Model {criticality}

Model Function

Description

This function builds the deep neural network metamodel architecture.

Usage

Model(
  dataset,
  layers = "8192-256-256-256-256-16",
  loss = "sse",
  opt.alg = "adamax",
  learning.rate = 0.00075,
  ext.dir
)

Arguments

dataset

Training and test data

layers

String that defines the deep neural network architecture (e.g., "64-64")

loss

Loss function

opt.alg

Optimization algorithm

learning.rate

Learning rate

ext.dir

External directory (full path)

Value

A deep neural network metamodel of Monte Carlo radiation transport code simulation data