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We also sample 50,000 collocation points [Math Processing Error]xx¯j from the right (green) and the outer (blue) regions each by sampling [Math Processing Error]zz¯j∈U([−3/2,3/2]×[−1,1]) and then applying the transformation (12). For this example the conditions for ...
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Higher-order interactions shape collective dynamics, but how they affect transitions between different states in swarmalator systems is yet to be determined. To that effect, we here study an analytically tractable swarmalator model that incorporates both
After reviewing 2500 magnetograms and almost 300 M and X-class flares, there was no pattern that I could recognize that was uniquely associated with such large flares. That was hardly surprising because many colleagues had spent decades looking for such a signature. However, I did notice “(1...
The DRL approach can be generalized to the quantum compilation of a larger class of unitary transformations. Instead of limiting to approximating one matrix only, we aim at exploiting the knowledge of a trained agent to approximate any single-qubit unitary transformation, without requiring additional ...
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Figure 12. Reference aero force and predicted aero force at Re = 5000: (a) drag coefficient; (b) lift coefficient. 5. Conclusions This paper has described the use of a PINN to extract the velocity and pressure fields from the concentration field in bridge wind engineering. Two cases are...