Samsung Electronics Co., Ltd.

Dong Hyub Kang

Sung Min Jang

Byeong Hui Kim

Ki Been Jung

Hyun Kyo Oh

A storage system may be connected to a machine learning model embedded device that includes a trained simulation model. The simulation model may be trained based on a loss function, where the loss function is based on a comparison of predicted QoS data and real QOS data. The simulation model may be trained to search for a workload for increasing the QoS using a fixed parameter or, conversely, to search for a parameter for maximizing the QoS using a fixed workload. Further, the machine learning model embedded device may include a map table storing the optimized parameters calculated by the trained simulation model so as to maximize QoS relative to each workload.

Growing community of inventors

Seoul, South Korea

Dong Hyub Kang