| CPC H03M 3/022 (2013.01) [H03M 7/3051 (2013.01); H03M 7/6011 (2013.01); H03M 7/70 (2013.01)] | 20 Claims |

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1. A seismic acquisition system, comprising:
at least one seismic sensor having a 1-bit adaptive delta modulation (ADM) for converting analog seismic signals to a modulated signal and transmitting the modulated signal; and
a data collection center, communicatively coupled to the least one seismic sensor, having processing circuitry and memory storing program instructions, which when executed by the processing circuitry perform a 1D convolutional neural network (CNN) for receiving and recovering the transmitted modulated signal,
wherein the 1D CNN is trained to suppress quantization and random noise in the modulated signal.
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