Table 2 Instruments and uncertainty of experimental parameters.

From: Machine learning analysis of thermophysical and thermohydraulic properties in ethylene glycol- and glycerol-based SiO2 nanofluids

Property/parameter

Instrument

Uncertainty approach

% Uncertainty

Thermal conductivity

Decagon KD2 Pro

Standard uncertainty

2.4

Viscosity

MCR 302

Standard uncertainty

4.1

Density

DA645

Standard uncertainty

0.1

Specific heat

TA instruments Q2000

Standard uncertainty

1.8

Temperature (bulk)

Thermocouple, K-type

Least count

0.16

Temperature (wall)

Thermocouple, K-type

Least count

0.18

Voltage

Voltmeter

Least count

0.004

Current

Ammeter

Least count

0.34

Flow rate

Imf vortex flow meter SV4200

Least count

1.64

Pressure drop

Keyence pressure sensor GP-100

Least count

4.12

Reynolds number

Derived

Error propagation

4.41

Heat flux

Derived

Error propagation

0.34

Nusselt

Derived

Error propagation

2.42

Heat transfer coefficients

Derived

Error propagation

0.34

Friction factor

Derived

Error propagation

4.43