Table 6 The scaling equations for input and targets.

From: Compressive strength of nano concrete materials under elevated temperatures using machine learning

Parameter

Scaling Equation

Temp

\(\:{Temp}_{scale}\)= [(0.9 − 0.1) (Temp-\(\:{Temp}_{min}\))/ (\(\:\:{Temp}_{max}\)-\(\:{Temp}_{min}\))] + 0.1

Time

\(\:{Time}_{scale}\)= [(0.9 − 0.1) (Time-\(\:{Time}_{min}\))/ (\(\:\:{Time}_{max}\)-\(\:{Time}_{min}\))] + 0.1

NAL

\(\:{NAl}_{scale}\)= [(0.9 − 0.1) (NAl-\(\:{NAl}_{min}\))/ (\(\:\:{NAl}_{max}\)-\(\:{NAl}_{min}\))] + 0.1

NCTs

\(\:{NCTs}_{scale}\)= [(0.9 − 0.1) (NCTs-\(\:{NCTs}_{min}\))/ (\(\:\:{NCTs}_{max}\)-\(\:{NCTs}_{min}\))] + 0.1

RCS

\(\:{RCS}_{scale}\)= [(0.9 − 0.1) (RCS-\(\:{RCS}_{min}\))/ (\(\:\:{RCS}_{max}\)-\(\:{RCS}_{min}\))] + 0.1