Our research work involves the use of machine learning techniques to improve the performance of flash-based storage systems. This improvement reflects in two major directions – improving reliability, and the response time of flash-based storage devices. Flash drives are used widely as a persistent form of storage in mobile devices, laptops, and cloud servers, and…

PATENTS Method for Accelerating Image Storing And Retrieving Differential Latency Storage Devices Based On Access Rates(Patent ID: 16/708429) Inventors: Olarig, Paul, Schwaderer, David, Chakraborttii, Chandranil. Applicant: Samsung Electronics A Machine Learning method for SSD based Image Processing targeting Self-driving vehicles (Patent ID: 16/826066) Inventors: Olarig, Paul, Schwaderer, David, Chakraborttii, Chandranil. Applicant: Samsung Electronics ACCEPTED PUBLICATIONS Deep Learning-based…

Publicly available open-sourced traces used in our projects. All traces were collected at the Block IO level. YCSB RocksDB SSD Virtual Desktop Interface (SYSTOR) Tencent Block Storage Alibaba MS Enterprise Server MSR Cambridge Note: Please include a citation to Storage Network Industry Association (SNIA) if you use these traces. You can also consider citing our…