DEEP SIMULATION NETWORKS

Systems utilize a set of stored simulation nodes including an initial simulation node and a subsequent simulation node constructed according to a neural network computational fabric for simulating a physical process. These systems are configured to implement/utilize the set of simulation nodes by, at the initial simulation node, receiving initial state input, calculating an initial state evolution output, and generating an initial message vector output. At the subsequent simulation node, systems implement/utilize the set of simulation nodes by receiving a subsequent state input and a subsequent message vector input based on the initial message vector output to facilitate coordination between the initial and subsequent simulation nodes for calculating respective state evolution outputs for simulating the physical process or component. The systems are also configured to calculate a subsequent state evolution output based on the subsequent state input and the subsequent message vector input.