Concept: Flood susceptibility mapping identifies areas that are more likely to be affected by floods. GIS-based methods use terrain, rainfall, drainage, land use, soil, slope, elevation, and past flood records.
Step 1: Check suitable methods.
AHP means Analytic Hierarchy Process. It is used in GIS-based multi-criteria decision analysis, so it is suitable for flood susceptibility mapping.
\[
AHP = \text{Suitable}
\]
Logistic Regression is a statistical method used for susceptibility modelling.
\[
\text{Logistic Regression} = \text{Suitable}
\]
Machine Learning algorithms are also widely used for flood susceptibility mapping.
\[
\text{Machine Learning} = \text{Suitable}
\]
Step 2: Identify the unsuitable method.
Interpolation is mainly used to estimate unknown values between known points, such as rainfall or elevation values. It is not by itself a complete flood susceptibility mapping method.
\[
\text{Interpolation alone} \neq \text{Flood susceptibility model}
\]
Therefore, the method not suitable as a complete method for this purpose is Interpolation.