公开(公告)号：US11509703B2

公开(公告)日：2022-11-22

申请号：US16582089

申请日：2019-09-25

Applicant: VMware, Inc.

Inventor： Tianshu Chu ,  Rakesh Misra ,  Sandeep Chinchali ,  Alexandros Anemogiannis ,  Rahul Tandra ,  Kanthi Nagaraj

IPC: H04L65/70 ,  G06N3/08 ,  H04N21/2662 ,  H04N21/2385 ,  H04N19/59 ,  H04L65/75

Abstract: A system and method for training and executing an adaptive bitrate (ABR) controller can include clustering content into content clusters based on content metadata, clustering network scenarios based on network information, normalizing input measurements, training the ABR controller for each content within at least one of a given content cluster and a given network scenario cluster by determining network information and network metadata, associated with the respective content, determining a content bitrate, determining a reward associated with the content bitrate, and training the ABR controller based on the reward.

公开(公告)号：US20200099733A1

公开(公告)日：2020-03-26

申请号：US16582089

申请日：2019-09-25

Applicant: VMware, Inc.

Inventor： Tianshu Chu ,  Rakesh Misra ,  Sandeep Chinchali ,  Alexandros Anemogiannis ,  Rahul Tandra ,  Kanthi Nagaraj

IPC: H04L29/06 ,  G06N3/08 ,  H04N19/59 ,  H04N21/2662 ,  H04N21/2385

Abstract: A system and method for training and executing an adaptive bitrate (ABR) controller can include clustering content into content clusters based on content metadata, clustering network scenarios based on network information, normalizing input measurements, training the ABR controller for each content within at least one of a given content cluster and a given network scenario cluster by determining network information and network metadata, associated with the respective content, determining a content bitrate, determining a reward associated with the content bitrate, and training the ABR controller based on the reward.