Unsupervised spectra information extraction using physics-informed neural networks in the presence of non-linearities and multi-agent problems.

In detail, the tests increasing the noise level with the absence of Non-Linearity phenomena show correlation values greater than 99.8%, for the concentration predictions of each simulated agent, with a decreasing trend as the noise level increases (Table 4 ).

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