Fig. 5: The basic framework of GAN119.
From: Machine learning methods for predicting residual strength in corroded oil and gas steel pipes

The basic framework of GAN involves a generator that creates synthetic data and a discriminator that distinguishes between real and fake data, with both components being trained through adversarial competition to improve data generation.