Deep Neural Network Supervised Bandwidth Allocation Decisions for Low-Latency Heterogeneous E-Health Networks

This paper proposes the first use of a deep neural network (DNN) to characterize the dependence of end-to-end latency on key bandwidth allocation decision parameters and diverse network features over heterogeneous body area network (BAN), wireless local area network (WLAN), and passive optical access network (PON) toward ubiquitous e-health. Using the association between latency and bandwidth allocation decisions, the DNN supervises bandwidth...