Physics-Informed Neural Network water surface predictability for 1D steady-state open channel cases with different flow types and complex bed profile shapes.
Sebastián CedilloAna-Gabriela NúñezEsteban Sánchez-CorderoLuis TimbeEsteban SamaniegoAndrés Alvarado MartínezPublished in: Adv. Model. Simul. Eng. Sci. (2022)
Keyphrases
- steady state
- neural network
- markov chain
- explicit expressions
- product form
- operating conditions
- arrival rate
- queueing networks
- steady states
- field effect transistors
- queue length
- state dependent
- shape analysis
- artificial neural networks
- back propagation
- state space
- heavy traffic
- service times
- queueing model
- loss probability
- neural network model
- neural model
- dynamic programming
- arrival process
- control system
- search space