Abstract: Aspects of the subject disclosure may include, for example, obtaining device diagnostic data for a group of devices that provide communication services to a plurality of customer premises of a plurality of users over a network, obtaining configuration data associated with the plurality of customer premises, obtaining quality key performance indicators associated with the communication services of the plurality of customer premises, applying linear regression to the device diagnostic data, the configuration data and the quality key performance indicators to identify a quality threshold based on a particular configuration, detecting a subset of customer premises from among the plurality of customer premises that are not satisfying the quality threshold, and analyzing a subset of the device diagnostic data that corresponds to the subset of customer premises to determine equipment associated with the subset of customer premises for maintenance. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, identifying, a configuration adjustment for generating a quality improvement for a first element of a network for providing communication services to a first customer premises according to a first model that includes a linear regression of configuration data and key performance indicators. A customer lifetime improvement can be calculated a according to the quality improvement, according to a second model that comprises a correlation of the key performance indicators and customer lifetime data that are associated with the plurality of customer premises. A configuration cost associated with the configuration adjustment of the first element can be determined. A dispatch server can be directed to perform the configuration adjustment of the first element responsive to determining that a lifetime improvement value exceeds a cost to configure value. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining device diagnostic data for a group of devices that provide communication services to a plurality of customer premises of a plurality of users over a network, obtaining configuration data associated with the plurality of customer premises, obtaining quality key performance indicators associated with the communication services of the plurality of customer premises, applying linear regression to the device diagnostic data, the configuration data and the quality key performance indicators to identify a quality threshold based on a particular configuration, detecting a subset of customer premises from among the plurality of customer premises that are not satisfying the quality threshold, and analyzing a subset of the device diagnostic data that corresponds to the subset of customer premises to determine equipment associated with the subset of customer premises for maintenance. Other embodiments are disclosed.

Abstract: A wireless communications system optimizes performance by dividing communications functionality between a wireless pacemaker and a wireless monitoring base station according to the design constraints imposed by the system elements. Typical design constraints include high frequency operation, low pacemaker power consumption, reasonable range, high data rate, minimal RF radiation of internal circuitry, small pacemaker antenna system, simple pacemaker RF circuit design, high reliability, low pacemaker cost, and use of existing pacemaker construction methodologies.