Table 3 Summary of results obtained for different benchmark functions (Case 1).

From: Optimized placement of distributed generators, capacitors, and EV charging stations in reconfigured radial distribution networks using enhanced artificial hummingbird algorithm

Algorithms

Index

Functions

f1

f2

f3

f4

f5

PSO31

mean

0.066667

9.89E − 08

4.12E − 02

7.79E − 05

1078.0941

std

0.253721

4.88E − 07

1.72E − 02

1.39E − 04

647.25346

WOA31

mean

0

2.48E − 208

3.67E − 04

3.90E − 117

977.52989

std

0

0

3.61E − 04

1.11E − 116

866.21494

SSA31

mean

5.13333

5.22E − 09

1.31E − 02

0.16395

5.49E − 04

std

2.93297

8.73E − 10

5.21E − 03

0.33186

8.73E − 04

TLBO31

mean

0

7.06E − 87

1.02E − 03

9.40E − 44

2.16E − 16

std

0

1.02E − 86

2.96E − 04

6.87E − 44

6.13E − 16

AHA31

mean

0

7.32E − 292

6.06E − 05

8.99E − 150

2.96E − 278

std

0

0

4.83E − 05

3.87E − 155

0

COLAHA

(Proposed)

mean

0

0

1.95E-07

4.10E-177

3.8068e-316

std

0

0

1.11E-07

0

0

Algorithms

Index

Functions

f6

f7

f8

f9

f10

PSO31

mean

49.164576

0

0

30.845624

0

std

30.081342

0

0

7.6342136

0

WOA31

mean

25.15995

0

4.19E − 07

0

0

std

0.2677

0

3.25E − 07

0

0

SSA31

mean

48.64191

3.52E − 12

2.52E − 15

33.79541

1.41E − 16

std

48.27414

4.70E − 12

3.27E − 15

14.36489

2.57E − 16

TLBO31

mean

23.377421

0

0

12.679728

0

std

0.703925

0

0

5.5850898

0

AHA31

mean

25.065057

0

0

0

0

std

0.278139

0

0

0

0

COLAHA

(Proposed)

mean

14.9501

0

0

0

0

std

0.0868

0

0

0

0

Algorithms

Index

Functions

f11

f12

f13

f14

f15

PSO31

mean

0.605883

1.19E − 03

9.97E − 02

0.177466

7.69E − 03

std

0.739731

2.91E − 03

0.380955

0.280077

1.45E − 02

WOA31

mean

0.8788

4.36E − 01

2.90E − 15

4.35E − 06

1.94E − 03

std

1.23697

4.07E − 01

2.22E − 15

1.61E − 06

8.19E − 03

SSA31

mean

3.57E − 03

1.33E − 02

1.2144

1.37761

2.93E − 03

std

2.96E − 03

2.48E − 02

0.97792

1.37411

4.94E − 03

TLBO31

mean

2.18E − 02

1.88E − 03

6.57E − 15

3.46E − 03

4.26E − 02

std

4.04E − 02

2.36E − 03

1.77E − 15

1.89E − 02

4.90E − 02

AHA31

mean

4.94E − 02

1.45E − 04

8.88E − 16

4.15E − 07

0.669596

std

0.120376

1.79E − 04

0

5.63E − 07

0.547843

COLAHA

(Proposed)

mean

0.0357

8.80E-06

8.88E-16

1.98E-09

0.0756

std

0.072

2.42E-05

0

2.24E-09

0.106