Table 3 Regression model summary.

From: Efficiency improvement in silicon and perovskite solar cells through nanofluid cooling using citrate and PVP stabilized silver nanoparticles

Statistic

Value

Dep. variable

Q (“efficiency improvement (%)”)

R-squared

0.237

Adj. R-squared

−0.144

Method

Least Squares

F-statistic

0.6216

Prob (F-statistic)

0.660

Log-likelihood

−23.676

No. observations

13

AIC

57.35

Df residuals

8

BIC

60.18

Df model

4

Covariance type

Nonrobust

 

coef

sth err

t

P>|t|

[0.025

0.975]

Intercept

12.7890

6.577

1.945

0.088

−2.377

27.955

Q (“nanoparticle concentration (wt%)”)

−3.5269

4.026

−0.876

0.407

−12.812

5.758

Q (“coolant flow rate (L/min)”)

−1.6353

1.985

−0.824

0.434

−6.212

2.942

Q (“solar irradiance (W/m²)”)

0.0124

0.008

1.476

0.178

−0.007

0.032

Q (“type of nanofluid stabilization”)

1.4775

1.848

0.800

0.447

−2.783

5.738