Difference between revisions of "Useful Links"
From SUMOwiki
Jump to navigationJump to searchm (→Journal Links) |
|||
(96 intermediate revisions by 6 users not shown) | |||
Line 4: | Line 4: | ||
=== Related projects === | === Related projects === | ||
+ | |||
A list of projects with similar ideas and scope. | A list of projects with similar ideas and scope. | ||
− | + | * [http://www.cs.rtu.lv/jekabsons/regression.html] Matlab regression software | |
+ | * [http://sites.google.com/site/gptips4matlab GTIPS] Matlab symbolic regression software using genetic programming | ||
+ | * [http://www.optiy.eu OptiY] | ||
+ | * [http://www.nutechsolutions.com/prod_cv_analytics.asp ClearVu Analytics] | ||
+ | * [https://sites.google.com/site/felipeacviana/ Surrogates Toolbox]: Another matlab surrogate modeling toolbox | ||
+ | * [http://www.evolved-analytics.com Evolved-Analytics]: DataModeler package. | ||
+ | * [http://www.muneda.com/ MunEDA]: MunEDA provides leading EDA software technology for analysis, modelling and optimization of yield and performance of analog, mixed-signal and digital designs. | ||
+ | * [http://www.lsoptsupport.com/faqs/setting-parameters-for-metamodel-based-optimization-strategies LS-OPT: Functionality similar to the SUMO-Toolbox in LS-OPT] | ||
+ | * [http://mucm.aston.ac.uk/MUCM/MUCMToolkit/index.php?page=MetaHomePage.html MUCH Toolkit]: A toolbox for sensitivity analysis using surrogate models | ||
+ | * [http://home.mit.bme.hu/~kollar/topics/fdident.html FDIDENT: frequency domain identification toolbox] | ||
+ | * [http://www.dmoz.org/Science/Math/Statistics/Software/Regression_and_Curve_Fitting/: Regression software on Open Directory] | ||
+ | * [http://www.infiniscale.com/ Infiniscale]: TechModeler, TechAnalyzer: automatic model generation tools for EM applications | ||
+ | * [http://www.vrand.com/visualDOC.html visualDOC]: VisualDOC, a design optimization tool | ||
+ | * [http://www.salford-systems.com/mars.php MARS]: A spline based modeling tool | ||
+ | * [http://www.phoenix-int.com/software/phx_modelcenter.php Modelcenter]: datamining and modeling tool | ||
+ | * [http://www.simulia.com/products/isight2.html iSIGHT]: datamining and modeling tool | ||
+ | * [http://www.tmpinc.com/datascape_overview.html Datascape]: datamining and modeling tool | ||
* [http://www.friendship-systems.com/ Friendship systems]: Tools for modeling ship hulls parametrically and performing the modeling calculations (Equilibrium tool) | * [http://www.friendship-systems.com/ Friendship systems]: Tools for modeling ship hulls parametrically and performing the modeling calculations (Equilibrium tool) | ||
* [http://www.csse.monash.edu.au/%7Edavida/nimrod/nimrodg.htm Nimrod/G]: Execute parameter sweeps on the grid | * [http://www.csse.monash.edu.au/%7Edavida/nimrod/nimrodg.htm Nimrod/G]: Execute parameter sweeps on the grid | ||
Line 11: | Line 28: | ||
* [http://www.csse.monash.edu.au/%7Edavida/nimrod/nimrodo.htm Nimrod/O]: Grid-enabled optimization toolkit | * [http://www.csse.monash.edu.au/%7Edavida/nimrod/nimrodo.htm Nimrod/O]: Grid-enabled optimization toolkit | ||
* [http://www.ece.northwestern.edu/OTC/ NEOS]: Distributed optimization toolkit | * [http://www.ece.northwestern.edu/OTC/ NEOS]: Distributed optimization toolkit | ||
− | |||
* [http://software.sci.utah.edu/scirun.html SciRun]: Problem Solving Environment (PSE), for simulation, modeling, and visualization of scientific problems. | * [http://software.sci.utah.edu/scirun.html SciRun]: Problem Solving Environment (PSE), for simulation, modeling, and visualization of scientific problems. | ||
* [http://www.esteco.it/ ModeFRONTIER]: environment dedicated to the set up of design assessment chains and efficient investigation of the design space. | * [http://www.esteco.it/ ModeFRONTIER]: environment dedicated to the set up of design assessment chains and efficient investigation of the design space. | ||
Line 20: | Line 36: | ||
* [http://www.research.att.com/~njas/gosset/index.html GOSSET]: A general purpose program for designing experiments | * [http://www.research.att.com/~njas/gosset/index.html GOSSET]: A general purpose program for designing experiments | ||
* [http://www.cs.sandia.gov/DAKOTA/ DAKOTA]: Design Analysis Kit for Optimization and Terascale Applications | * [http://www.cs.sandia.gov/DAKOTA/ DAKOTA]: Design Analysis Kit for Optimization and Terascale Applications | ||
− | * [http://www. | + | * [http://www.cs.cf.ac.uk/gridprojects/dipso/ DIPSO]: Wide-Area Distributed Problem Solving (DIPSO) |
* [http://www.geodise.org GEODISE]: Grid Enabled Optimisation and Design Search for Engineering | * [http://www.geodise.org GEODISE]: Grid Enabled Optimisation and Design Search for Engineering | ||
− | |||
* [http://www.fast.u-psud.fr/ezyfit/ EZfit] : Free curve fitting toolbox for matlab | * [http://www.fast.u-psud.fr/ezyfit/ EZfit] : Free curve fitting toolbox for matlab | ||
+ | * [http://www.ians.uni-stuttgart.de/spinterp/about.html SGIT] : A Sparse grid interpolation toolbox | ||
+ | * [http://www.csie.ntu.edu.tw/~yien/quickrbf/quickstart.php QuickRBF] : an RBF fitting library (native) | ||
+ | * [http://www.farfieldtechnology.com/products/toolbox/ FastRBF] : another RBF fitting library (matlab) | ||
+ | * [http://promethee.irsn.org PROMETHEE project: easy parametric modeling] | ||
+ | * [http://simlab.jrc.ec.europa.eu/ Sensitivity Analysis library] | ||
+ | * Gaussian Process Matlab code | ||
+ | ** [http://www.gaussianprocess.org/gpml/code/matlab/doc/ Code] based on Rasmussen's book | ||
+ | ** [http://www.cs.man.ac.uk/~neill/gp/ Gaussian Process Software] | ||
+ | ** [http://www.ios.htwg-konstanz.de/joomla_mof/index.php?option=com_content&view=article&id=48:polyreg-polynomial-gaussian-process-regression&catid=36:code&Itemid=81 GP] using polynomial covariance functions | ||
+ | * [http://shark-project.sourceforge.net/ Shark Machine Learning Library - An open source machine learning bundle] | ||
=== Related labs === | === Related labs === | ||
− | |||
− | * [http://www.soton.ac.uk/ | + | A list of some of the labs/researchers with similar ideas and scope. |
− | * [http://edog.mne.psu.edu/ | + | |
+ | * [http://aerospace.engin.umich.edu/index.html Department of Aerospace Engineering at the University of Michigan] | ||
+ | * [http://www.mae.ufl.edu/~mdo/ The Structural and Multidisciplinary Optimization Group at the University of Florida] | ||
+ | * [http://web.engr.oregonstate.edu/~tgd/ School of Electrical Engineering and Computer Science, Oregon State U] | ||
+ | * [http://www.soton.ac.uk/engineering/research/groups/ced.page Southampton University Computational Engineering and Design Group] | ||
+ | * [http://edog.mne.psu.edu/ Engineering Design & Optimization Group (Penn state)] | ||
+ | * [http://nd.edu/~ame/ Aerospace and Mechanical Engineering] [http://www.gano.name/shawn/ Homepage] | ||
+ | * [http://shyylab.engin.umich.edu/research/design-optimization Computational Thermo-Fluids Group] | ||
+ | * [http://www.ensc.sfu.ca/~gwa5/index.htm Product Design and Optimization Laboratory (PDOL)] | ||
+ | * [http://www.cerfacs.fr/4-25708-Home.php Computational Fluid Dynamics (CFD) group at CERFACS] | ||
+ | * [http://webuser.uni-weimar.de/~roos1/ Dirk Roos] | ||
+ | * [http://www.cerfacs.fr/~duchaine/HTML/research.htm Florent Duchaine] | ||
+ | * http://www.nlr.nl/ National aerospace lab] | ||
=== Data sets - Simulation code === | === Data sets - Simulation code === | ||
− | A list of | + | A list of publicly available datasets and simulation codes, useful for testing. |
+ | * [http://www.mat.univie.ac.at/~neum/stat.html Statistics links] : A nice collection of data fitting and analysis codes | ||
+ | * [http://en.wikipedia.org/wiki/Classic_data_sets Wikipedia Classic Datasets] | ||
+ | * [http://www.uni-koeln.de/themen/Statistik/data/rousseeuw/ The ROUSSEEUW datasets] | ||
* [ftp://ftp.sas.com/pub/neural/dojo/dojo.html Donoho-Johnstone Benchmarks] | * [ftp://ftp.sas.com/pub/neural/dojo/dojo.html Donoho-Johnstone Benchmarks] | ||
* [http://people.scs.fsu.edu/~burkardt/datasets/datasets.html datasets] | * [http://people.scs.fsu.edu/~burkardt/datasets/datasets.html datasets] | ||
− | |||
* [http://www-syscom.univ-mlv.fr/~vignat/Signal/Space/index.html Spice like simulator for matlab] | * [http://www-syscom.univ-mlv.fr/~vignat/Signal/Space/index.html Spice like simulator for matlab] | ||
* [http://www.itl.nist.gov/div898/strd/general/dataarchive.html Nist dataset archive] | * [http://www.itl.nist.gov/div898/strd/general/dataarchive.html Nist dataset archive] | ||
Line 43: | Line 81: | ||
* [http://lib.stat.cmu.edu/datasets/ Statlib dataset archive] | * [http://lib.stat.cmu.edu/datasets/ Statlib dataset archive] | ||
* [http://www.iau.dtu.dk/nnbook/systems.html Datasets from the book "Neural networks for the modeling and control of dynamic systems.] | * [http://www.iau.dtu.dk/nnbook/systems.html Datasets from the book "Neural networks for the modeling and control of dynamic systems.] | ||
− | * [http://www.gpc.de/ | + | * [http://www.gpc.de/e_poses.html A simulation environment for production and transport, logistics and automation systems] |
− | * [http:// | + | * [http://shumway.physics.asu.edu/codes.html Nanostructure Simulation and Modeling Programs] |
* [http://pedsim.silmaril.org/ A Modular, Distributed Pedestrian Crowd Simulation System] | * [http://pedsim.silmaril.org/ A Modular, Distributed Pedestrian Crowd Simulation System] | ||
* [http://g95.sourceforge.net/g95_status.html Fortran simulation codes] | * [http://g95.sourceforge.net/g95_status.html Fortran simulation codes] | ||
Line 50: | Line 88: | ||
* [http://gcmd.nasa.gov/KeywordSearch/Home.do?Portal=GCMD&MetadataType=0 Nasa datasets] | * [http://gcmd.nasa.gov/KeywordSearch/Home.do?Portal=GCMD&MetadataType=0 Nasa datasets] | ||
* [http://funapp.cs.bilkent.edu.tr/DataSets/ Function approximation repository] | * [http://funapp.cs.bilkent.edu.tr/DataSets/ Function approximation repository] | ||
− | + | * [http://www.idsia.ch/~andrea/Andrea_Rizzoli_Home_Page/Sim_Tools.html A Collection of Modeling and Simulation Resources on the Internet] | |
− | * [http://www.idsia.ch/~andrea/ | ||
* [http://www.grc.nasa.gov/WWW/K-12/freesoftware_page.htm Free simulation software from Nasa] | * [http://www.grc.nasa.gov/WWW/K-12/freesoftware_page.htm Free simulation software from Nasa] | ||
* [http://opensees.berkeley.edu/index.php Earthquake simulation] | * [http://opensees.berkeley.edu/index.php Earthquake simulation] | ||
Line 67: | Line 104: | ||
* [http://webscripts.softpedia.com/script/Scientific-Engineering-Ruby/Controls-and-Systems-Modeling/StructDyn-32656.html Matlab simulators for control and systems modeling] | * [http://webscripts.softpedia.com/script/Scientific-Engineering-Ruby/Controls-and-Systems-Modeling/StructDyn-32656.html Matlab simulators for control and systems modeling] | ||
* [http://www.ae.uiuc.edu/m-selig/ads.html UIUC Airfoil Data Site] | * [http://www.ae.uiuc.edu/m-selig/ads.html UIUC Airfoil Data Site] | ||
− | |||
* [http://public.ca.sandia.gov/TNF/abstract.html TNF workshop data archives] | * [http://public.ca.sandia.gov/TNF/abstract.html TNF workshop data archives] | ||
* [http://www.gaussianprocess.org Code for kriging models] | * [http://www.gaussianprocess.org Code for kriging models] | ||
+ | * [http://www.comsol.be/ Comsol multiphysics] package | ||
− | === | + | === Predefined functions === |
− | |||
− | |||
− | |||
* [http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume24/ortizboyer05a-html/node6.html Continuous benchmark problems] | * [http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume24/ortizboyer05a-html/node6.html Continuous benchmark problems] | ||
− | * [http://www2.imm.dtu.dk/~km/ | + | * [http://www2.imm.dtu.dk/~km/Test_ex_forms/test_ex.html Optimization test functions] |
* [http://www.geatbx.com/docu/fcnindex-01.html Optimization test functions] | * [http://www.geatbx.com/docu/fcnindex-01.html Optimization test functions] | ||
* [http://www.ewh.ieee.org/soc/es/May2001/14/Begin.htm Optimization test functions] | * [http://www.ewh.ieee.org/soc/es/May2001/14/Begin.htm Optimization test functions] | ||
Line 83: | Line 117: | ||
* [http://www.cs.colostate.edu/~genitor/functions.html Optimization test functions] | * [http://www.cs.colostate.edu/~genitor/functions.html Optimization test functions] | ||
* [http://www-optima.amp.i.kyoto-u.ac.jp/member/student/hedar/Hedar_files/TestGO_files/Page364.htm Optimization test functions] | * [http://www-optima.amp.i.kyoto-u.ac.jp/member/student/hedar/Hedar_files/TestGO_files/Page364.htm Optimization test functions] | ||
− | * [http:// | + | * [http://www.it.lut.fi/ip/evo/functions/functions.html Functions with multiple global optima] |
+ | * [http://www.mat.univie.ac.at/~neum/glopt/moretest More test set] | ||
+ | * [http://www.mat.univie.ac.at/~neum/software/dixon.tar.gz Dixon-Szegö test set] | ||
+ | * [http://titan.princeton.edu/2010-10-11/TestProblems/ Handbook of Test Problems for local and global optimization] | ||
+ | |||
+ | === Optimization === | ||
+ | |||
+ | * [http://ab-initio.mit.edu/wiki/index.php/NLopt NLopt is a free/open-source library for nonlinear optimization] | ||
+ | * [http://www.tik.ee.ethz.ch/sop/pisa/ PISA optimization framework] | ||
+ | * [http://www.hvass-labs.org/projects/swarmops/ swarmOps] | ||
+ | * [http://www.icsi.berkeley.edu/~storn/code.html Differential Evolution] | ||
+ | * [http://control.ee.ethz.ch/~joloef/wiki/pmwiki.php YALMIP] High-level optimization problem solver, uses external solvers as backend | ||
+ | * [http://www.mat.univie.ac.at/~neum/glopt/software_g.html Global optimization software] | ||
+ | * [http://www.gerad.ca/NOMAD/Abramson/nomadm.html Mesh-Adaptive Direct Search (MADS) software in Matlab] | ||
+ | * [http://www-rocq.inria.fr/~gilbert/modulopt/modulopt.html Modulopt]: fortran implementations and some matlab | ||
+ | * [http://www.geodise.org/documentation/OptionsMatlab/html/ MatlabOptions] Matlab interface to the design and optimization package (OPTIONS). | ||
+ | |||
+ | === Various links === | ||
+ | |||
+ | * [http://videolectures.net/Top/Computer_Science/Machine_Learning/ An excellent collection of machine learning lecture videos] | ||
+ | * [http://home.online.no/~pjacklam/matlab/software/util/fullindex.html A collection of useful Matlab scripts] | ||
+ | * [http://home.online.no/~pjacklam/matlab/doc/mtt/ MATLAB array manipulation tips and tricks] | ||
+ | * [http://www.adaptivebox.net/research/bookmark/psocodes_link.html Particle Swarm implementations] | ||
+ | * [http://mloss.org A great selection of open source machine learning software] | ||
+ | * [http://stommel.tamu.edu/~baum/toolboxes.html A list of Matlab toolboxes] | ||
+ | * [http://mdoboard.proboards59.com/ ISSMO-REASON: Research and Engineering Applications in Structural Optimization Network] | ||
+ | * [http://www.nafems.org/about/ NAFEMS] | ||
+ | * [http://www.kat-net.net/ The European Coordinating Action on Key Aerodynamic Technologies] | ||
+ | * [http://www.altairhyperworks.co.uk/Default.aspx Altair Hyperworks] | ||
+ | * [http://www.ifte.de/english/research/index.html IFTE] | ||
+ | * [http://www.optiy.eu/Features.html OptyI] | ||
+ | * [http://www.technet-alliance.com/ Technet Alliance] | ||
+ | |||
+ | === Conference links === | ||
+ | |||
+ | * [http://www.conferencealerts.com Conference alerts] | ||
+ | * [http://www.conferencealerts.com/engineer.htm Engineering conferences] | ||
+ | * [http://www.conferencealerts.com/ai.htm AI Conference alerts] | ||
+ | * [http://www.ieee.org/web/conferences/search/index.html IEEE conferences] | ||
+ | * [http://www.aiaa.org/content.cfm?pageid=1 AIAA Conferences] | ||
+ | * [http://www.wikicfp.com/ Wiki of conferences] | ||
+ | * [http://users.jyu.fi/~miettine/lista.html#Conferences Kaisa's conferences] | ||
+ | * [http://www.conference-service.com/conferences/neural-networks.html AI Conferences] | ||
+ | * [http://ieee-cis.org/conferences/co_sponsorship_1/ IEEE CIS conferences] | ||
+ | * [http://www.makhfi.com/events.htm Neural Network Events] | ||
+ | * [http://openresearch.org/mw/index.php?title=Upcoming_deadlines&field=Machine+learning Open research AI conferences] | ||
+ | * [http://ppsn2014.ijs.si International Conference on Parallel Problem Solving from Nature] | ||
+ | * [http://icannga.com International Conference on Adaptive and Natural Computing Algorithms] | ||
+ | * [http://www.engopt.org/ EngOpt] | ||
+ | * [http://www.sigevo.org/gecco-2014/ Genetic and Evolutionary Computation Conference] | ||
+ | * [http://iccs2014.ivec.org/ International Conference on Computational Science] | ||
+ | * [http://www.iccsa.org International Conference on Computational Science and Applications] | ||
+ | |||
+ | === Journal Links === | ||
+ | |||
+ | *[http://www.linklings.net/tomacs/charter.html ACM Transactions on Modeling and Computer Simulation] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/622330/description#description Simulation Modelling Practice and Theory] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/422911/description#description Advances in Engineering Software] | ||
+ | *[http://journaltool.asme.org/Content/JournalDescriptions.cfm?journalId=12 Journal of Mechanical Design ] | ||
+ | *[http://journaltool.asme.org/Content/JournalDescriptions.cfm?journalId=3&Journal=JCISE Journal of Computing and Information Science in Engineering] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/975/description#description Engineering Applications of Artificial Intelligence] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/622240/description#description Advanced Engineering Informatics] | ||
+ | *[http://www.springer.com/computer/information+systems/journal/366 Engineering with Computers] | ||
+ | *[http://www.springer.com/computer/mathematics/journal/521 Neural Computing and Applications] | ||
+ | *[http://www.aiaa.org/content.cfm?pageid=322&lupubid=2 AIAA Journal] | ||
+ | *[http://journals.cambridge.org/action/displayJournal?jid=aie Artificial Intelligence for Engineering Design, Analysis and Manufacturing ] | ||
+ | *[http://jmlr.csail.mit.edu/ Journal of Machine Learning Research] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/505645/description#description Computer Methods in Applied Mechanics and Engineering] | ||
+ | *[http://www.elsevier.com/wps/find/journaldescription.cws_home/524998/description#description Applied Mathematical Modelling] | ||
+ | *[http://www.siam.org/journals/sisc.php SIAM Journal on Scientific Computing] | ||
+ | *[http://www.iop.org/EJ/journal/-page=scope/0266-5611 Inverse Problems] | ||
+ | *[http://www.tandf.co.uk/journals/titles/17415977.asp Inverse problems in science and engineering] | ||
+ | *[http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=3468 IEEE Transactions on Systems, Man and Cybernetics, Part A] | ||
+ | *[http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=3477 IEEE Transactions on Systems, Man and Cybernetics, Part B] | ||
+ | *[http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=5326 IEEE Transactions on Systems, Man and Cybernetics, Part C] | ||
+ | *[http://http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4235 IEEE Transactions on Evolutionary Computation] | ||
+ | *[http://www.mitpressjournals.org/loi/evco Evolutionary Computation] | ||
+ | *[http://www.techscience.com/cmes/aims_scope.html Computer Modeling in Engineering & Sciences] | ||
+ | *[http://www.informaworld.com/smpp/title~db=all~content=t713723652~tab=summary Journal of Experimental & Theoretical Artificial Intelligence] | ||
+ | *[http://www.elsevier.com/locate/jocs Journal of Computational Science] | ||
+ | *[http://www.macs.hw.ac.uk/~ml355/journals.htm A comprehensive list of journals related to evolutionary algorithms/optimization and related fields] |
Latest revision as of 08:58, 17 June 2015
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