Deep neural network (DNN) architectures such as recurrent neural networks and transformers display outstanding …-varying data. The paper provides a comprehensive evaluation of the ability of recurrent neural networks and transformers for … set from a large financial services company, we find recurrent neural networks to outperform transformer architectures …

use recurrent neural networks to determine the long-term throughput of such flow lines enabling us to evaluate production … systems of flexible size. Our results show that the throughput can be determined accurately and quickly via recurrent neural … networks. Furthermore, we use this new evaluation procedure as a building block to optimize this type of flow line using …