Business Chief USA March 2019
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control, can only be achieved through<br />
injecting intelligence and automation into<br />
the transformation process. As 5G<br />
extends beyond radio technologies,<br />
deep into the cloud, across mobile and<br />
transport layers, it will be paramount to<br />
combine data from RAN and non-RAN<br />
sources and introduce machine<br />
learning-enabled automation to create<br />
algorithms for use cases that operate<br />
across all these data sources.<br />
Today, automation is popping up<br />
almost everywhere in the network, and<br />
“closed loops” are considered silver<br />
bullets for killing complexity. A recent<br />
study by Nokia Bell Labs concluded<br />
that closed-loop automation can only<br />
work in combination with a new<br />
architecture and – even more important<br />
– an implementation master plan.<br />
The full benefit of automation can only<br />
be realized if it’s done in concert. Small<br />
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