EAN: 9783031792717

SYNTHESIS LECTURES ON LEARNING NETWORKS AND ALG...

The last decade has seen an unprecedented growth in the demand for wireless services. These
services are fueled by applications that often require not only high data rates  but also very
low latency to function as desired. However  as wireless networks grow and support increasingly
large numbers of users  these control algorithms must also incur only low complexity in order
to be implemented in practice. Therefore  there is a pressing need to develop wireless control
algorithms that can achieve both high throughput and low delay  but with low-complexity
operations. While these three performance metrics  i.e.  throughput  delay  and complexity  are
widely acknowledged as being among the most important for modern wireless networks  existing
approaches often have had to sacrifice a subset of them in order to optimize the others 
leading to wireless resource allocation algorithms that either suffer poor performance or are
difficult to implement. In contrast  the recent results presented in this book demonstrate that
by cleverly taking advantage of multiple physical or virtual channels  one can develop new
low-complexity algorithms that attain both provably high throughput and provably low delay. The
book covers both the intra-cell and network-wide settings. In each case  after the pitfalls of
existing approaches are examined  new systematic methodologies are provided to develop
algorithms that perform provably well in all three dimensions.

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