[Seminar] Machine-learning-assisted optimization of single-photon generation and storage in cavity-based system

Date

Wednesday, August 14, 2024 - 11:00 to 12:00

Location

Zoom seminar - C209, Center Bldg

Description

 

Mr. Miao Cai, PhD Student of College of Engineering and Applied Sciences, Nanjing University

 

Abstract:

Single photons are at the heart of quantum information processing. The tasks of generating and storing single photons with arbitrary wave-packet shapes are crucial for building quantum networks. Here, we present a general machine learning (ML) algorithm with a self-adaptive process to optimize the control of a cavity-atom system for these tasks. Using this algorithm, we also develop an optimization scheme to enhance single-photon indistinguishability among cavity-based single-photon sources.

Biography:

Miao Cai is a PhD student in the College of Engineering and Applied Sciences at Nanjing University, working with Prof. Keyu Xia on machine learning for optimizing quantum controls and quantum state generation.

 

Join Zoom Meeting

https://oist.zoom.us/j/91064413879?pwd=jPB8AgbTuWQKxYpEkFncOe2rSxZQDS.1&from=addon

ID: 910 6441 3879
Pass: 911721

 

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