| CPC H04W 16/10 (2013.01) [H04W 16/14 (2013.01); H04W 24/02 (2013.01); H04W 24/04 (2013.01); H04W 24/08 (2013.01); H04W 28/0925 (2020.05); H04W 28/0967 (2020.05); H04W 72/0453 (2013.01)] | 17 Claims |

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1. A system for spectrum management in an electromagnetic environment comprising:
a Multi-Access Edge Computing (MEC) layer in a network slice or a subnetwork, wherein the MEC layer is in communication with a radio access network (RAN);
at least one data analysis engine operable to analyze the electromagnetic environment, including measured data from at least one monitoring sensor;
a wireless network resource optimization application operable to use analyzed data from the at least one data analysis engine and a customer goals index vector to create actionable data; and
wherein the customer goals index vector is a vector of binary values; and
at least one RAN intelligent controller (RIC) within the RAN operable to use an artificial intelligence (AI) and/or machine learning (ML) model to analyze network state data to facilitate radio resource management (RRM) and provide data for optimizing at least one RAN parameter;
wherein the wireless network resource optimization application is operable to generate at least one RAN command to change the at least one RAN parameter based on the actionable data and the data from the RIC for optimizing the at least one RAN parameter.
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