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adana  

Adaptive Nature-Inspired Algorithms for Hybrid Genetic Optimization
View on CRAN: Click here


Download and install adana package within the R console
Install from CRAN:
install.packages("adana")

Install from Github:
library("remotes")
install_github("cran/adana")

Install by package version:
library("remotes")
install_version("adana", "1.1.0")



Attach the package and use:
library("adana")
Maintained by
Erkut Tekeli
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-23
Latest Update: 2022-02-23
Description:
The Genetic Algorithm (GA) is a type of optimization method of Evolutionary Algorithms. It uses the biologically inspired operators such as mutation, crossover, selection and replacement.Because of their global search and robustness abilities, GAs have been widely utilized in machine learning, expert systems, data science, engineering, life sciences and many other areas of research and business. However, the regular GAs need the techniques to improve their efficiency in computing time and performance in finding global optimum using some adaptation and hybridization strategies. The adaptive GAs (AGA) increase the convergence speed and success of regular GAs by setting the parameters crossover and mutation probabilities dynamically. The hybrid GAs combine the exploration strength of a stochastic GAs with the exact convergence ability of any type of deterministic local search algorithms such as simulated-annealing, in addition to other nature-inspired algorithms such as ant colony optimization, particle swarm optimization etc. The package 'adana' includes a rich working environment with its many functions that make possible to build and work regular GA, adaptive GA, hybrid GA and hybrid adaptive GA for any kind of optimization problems. Cebeci, Z. (2021, ISBN: 9786254397448).
How to cite:
Erkut Tekeli (2022). adana: Adaptive Nature-Inspired Algorithms for Hybrid Genetic Optimization. R package version 1.1.0, https://cran.r-project.org/web/packages/adana. Accessed 06 Nov. 2024.
Previous versions and publish date:
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Other packages that cited adana R package
View adana citation profile
Other R packages that adana depends, imports, suggests or enhances
Complete documentation for adana
Functions, R codes and Examples using the adana R package
Some associated functions: Adana-package . adana . adana1 . adana2 . adana3 . atc . ax . bestsol . bin2gray . bin2int . bitmut . blxa . blxab . boundmut . bsearchmut1 . bsearchmut2 . bx . calcM . cpc . cross . cx . dc . decode . decode4int . decodepop . disc . dismut . ebx . eclc . elitism . elx . encode . encode4int . encodepop . erx . evaluate . findoptima . fixpcmut . gaussmut . gaussmut2 . gaussmut3 . geomx . gray2bin . gray2bin2 . grdelall . grmuplambda . grmuplambda2 . grmuplambda3 . grmuplambda4 . grmuvlambda . grrobin . hc . hgaoptim . hgaoptimx . hgaroi . hux . icx . ilmdhc . initbin . initialize . initnorm . initperm . initval . insmut . insswapmut . int2bin . invdismut . invmut . invswapmut . kpx . lapx . lax . leitingzhi . maxone . maxone1 . maxone2 . minone . monprogress . mpmx . mpx . mutate . mx . nunimut . nunimut2 . ox . ox2 . pbx . pbx2 . plotfitness . pmx . powmut . powmut2 . px1 . randmut . randmut2 . randmut3 . randmut4 . raoc . rrc . rsc . sax . sc . selboltour . seldet . select . selers . selescale . sellrs . sellrs2 . sellrs3 . sellscale . selnlrs . selpscale . selrand . selrscale . selrscale2 . selrss . selrswrp . selrws . selrws2 . selsscale . selsscale2 . selsus . seltour . seltour2 . seltrunc . selwscale . show . shufmut . smc . spherex . ssrfamtour . ssrgenitor . ssrmup1 . ssrx . swapmut . terminate . unimut . upmx . ux . ux2 . wax . 
Some associated R codes: adana.R . adana1.R . adana2.R . adana3.R . atc.R . ax.R . bestsol.R . bin2gray.R . bin2int.R . bitmut.R . blxa.R . blxab.R . boundmut.R . bsearchmut1.R . bsearchmut2.R . bx.R . calcM.R . cpc.R . cross.R . cx.R . dc.R . decode.R . decode4int.R . decodepop.R . disc.R . dismut.R . ebx.R . eclc.R . elitism.R . elx.R . encode.R . encode4int.R . encodepop.R . erx.R . evaluate.R . findoptima.R . fixpcmut.R . gaussmut.R . gaussmut2.R . gaussmut3.R . geomx.R . gray2bin.R . gray2bin2.R . grdelall.R . grmuplambda.R . grmuplambda2.R . grmuplambda3.R . grmuplambda4.R . grmuvlambda.R . grrobin.R . hc.R . hgaoptim.R . hgaoptimx.R . hgaroi.R . hux.R . icx.R . ilmdhc.R . initbin.R . initialize.R . initnorm.R . initperm.R . initval.R . insmut.R . insswapmut.R . int2bin.R . invdismut.R . invmut.R . invswapmut.R . kpx.R . lapx.R . lax.R . leitingzhi.R . maxone.R . maxone1.R . maxone2.R . minone.R . monprogress.R . mpmx.R . mpx.R . mutate.R . mx.R . nunimut.R . nunimut2.R . ox.R . ox2.R . pbx.R . pbx2.R . plotfitness.R . pmx.R . powmut.R . powmut2.R . px1.R . randmut.R . randmut2.R . randmut3.R . randmut4.R . raoc.R . rrc.R . rsc.R . sax.R . sc.R . selboltour.R . seldet.R . select.R . selers.R . selescale.R . sellrs.R . sellrs2.R . sellrs3.R . sellscale.R . selnlrs.R . selpscale.R . selrand.R . selrscale.R . selrscale2.R . selrss.R . selrswrp.R . selrws.R . selrws2.R . selsscale.R . selsscale2.R . selsus.R . seltour.R . seltour2.R . seltrunc.R . selwscale.R . show.R . shufmut.R . smc.R . spherex.R . ssrfamtour.R . ssrgenitor.R . ssrmup1.R . ssrx.R . swapmut.R . terminate.R . unimut.R . upmx.R . ux.R . ux2.R . wax.R .  Full adana package functions and examples
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