Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization

Table 4

Performance of all algorithms on 100𝐷 benchmark functions 𝑓₆--𝑓₁₀. In bold are the best results.

Func.		HABC	ABC	CPSO	CMA-ES	CCEA	PSO	EGA
𝑓6	Mean	0	1.13𝑒−013	3.37𝑒+002	5.68𝑒−014	2.27𝑒−012	2.06𝑒+001	7.12𝑒+001
	Std	1.12𝑒−021	4.92𝑒−014	5.84𝑒+002	4.92𝑒−014	1.58𝑒−012	4.61𝑒+001	1.66𝑒+001
	Rank	1	3	7	2	4	5	6
𝑓7	Mean	3.91𝑒+001	2.10𝑒+003	6.14𝑒+003	0	4.50𝑒+003	1.44𝑒+002	8.93𝑒+003
	Std	4.96𝑒+001	1.52𝑒+002	1.17𝑒+004	𝟓.𝟔𝟖𝐞−𝟎𝟏𝟒	1.32𝑒+003	1.10𝑒+002	5.18𝑒+003
	Rank	2	4	6	1	5	3	7
𝑓8	Mean	1.39	1.21𝑒+001	1.33𝑒+006	1.59	6.74	3.20𝑒+001	2.66𝑒+004
	Std	𝟖.𝟗𝟎𝐞−𝟎𝟎𝟏	7.09	1.21𝑒+006	2.18	4.47	3.31𝑒+001	2.11𝑒+004
	Rank	1	4	7	2	3	5	6
𝑓9	Mean	𝟐.𝟒𝟔𝐞−𝟎𝟎𝟑	1.72𝑒+003	1.73𝑒+003	1.72𝑒+003	1.72𝑒+003	4.13𝑒+003	1.92𝑒+003
	Std	𝟓.𝟓𝟏𝐞−𝟎𝟎𝟑	2.39𝑒−011	3.30	3.02𝑒−001	4.41𝑒−008	4.23𝑒+002	4.62𝑒+001
	Rank	1	3	5	2	3	7	6
𝑓10	Mean	2.06𝑒+001	2.07𝑒+001	2.04𝑒+001	𝟐.𝟎𝟏𝐞+𝟎𝟎𝟏	2.07𝑒+001	2.05𝑒+001	2.08𝑒+001
	Std	5.22𝑒−002	1.01𝑒−001	6.10𝑒−002	𝟑.𝟖𝟐𝐞−𝟎𝟎𝟏	4.04𝑒−002	1.40𝑒−001	1.69𝑒−002
	Rank	3	5	2	1	5	4	7
Total Rank		9	19	27	8	20	24	32