Network system modeling using nested models combining machine learning and behavioral approaches
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United States of America
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Apr 10, 2025
app pub date -
Dec 18, 2024
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Dec 18, 2024
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Abstract
A method of modeling an optical system includes obtaining input data for a channel in an optical system that includes a transmitter, one or more spans, and a receiver; processing the input data with a transmitter sub-model, output data from the transmitter sub-model with one or more span sub-models, and output data from one or more span sub-models with a receiver sub-model; and providing output data for the channel based on the processing. The method can also include, prior to the receiving, training an optical system model for the optical system; and decomposing the optical system model into the transmitter sub-model, the one or more span sub-models, and the receiver sub-model.
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