FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2885651417> ?p ?o ?g. }

• W2885651417 endingPage "100428" @default.
• W2885651417 startingPage "100428" @default.
• W2885651417 abstract "This paper gives a review of recent extensions of the Differential Evolution (DE) algorithm for use in Large-Scale Global Optimization (LSGO) and presents an empirical analysis of DE-based and some other state-of-the-art algorithms for LSGO on the CEC 2013 LSGO benchmark suite. Since witnessing the first successful applications of DE for a wide variety of optimization problems in the early nineties, researchers have developed several new algorithms in this field. In this paper, we are especially interested in algorithms for solving LSGO. As LSGO is one of the most active research lines, not only in DE, but in many evolutionary and meta-heuristic algorithms, we discuss general approaches for dealing with LSGO first. The main focus of the paper is DE. We review its basic algorithm and discuss several extensions used for coping with large-scale problems. This paper has two main objectives: (1) To propose, from a theoretical point of view, the grouping of DE mechanisms for dealing with LSGO into nine groups, and (2) To evaluate sixteen recently proposed algorithms for LSGO empirically. Many benchmark suites were designed with the aim of providing a suitable evaluation platform for testing and comparing large-scale optimization algorithms. In this paper, the CEC 2013 LSGO benchmark suite was chosen for comparison, because it resembles the following features of real-world problems: Non-uniform subcomponent sizes; imbalance in the contribution of subcomponents; and functions with interdependent overlapping subcomponents. The performances of state-of-the-art algorithms are compared, and the algorithms are ranked using three different metrics, which evaluate the performance from different perspectives. The conducted research shows that DE is among the best algorithms for LSGO on the CEC 2013 LSGO benchmark suite, especially when used with other mechanisms for dealing with large numbers of variables. Finally, the analysis has shown that there is still some room for further improvements in DE towards the solution of LSGO problems." @default.
• W2885651417 created "2018-08-22" @default.
• W2885651417 creator A5022277993 @default.
• W2885651417 creator A5055531045 @default.
• W2885651417 date "2019-11-01" @default.
• W2885651417 modified "2023-10-14" @default.
• W2885651417 title "A review of the recent use of Differential Evolution for Large-Scale Global Optimization: An analysis of selected algorithms on the CEC 2013 LSGO benchmark suite" @default.
• W2885651417 cites W1192856402 @default.
• W2885651417 cites W1227486161 @default.
• W2885651417 cites W1595159159 @default.
• W2885651417 cites W1886893343 @default.
• W2885651417 cites W1966990143 @default.
• W2885651417 cites W1967956862 @default.
• W2885651417 cites W1972503253 @default.
• W2885651417 cites W1973603338 @default.
• W2885651417 cites W1983947028 @default.
• W2885651417 cites W1998155577 @default.
• W2885651417 cites W2002280630 @default.
• W2885651417 cites W2005666336 @default.
• W2885651417 cites W2005871942 @default.
• W2885651417 cites W2008316291 @default.
• W2885651417 cites W2013932558 @default.
• W2885651417 cites W2015340857 @default.
• W2885651417 cites W2018188932 @default.
• W2885651417 cites W2018299061 @default.
• W2885651417 cites W2027825959 @default.
• W2885651417 cites W2029849000 @default.
• W2885651417 cites W2037606162 @default.
• W2885651417 cites W2041905867 @default.
• W2885651417 cites W2045050140 @default.
• W2885651417 cites W2045958904 @default.
• W2885651417 cites W2061706483 @default.
• W2885651417 cites W2062378562 @default.
• W2885651417 cites W2064050115 @default.
• W2885651417 cites W2069650035 @default.
• W2885651417 cites W2070972695 @default.
• W2885651417 cites W2071121892 @default.
• W2885651417 cites W2074555546 @default.
• W2885651417 cites W2077418700 @default.
• W2885651417 cites W2078702416 @default.
• W2885651417 cites W2083028490 @default.
• W2885651417 cites W2083206808 @default.
• W2885651417 cites W2088424609 @default.
• W2885651417 cites W2091207396 @default.
• W2885651417 cites W2091334196 @default.
• W2885651417 cites W2091342063 @default.
• W2885651417 cites W2093862622 @default.
• W2885651417 cites W2115303010 @default.
• W2885651417 cites W2121429049 @default.
• W2885651417 cites W2123682012 @default.
• W2885651417 cites W2137340504 @default.
• W2885651417 cites W2138588773 @default.
• W2885651417 cites W2138823127 @default.
• W2885651417 cites W2139411991 @default.
• W2885651417 cites W2145418868 @default.
• W2885651417 cites W2155005783 @default.
• W2885651417 cites W2155370091 @default.
• W2885651417 cites W2155529731 @default.
• W2885651417 cites W2156194072 @default.
• W2885651417 cites W2162145193 @default.
• W2885651417 cites W2163457743 @default.
• W2885651417 cites W2269275143 @default.
• W2885651417 cites W2278513821 @default.
• W2885651417 cites W2307382076 @default.
• W2885651417 cites W2310612427 @default.
• W2885651417 cites W2321385272 @default.
• W2885651417 cites W2413634576 @default.
• W2885651417 cites W2419262046 @default.
• W2885651417 cites W2467071158 @default.
• W2885651417 cites W2468972411 @default.
• W2885651417 cites W2502746801 @default.
• W2885651417 cites W2514388731 @default.
• W2885651417 cites W2537926666 @default.
• W2885651417 cites W2543033113 @default.
• W2885651417 cites W2554924637 @default.
• W2885651417 cites W2561899334 @default.
• W2885651417 cites W2562277660 @default.
• W2885651417 cites W2574456457 @default.
• W2885651417 cites W2593807586 @default.
• W2885651417 cites W2594764571 @default.
• W2885651417 cites W2595987870 @default.
• W2885651417 cites W2598264442 @default.
• W2885651417 cites W2601360367 @default.
• W2885651417 cites W2602908436 @default.
• W2885651417 cites W2608705546 @default.
• W2885651417 cites W2610402045 @default.
• W2885651417 cites W2736201531 @default.
• W2885651417 cites W2797204974 @default.
• W2885651417 cites W3099328850 @default.
• W2885651417 cites W380580425 @default.
• W2885651417 cites W833944784 @default.
• W2885651417 doi "https://doi.org/10.1016/j.swevo.2018.08.005" @default.
• W2885651417 hasPublicationYear "2019" @default.
• W2885651417 type Work @default.
• W2885651417 sameAs 2885651417 @default.
• W2885651417 citedByCount "26" @default.
• W2885651417 countsByYear W28856514172019 @default.
• W2885651417 countsByYear W28856514172020 @default.

• next