DEoptimR

Differential Evolution Optimization in Pure R

CRAN Package

Differential Evolution (DE) stochastic heuristic algorithms for global optimization of problems with and without general constraints. The aim is to curate a collection of its variants that (1) do not sacrifice simplicity of design, (2) are essentially tuning-free, and (3) can be efficiently implemented directly in the R language. Currently, it provides implementations of the algorithms 'jDE' by Brest et al. (2006) doi:10.1109/TEVC.2006.872133 for single-objective optimization and 'NCDE' by Qu et al. (2012) doi:10.1109/TEVC.2011.2161873 for multimodal optimization (single-objective problems with multiple solutions).


Documentation


Team


Insights

Last 30 days

This package has been downloaded 94,133 times in the last 30 days. An impressive feat! Enough downloads to make even seasoned academics take note. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3,245 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
3,711 downloadsMar 4, 2025
3,719 downloadsMar 5, 2025
3,813 downloadsMar 6, 2025
3,168 downloadsMar 7, 2025
1,855 downloadsMar 8, 2025
1,905 downloadsMar 9, 2025
3,718 downloadsMar 10, 2025
4,078 downloadsMar 11, 2025
3,629 downloadsMar 12, 2025
3,488 downloadsMar 13, 2025
3,166 downloadsMar 14, 2025
1,810 downloadsMar 15, 2025
1,743 downloadsMar 16, 2025
3,221 downloadsMar 17, 2025
3,891 downloadsMar 18, 2025
3,740 downloadsMar 19, 2025
3,725 downloadsMar 20, 2025
3,134 downloadsMar 21, 2025
1,722 downloadsMar 22, 2025
1,823 downloadsMar 23, 2025
4,495 downloadsMar 24, 2025
4,458 downloadsMar 25, 2025
3,971 downloadsMar 26, 2025
3,566 downloadsMar 27, 2025
2,866 downloadsMar 28, 2025
1,838 downloadsMar 29, 2025
1,890 downloadsMar 30, 2025
3,233 downloadsMar 31, 2025
3,512 downloadsApr 1, 2025
3,245 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1,722
4,495

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 847,948 times in the last 365 days. The kind of popularity that makes other researchers envious. Truly impressive! The day with the most downloads was Dec 17, 2024 with 7,960 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Enhances1 package
  • Reverse Depends1 package
  • Reverse Imports4 packages
  • Reverse Suggests3 packages