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Advanced Modeling and Simulation in Engineering Sciences(1)
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Exploratory Study of Physic Informed Deep Learning Applied to a Step-Pool for Different Flow Magnitudes
Conference ObjectAbstract: Physical laws governing a certain phenomenon can be included in a deep-learning model within a new pPalabras claves:Field data, Mountain River, Physics Informed Deep-Learning, Step-poolAutores:Andrés Omar Alvarado Martinez, Esteban Patricio Samaniego Alvarado, Esteban Sánchez-Cordero, Sebastián CedilloFuentes:googlescopusResistance analysis of morphologies in headwater mountain streams
ArticleAbstract: River flow velocity is determined by the energy available for flow motion and the energy fraction loPalabras claves:Bed roughness, Cascade, Mountain River, Plane-bed, Step-pool, Streams and riversAutores:Andrés Omar Alvarado Martinez, Esteban Patricio Samaniego Alvarado, Esteban Sánchez-Cordero, Luis Timbe, Sebastián CedilloFuentes:googlescopusPhysics-Informed Neural Network water surface predictability for 1D steady-state open channel cases with different flow types and complex bed profile shapes
ArticleAbstract: The behavior of many physical systems is described by means of differential equations. These equatioPalabras claves:Complex geometry, Mountain River, neural network, Open channel, Physic informed neural network, Step-poolAutores:Ana Gabriela Núñez, Andrés Omar Alvarado Martinez, Esteban Patricio Samaniego Alvarado, Esteban Sánchez-Cordero, Luis Timbe, Sebastián CedilloFuentes:scopus