Abstract Physics informed neural network (PINN) demonstrates powerful capabilities in solving forward and inverse problems of nonlinear partial differential equations (NLPDEs) through combining data-driven and physical constraints.In this paper, two PINN methods that adopt tanh and sine as activation functions, respectively, are used to study data-
Rivers of the Arctic will become ever more important for the global climate, since they carry a majority of continental dissolved organic carbon flux into the rapidly changing polar ocean.Aqueous organics comprise a wide array of functional groups, several of which are likely to impact coastal and open water biophysical properties.Light attenuation
The kt196 torque converter aim of this literature study is to catch up on the inclusive development issues in the conception of disability perspective and participation of persons with disabilities in the development goals.This topic is in line with global development which targets seek to accommodate the needs of every citizen including persons wi
The two main void removal mechanisms during vacuum-bag-only (VBO) consolidation of thermoplastic composites are through-thickness diffusion and in-plane air evacuation.The automated fiber placement (AFP) process allows for the creation of preforms with an engineered intertape channel network by deliberately introducing spacing here between the tape
Reformation of railway transport, one of the goals of which is to optimize transportation costs, should be based not only on improving the management system, but also on the combination of technical, technological and marketing innovations.Russian railways will benefit from the experience of reforming US Class I railroads - the largest railway syst