49 control , can only be achieved through injecting intelligence and automation into the transformation process . As 5G extends beyond radio technologies , deep into the cloud , across mobile and transport layers , it will be paramount to combine data from RAN and non- RAN sources and introduce machine learning-enabled automation to create algorithms for use cases that operate across all these data sources .
Today , automation is popping up almost everywhere in the network , and “ closed loops ” are considered silver bullets for killing complexity . A recent study by Nokia Bell Labs concluded that closed-loop automation can only work in combination with a new architecture and – even more important – an implementation master plan . The full benefit of automation can only be realised if it ’ s done in concert .
asia
. businesschief . com