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How can I increase the accuracy of 1D CNN to estimate stress concentration factors

I am trying to develop a neural network that can estimate the stress concentration factor Kt of V-notched specimens based on scans from the notch profile. The scans have been interpolated to create regions of equidistant points, as I want to use a 1D CNN that can interpret the height values of the profile. I have approximately 150 samples. The mean Kt value of the samples is 2.27 with a std of 0.17.