Dell Products Inc.

Hua Peng

Pan Xiao

Si Zhang

Jeff Jianfei Yang

David Jinfeng Dai

Techniques are provided for data replication using reinforcement learning to dynamically initiate the transfer of replication data. One method comprises obtaining a state for transferring replication data from a first storage system to a second storage system, wherein the state comprises an amount of replication data to be transferred to the second storage system; assigning a reward value to previously completed replication sessions based on whether a respective previously completed replication session satisfies a designated data recovery objective; determining a start time, using a reinforcement learning framework, for transferring the replication data to the second storage system, wherein the determining is based on the assigned reward values; and initiating the transfer of the replication data to the second storage system using the determined start time. The reward value for a given concurrent replication session may be based on respective replication data transfer times of multiple concurrent replication sessions.

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Chengdu, China

Hua Peng