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Nec laboratories america, inc. (20250146861). UNSUPERVISED TRANSFORMER SIGNAL SEPARATION

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UNSUPERVISED TRANSFORMER SIGNAL SEPARATION

Organization Name

nec laboratories america, inc.

Inventor(s)

Zhuocheng Jiang of Plainsboro NJ US

Yue Tian of Princeton NJ US

Yangmin Ding of East Brunswick NJ US

Sarper Ozharar of Pennington NJ US

Yanchao Wang of Princeton NJ US

Ting Wang of West Windsor NJ US

UNSUPERVISED TRANSFORMER SIGNAL SEPARATION

This abstract first appeared for US patent application 20250146861 titled 'UNSUPERVISED TRANSFORMER SIGNAL SEPARATION

Original Abstract Submitted

systems and methods include collecting vibration data along an optical fiber cable using distributed acoustic sensing (das). the collected vibration data is preprocessed to separate the vibration data into at least two mixtures. the at least two mixtures are combined into a mixture of mixtures. the mixture of mixtures is separated into a plurality of estimated source signals using a separation model. the separation model is trained using an unsupervised loss computed between the estimated source signals and the at least two mixtures.

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