公开(公告)号：US20230029760A1

公开(公告)日：2023-02-02

申请号：US17391559

申请日：2021-08-02

Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

Inventor： GOPAL GUPTA ,  ABHINESH MISHRA ,  ISAAC THEOGARAJ ,  SACHIN GANU ,  BERND BANDEMER ,  JOSE TELLADO

IPC: H04W36/00 ,  H04L12/24 ,  H04W12/041 ,  H04W88/08 ,  G06N20/00

Abstract: Systems and methods are provided for optimizing resource consumption by bringing intelligence to the key allocation process for fast roaming. Specifically, embodiments of the disclosed technology use machine learning to predict which AP a wireless client device will migrate to next. In some embodiments, machine learning may also be used to select a subset of top neighbors from a neighborhood list. Thus, instead of allocating keys for each of the APs on the neighborhood list, key allocation may be limited to the predicted next AP, and the subset of top neighbors. In some embodiments, a reinforcement learning model may be used to dynamically adjust the size of the subset in order to optimize resources while satisfying variable client demand.

公开(公告)号：US20210036913A1

公开(公告)日：2021-02-04

申请号：US16529598

申请日：2019-08-01

Applicant: HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

Inventor： GOPAL GUPTA ,  GOPAL AGARWAL ,  AVADHESH KARIA

IPC: H04L12/24 ,  G06F8/65

Abstract: Systems and methods are provided for network device configuration update. A method includes selecting a group of network devices to receive a configuration update; ranking the network devices according to an importance; updating each of the network devices in order of the ranking, from least important to most important, comprising: generating a first health score for the network device, the first health score representing a performance level of the network device prior to the configuration update; updating a configuration of the network device according to the configuration update subsequent to generating the first health score; generating a second health score for the updated network device subsequent to updating the configuration of the network device; and responsive to the second health score being lower than the first health score by more than a predetermined score threshold, rolling back the configuration update for the network devices that have been updated.