Bayesian techniques of hyperparameters for telecommunication systems

A system, comprising:

• an equalizer configured to receive a plurality of data packets;
• an optimizer configured to:
• receive the plurality of data packets;
• obtain a set of hyperparameters corresponding to reception of the plurality of data packets;
• utilize a Bayesian optimization policy to iteratively select a plurality of observation points from the set of hyperparameters;
• obtain a performance metric value for each of the selected observation points;
• select a hyperparameter from the set of hyperparameters based on the performance metric values;
• and
• transmit the selected hyperparameter to the equalizer, wherein the equalizer is configured to correct the plurality of data packets based on the hyperparameter.

A system comprising:

• a plurality of telecommunication blocks;
• and
• a control system comprising one or more processors, wherein the control system is configured to:
• receive input data transmitted between the plurality of telecommunication blocks;
• receive a set of hyperparameters based on the input data, wherein the set of hyperparameters are associated with the reception of the input data in a subterranean environment;
• utilize a Bayesian optimization policy to iteratively select a plurality of observation points from the set of hyperparameters;
• obtain a performance metric value for each of the selected observation points;
• select a hyperparameter from the set of hyperparameters based on the performance metric values;
• and
• generate corrected input data based on the hyperparameter.