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View PDF Abstract:During this paper, we propose physics-knowledgeable neural operators (PINO) that Blend training information and physics constraints to master the solution operator of a offered relatives of parametric Partial Differential Equations (PDE). PINO is the first hybrid technique incorporating facts and PDE constraints at different resolutions to find out the operator. Especially, in PINO, we Merge coarse-resolution instruction knowledge with PDE constraints imposed at the next resolution. The ensuing PINO design can precisely approximate the ground-truth Answer operator For several common PDE households and shows no degradation in precision even underneath zero-shot super-resolution, i.
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