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卷积循环神经网络的光学晶格中超冷原子动量分布预测 被引量:2
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作者 李云红 李弘昊 +3 位作者 文达 魏凡粟 郭新新 周小计 《光学精密工程》 EI CAS CSCD 北大核心 2020年第7期1480-1484,共5页
相位作为光学晶格中玻色-爱因斯坦凝体的波函数中的重要参数,在实验中无法通过吸收成像或者原位成像从动量空间原子分布中直接得到波函数的相位信息。为了研究一维光晶格中玻色-爱因斯坦凝体相位分布对动量空间原子分布的影响,建立了深... 相位作为光学晶格中玻色-爱因斯坦凝体的波函数中的重要参数,在实验中无法通过吸收成像或者原位成像从动量空间原子分布中直接得到波函数的相位信息。为了研究一维光晶格中玻色-爱因斯坦凝体相位分布对动量空间原子分布的影响,建立了深度学习网络模型。首先,通过理论计算得到的32000组数据作为训练集和验证集。然后,在分析波函数的相位特征与动量空间的基础上,提出卷积循环神经网络模型进行光晶格中超冷原子动量预测的方法。经验证,模型训练得到的结果与理论求解薛定谔方程得到的结果相差1.76,相较BP(Back Propagation)神经网络结果,平均误差降低了83%,所得结论为机器学习在物理学领域的应用提供了新的思路。 展开更多
关键词 光晶格 玻色-爱因斯坦凝聚 动量分布 机器学习
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Quantum precision measurement of two-dimensional forces with 10^(-28)-Newton stability
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作者 Xinxin Guo Zhongcheng Yu +5 位作者 Fansu Wei Shengjie Jin Xuzong Chen Xiaopeng Li Xibo Zhang Xiaoji Zhou 《Science Bulletin》 SCIE EI CAS CSCD 2022年第22期2291-2297,共7页
High-precision sensing of vectorial forces has broad impact on both fundamental research and technological applications such as the examination of vacuum fluctuations and the detection of surface roughness of nanostru... High-precision sensing of vectorial forces has broad impact on both fundamental research and technological applications such as the examination of vacuum fluctuations and the detection of surface roughness of nanostructures.Recent years have witnessed much progress on sensing alternating electromagnetic forces for the rapidly advancing quantum technology-orders of magnitude improvement has been accomplished on the detection sensitivity with atomic sensors,whereas such high-precision measurements for static electromagnetic forces have rarely been demonstrated.Here,based on quantum atomic matter waves confined by a two-dimensional optical lattice,we perform precision measurement of static electromagnetic forces by imaging coherent wave mechanics in the reciprocal space.The lattice confinement causes a decoupling between real-space and reciprocal dynamics,and provides a rigid coordinate frame for calibrating the wavevector accumulation of the matter wave.With that we achieve a stateof-the-art sensitivity of 2.30(8)×10^(-26) N/√Hz.Long-term stabilities on the order of 10^(-28) N are observed in the two spatial components of a force,which allows probing atomic Van der Waals forces at one millimeter distance.As a further illustrative application,we use our atomic sensor to calibrate the control precision of an alternating electromagnetic force applied in the experiment.Future developments of this method hold promise for delivering unprecedented atom-based quantum force sensing technologies. 展开更多
关键词 Quantum precision measurement Bose–Einstein condensates Optical lattices Ultracold atoms Force sensor
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