| CPC H04W 16/10 (2013.01) [H04W 24/02 (2013.01); H04W 24/08 (2013.01); H04W 28/0925 (2020.05); H04W 28/0967 (2020.05); H04W 72/0453 (2013.01); H04W 16/14 (2013.01)] | 19 Claims |

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1. A system for dynamic spectrum management in an electromagnetic environment comprising:
at least one monitoring sensor operable to send measured data from the electromagnetic environment to at least one data analysis engine;
a Multi-Access Edge Computing (MEC) layer in a network slice, wherein the MEC layer is in communication with a radio access network (RAN) and a machine learning (ML) engine operable to provide predictions about the electromagnetic environment; and
a wireless network resource optimization application in the MEC layer;
wherein the at least one data analysis engine operable to analyze the measured data;
wherein the analyzed data is represented in a vector ensemble class for each signal in the electromagnetic environment;
wherein the at least one data analysis engine and the ML engine are in communication with the wireless network resource optimization application;
wherein the wireless network resource optimization application is operable to use analyzed data from the at least one data analysis engine and the predictions about the electromagnetic environment from the ML engine to create actionable data for optimizing RAN resources; and
wherein the actionable data is based on a customer goals index vector of the wireless network resource optimization application, wherein the customer goals index vector is a vector of binary values.
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