Research Article

Chaotic Fruit Fly Algorithm for Solving Engineering Design Problems

Table 5

The results of Wilcoxon′s signed-rank test for the 25 CEC′2005 benchmark functions.

Test StatisticsRanks
NMean RankSum of Ranks

SaDE – CFFAR3a7.0021.00a. SaDE < CFFA
Z−3.807abR+22b13.82304.00b. SaDE > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0cc. SaDE = CFFA
ab. Based on negative ranks.Total25
DE-Exp - CFFAR7d10.2972.00d. DE-Exp < CFFA
Z−2.435abR+18e14.06253.00e. DE-Exp > CFFA
Asymp. Sig. (2-Tailed)0.015Ties0ff. DE-Exp = CFFA
ab. Based on negative ranks.Total25
DE-Bin - CFFAR4g7.0028.00g. DE-Bin < CFFA
Z−3.619abR+21h14.14h. DE-Bin > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0ii. DE-Bin = CFFA
ab. Based on negative ranks.Total25
SS-Arit - CFFAR3j6.0018.00j. SS-Arit < CFFA
Z−3.888abR+22k13.95307.00k. SS-Arit > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0ll. SS-Arit = CFFA
ab. Based on negative ranks.Total25
SS-BLX - CFFAR2m6.0012.00m. SS-BLX < CFFA
Z−4.049abR+23n13.61313.00n. SS-BLX > CFFA
Asymp. Sig. (2-Tailed)0.000Ties00o. SS-BLX = CFFA
ab. Based on negative ranks.Total25
SSGA - CFFAR1p6.006.00p. SSGA < CFFA
Z−4.211abR+24q13.29319.00q. SSGA > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0rr. SSGA = CFFA
ab. Based on negative ranks.Total25
CHC - CFFAR3s3.6711.00s. CHC < CFFA
Z−4.076abR+22t14.27314.00t. CHC > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0uu. CHC = CFFA
ab. Based on negative ranks.Total25
IPOP-CMA-ES - CFFAR4v4.2517.00v. IPOP-CMA-ES < CFFA
Z−3.680abR+19w13.63259.00w. IPOP-CMA-ES > CFFA
Asymp. Sig. (2-Tailed)0.000Ties2xx. IPOP-CMA-ES = CFFA
ab. Based on negative ranks.Total25
PSO - CFFAR0y0.000.00y. PSO < CFFA
Z−4.372abR+25z13.00325.00z. PSO > CFFA
Asymp. Sig. (2-Tailed)0.000Ties0aaaa. PSO = CFFA
ab. Based on negative ranks.Total25