A Hybrid Global Optimization Algorithm Based on Wind Driven Optimization and Differential Evolution

Table 6

Comparison of performance of algorithms in high dimension.

Test functions	Result	Algorithm
		PSO	BA	DE	WDO	GAPSO	WDO-DE
()	Mean	5942.812635	690529.75	7833.289879	0		0
	Std.	2010.942412	16105.47575	307.7206962	0		0
	Worst	12148.04486	721605.363	8350.202931	0		0
	Best	1477.889332	637825.2912	7208.53767	0		0
	Rank	4	6	5	1	3	1
()	Mean	6.021999854	19.58454162	6.556491165
	Std.	0.963645094	0.072035802	0.086504851			0
	Worst	7.69115243	20.05614049	6.718429507
	Best	3.224297469	19.5300771	6.318110244
	Rank	4	6	5	1	1	1
()	Mean	5.151497492	1774.455594	0.038171893	0	0	0
	Std.	2.161430833	103.0300286	0.006252419	0	0	0
	Worst	13.35711745	1927.77745	0.051473105	0	0	0
	Best	1.782030264	1418.804786	0.025514473	0	0	0
	Rank	5	6	4	1	1	1
()	Mean	7.811873346	93.93587335	23.2983014	0.01799082	0.000134214	0
	Std.	1.358065852	1.176428355	0.51684138	0.038789028	0.00022591	0
	Worst	12.59987335	96.09987335	24.38078634	0.100231302	0.001189194	0
	Best	5.099873346	90.29987335	22.11997471	0		0
	Rank	4	6	5	3	2	1
()	Mean	−188.353807	−225.492975	−415.031229	−49.9853541	−2.07455021	−266.617912
	Std.	24.35490997	13.25383666	1.616785061	9.085364316	1.865239717	16.69768835
	Worst	−110.804763	−196.772214	−409.751888	−29.977684	−0.9468723	−229.62838
	Best	−231.936138	−260.621897	−417.256124	−71.336055	−8.7435685	−294.826296
	Rank	4	3	1	5	6	2
()	Mean	6096.609068	23.0239015	1384.433152		0.001216642
	Std.	3404.371174	1.515569145	74.20351119		0.000874723
	Worst	14502.3679	27.87497256	1594.24402		0.003668518
	Best	457.2497659	19.88875782	1219.60675
	Rank	6	4	5		3	1
()	Mean	97529.8314	570894.7164	1506962.5			0
	Std.	49025.64187	99081.42372	90799.2443			0
	Worst	254179.9951	781652.5658	1740971.299			0
	Best	39232.88764	383943.7522	1315295.793	0		0
	Rank	4	5	6	3	2	1
()	Mean	3250.396382	4161.811265	3678.744509	0	0	0
	Std.	478.6226817	131.4154437	45.71686166	0	0	0
	Worst	4235.766671	4449.362401	3755.802488	0	0	0
	Best	2253.591512	3822.595502	3563.581287	0	0	0
	Rank	4	6	5	1	1	1
()	Mean	201.0787949	703.6914404	751.9162928	0		0
	Worst	51.1605331	35.62374915	15.21931169	0		0
	Best	385.1517001	765.0787636	779.6415024	0		0
	Worst	87.92253474	626.8641799	720.1039204	0		0
	Rank	4	5	6	1	3	1
Average rank		4.33	5.22	4.67	2	2.44	1.11
Overall rank		4	6	5	2	3	1