Towards the Novel Reasoning among Particles in PSO by the Use of RDF and SPARQL

Table 3

Comparing the results of different PSO algorithms (𝐷=30).

Alg.	Meas.	𝑓1	𝑓2	𝑓3	𝑓4	𝑓5
PSO	Best	7.40𝐸−001	5.83𝐸+002	7.08𝐸+004	2.00𝐸+001	1.55𝐸+003
	Worst	1.41𝐸+000	5.65𝐸+003	1.10𝐸+007	2.06𝐸+001	9.77𝐸+003
	Mean	1.06𝐸+000	1.44𝐸+003	3.22𝐸+006	2.03𝐸+001	𝟓.𝟏𝟔𝐄+𝟎𝟎𝟑
	StDev	1.06𝐸+000	1.13𝐸+003	2.04𝐸+006	2.04𝐸+001	7.44𝐸+003
	Mean	1.37𝐸−001	1.02𝐸+003	3.14𝐸+006	1.90𝐸−001	5.97𝐸+003
RDF-1	Best	8.87𝐸−014	4.55𝐸−010	2.85𝐸+001	5.31𝐸−005	8.77𝐸+003
	Worst	3.33𝐸−010	1.95𝐸−006	2.88𝐸+001	9.64𝐸−003	1.05𝐸+004
	Mean	𝟑.𝟒𝟎𝐄−𝟎𝟏𝟏	𝟐.𝟏𝟖𝐄−𝟎𝟎𝟕	𝟐.𝟖𝟕𝐄+𝟎𝟎𝟏	𝟐.𝟔𝟏𝐄−𝟎𝟎𝟑	9.88𝐸+003
	StDev	1.27𝐸−011	4.81𝐸−008	2.87𝐸+001	1.53𝐸−003	9.95𝐸+003
	Median	6.91𝐸−011	4.90𝐸−007	5.85𝐸−002	2.68𝐸−003	3.99𝐸+002
RDF-2	Best	1.10𝐸−005	3.37𝐸+000	3.95𝐸+001	2.78𝐸−001	8.77𝐸+003
	Worst	2.42𝐸−001	7.03𝐸+001	3.42𝐸+002	3.64𝐸+000	1.04𝐸+004
	Mean	6.03𝐸−002	3.08𝐸+001	1.64𝐸+002	1.95𝐸+000	9.73𝐸+003
	StDev	4.12𝐸−002	2.52𝐸+001	1.36𝐸+002	1.72𝐸+000	9.65𝐸+003
	Mean	5.80𝐸−002	2.12𝐸+001	9.62𝐸+001	1.04𝐸+000	4.43𝐸+002
RDF-3	Best	3.07𝐸−005	1.85𝐸+001	5.49𝐸+001	9.11𝐸−001	8.81𝐸+003
	Worst	2.52𝐸−001	1.56𝐸+002	4.03𝐸+002	4.56𝐸+000	1.03𝐸+004
	Mean	8.94𝐸−002	7.75𝐸+001	1.77𝐸+002	2.63𝐸+000	9.70𝐸+003
	StDev	7.62𝐸−002	7.60𝐸+001	1.64𝐸+002	2.66𝐸+000	9.78𝐸+003
	Mean	5.51𝐸−002	3.46𝐸+001	8.38𝐸+001	1.11𝐸+000	4.19𝐸+002
Evals	Meas.	𝑓6	𝑓7	𝑓8	𝑓9	𝑓10
PSO	Best	1.10𝐸−003	0.00𝐸+000	−1.77𝐸+001	6.94𝐸−012	5.39𝐸−001
	Worst	3.75𝐸−001	0.00𝐸+000	−8.45𝐸+000	5.38𝐸−011	2.42𝐸+001
	Mean	1.13𝐸−001	0.00𝐸+000	−1.42𝐸+001	𝟏.𝟑𝟎𝐄−𝟎𝟏𝟏	5.26𝐸+000
	StDev	6.89𝐸−002	0.00𝐸+000	−1.41𝐸+001	8.60𝐸−012	3.36𝐸+000
	Mean	1.24𝐸−001	0.00𝐸+000	1.87𝐸+000	1.05𝐸−011	5.35𝐸+000
RDF-1	Best	7.80𝐸−014	0.00𝐸+000	−6.45𝐸+000	1.83𝐸−007	2.47𝐸−012
	Worst	3.55𝐸−009	0.00𝐸+000	−3.85𝐸+000	1.39𝐸−005	5.70𝐸−007
	Mean	𝟑.𝟖𝟑𝐄−𝟎𝟏𝟎	0.00𝐸+000	−𝟒.𝟖𝟏𝐄+𝟎𝟎𝟎	3.68𝐸−006	𝟐.𝟓𝟗𝐄−𝟎𝟎𝟖
	StDev	2.97𝐸−011	0.00𝐸+000	−4.74𝐸+000	3.35𝐸−006	1.34𝐸−009
	Mean	8.15𝐸−010	0.00𝐸+000	6.12𝐸−001	3.29𝐸−006	1.13𝐸−007
RDF-2	Best	6.63𝐸−004	0.00𝐸+000	−6.47𝐸+000	3.57𝐸−009	2.55𝐸−001
	Worst	2.03𝐸+000	0.00𝐸+000	−4.06𝐸+000	1.73𝐸−007	1.99𝐸+002
	Mean	4.36𝐸−001	0.00𝐸+000	−4.93𝐸+000	6.03𝐸−008	2.54𝐸+001
	StDev	1.48𝐸−001	0.00𝐸+000	−4.81𝐸+000	3.83𝐸−008	5.92𝐸+000
	Mean	5.58𝐸−001	0.00𝐸+000	5.92𝐸−001	4.64𝐸−008	4.90𝐸+001
RDF-3	Best	5.21𝐸−003	0.00𝐸+000	−6.27𝐸+000	2.42𝐸−009	5.94𝐸+000
	Worst	2.09𝐸+000	0.00𝐸+000	−4.09𝐸+000	1.31𝐸−007	4.53𝐸+002
	Mean	8.47𝐸−001	0.00𝐸+000	−5.03𝐸+000	3.82𝐸−008	1.09𝐸+002
	StDev	8.14𝐸−001	0.00𝐸+000	−5.05𝐸+000	3.35𝐸−008	6.65𝐸+001
	Mean	5.73𝐸−001	0.00𝐸+000	5.92𝐸−001	3.08𝐸−008	1.15𝐸+002