Table 9 The success rate of the five algorithms on the DTLZ test suite with different numbers of objectives (/%).

Text suite	M	Convergence accuracy	NSGA-III	MOEA/D	RVEA	ARMOEA	MOIFF
DTLZ1	3	e−3	0	0	0	0	70.00
	5	e−3	0	0	0	0	76.67
	8	e−2	86.67	100	100	96.67	100
	10	e−2	0	0	0	0	86.67
	15	e−2	100	100	100	100	100
DTLZ2	3	e−2	100	100	100	100	100
	5	e−2	0	0	0	0	100
	8	e−2	0	0	0	0	93.33
	10	e−2	0	0	0	0	10.00
	15	e−2	0	0	0	0	63.33
DTLZ3	3	e−3	0	0	0	0	6.67
	5	e−2	0	0	0	0	73.33
	8	e−2	0	0	0	0	20.00
	10	e−2	0	0	0	0	43.33
	15	e−1	0	46.67	100	100	100
DTLZ4	3	e−3	0	0	0	0	46.67
	5	e−2	0	0	0	0	76.67
	8	e−2	0	0	0	0	36.67
	10	e−2	0	0	0	0	70.00
	15	e−2	0	0	0	0	6.67
DTLZ5	3	e−3	6.67	0	0	100	6.67
	5	e−2	73.33	100	0	100	80.00
	8	e−2	0	100	0	46.67	13.33
	10	e−2	0	100	0	53.55	10.00
	15	e−2	0	100	0	33.33	3.33
DTLZ6	3	e−3	0	0	0	100	0
	5	e−2	23.33	100	0	86.67	93.33
	8	e−2	0	100	0	50.00	0
	10	e−2	0	100	0	53.33	0
	15	e−2	0	100	0	50.00	0
DTLZ7	3	e−2	93.33	0	0	36.67	13.33
	5	e−1	100	100	100	100	100
	8	e−1	100	0	0	50.00	43.33
	10	e−1	66.67	0	0	30.00	0
	15	e + 0	100	100	100	100	100

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