Benchmarks
• datasets
• Spice like simulator for matlab
• Nist dataset archive
• Daisy datasets
• Statlib dataset archive
• Datasets from the book "Neural networks for the modeling and control of dynamic systems.
• A simulation environment for production and transport, logistics and automation systems
• Nanostructure Simulation and Modeling Programs
• A Modular, Distributed Pedestrian Crowd Simulation System
• Fortran simulation codes
• Grid ENabled Integrated Earth system model
• Nasa datasets
• Function approximation repository
• A Collection of Modeling and Simulation Resources on the Internet
• Free simulation software from Nasa
• Earthquake simulation
• Harddisk simulator
• Mountain top radar data
• Statsci dataset repository
• dataset repository
• dataset repository
• problems from the Cross Entropy toolbox
• Weka datasets
• dataset repository
• Max Set of Gaussians Landscape Generator
• Collection of useful Matlab scripts by Thomas Abrahamsson
• A Matlab toolbox for Linear Structural Dynamics Analysis
• Matlab simulators for control and systems modeling
• UIUC Airfoil Data Site
• TNF workshop data archives
• Code for kriging models
• Comsol multiphysics package

Predefined functions

• Continuous benchmark problems
• Optimization test functions
• Optimization test functions
• Optimization test functions
• Optimization test functions
• Optimization test functions
• Optimization test functions
• Functions with multiple global optima
• More test set
• Dixon-Szegö test set
• Handbook of Test Problems for local and global optimization

Optimization

• NLopt is a free/open-source library for nonlinear optimization
• PISA optimization framework
• swarmOps
• Differential Evolution
• YALMIP High-level optimization problem solver, uses external solvers as backend
• Global optimization software
• Mesh-Adaptive Direct Search (MADS) software in Matlab
• Modulopt: fortran implementations and some matlab
• MatlabOptions Matlab interface to the design and optimization package (OPTIONS).

Various links

• An excellent collection of machine learning lecture videos
• A collection of useful Matlab scripts
• MATLAB array manipulation tips and tricks
• Particle Swarm implementations
• A great selection of open source machine learning software
• A list of Matlab toolboxes
• ISSMO-REASON: Research and Engineering Applications in Structural Optimization Network
• NAFEMS
• The European Coordinating Action on Key Aerodynamic Technologies
• Altair Hyperworks
• IFTE
• OptyI
• Technet Alliance

Conference links

• Conference alerts
• Engineering conferences
• AI Conference alerts
• IEEE conferences
• AIAA Conferences
• Wiki of conferences
• Kaisa's conferences
• AI Conferences
• IEEE CIS conferences
• Neural Network Events
• Open research AI conferences
• International Conference on Parallel Problem Solving from Nature
• International Conference on Adaptive and Natural Computing Algorithms
• EngOpt
• Genetic and Evolutionary Computation Conference
• International Conference on Computational Science
• International Conference on Computational Science and Applications

Journal Links

• ACM Transactions on Modeling and Computer Simulation
• Simulation Modelling Practice and Theory
• Advances in Engineering Software
• Journal of Mechanical Design
• Journal of Computing and Information Science in Engineering
• Engineering Applications of Artificial Intelligence
• Advanced Engineering Informatics
• Engineering with Computers
• Neural Computing and Applications
• AIAA Journal
• Artificial Intelligence for Engineering Design, Analysis and Manufacturing
• Journal of Machine Learning Research
• Computer Methods in Applied Mechanics and Engineering
• Applied Mathematical Modelling
• SIAM Journal on Scientific Computing
• Inverse Problems
• Inverse problems in science and engineering
• IEEE Transactions on Systems, Man and Cybernetics, Part A
• IEEE Transactions on Systems, Man and Cybernetics, Part B
• IEEE Transactions on Systems, Man and Cybernetics, Part C
• IEEE Transactions on Evolutionary Computation
• Evolutionary Computation
• Computer Modeling in Engineering & Sciences
• Journal of Experimental & Theoretical Artificial Intelligence
• Journal of Computational Science
• A comprehensive list of journals related to evolutionary algorithms/optimization and related fields