An Efficient and Robust Self-Calibration Algorithm for Translation Position Errors in Ptychography

被引:2
|
作者
Liu, Li [1 ]
Zhong, Lei [1 ]
Gong, Ming [2 ,3 ]
Du, Jinxiang [1 ]
Gu, Honggang [1 ,4 ,5 ]
Liu, Shiyuan [1 ,4 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Intelligent Mfg Equipment & Technol, Wuhan 430074, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Opt & Elect Informat, Wuhan 430074, Peoples R China
[3] Huazhong Univ Sci & Technol, Innovat Inst, Wuhan, Peoples R China
[4] Opt Valley Lab, Wuhan 430074, Peoples R China
[5] Guangdong HUST Ind Technol Res Inst, Guangdong Prov Key Lab Mfg Equipment Digitizat, Dongguan 523003, Peoples R China
基金
中国国家自然科学基金;
关键词
Dynamic weighting function; parallel cross correlation; ptychography; self-calibration algorithm; translation position errors; MISALIGNMENT CORRECTION METHOD; NEURAL-NETWORK; MICROSCOPY; GRADIENT; LIMITS; FIELD;
D O I
10.1109/TIM.2024.3372223
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Ptychography, one kind of the large-field-of-view and high-resolution computational imaging, is consistently hampered by the motion errors of linear translation stages, i.e., the resolution of lensless ptychographic microscope cannot break through the positioning accuracy of its translation stages. Here, an accurate, fast, and robust self-calibration algorithm is proposed to refine the translation position errors of translation stages in ptychography imaging online. The proposed algorithm employs a dynamic weighting function to accelerate the correction of the center translation position through "parallel cross correlation" registration within the centrosymmetric and axisymmetric array probes, which requires neither careful dynamic parameter adjustment nor high magnification subdivision pixel operations during the iteration process and can effectively escape from local optimums and avoid violent convergence oscillations and crosstalk. Simulations and experiments are carried out comparatively with the heuristic simulated annealing algorithm and the single-probe "serial cross correlation" algorithm, and preliminary results indicate that the proposed algorithm can achieve the refinement accuracy of a few thousandths of a pixel within a 100 iterations and deliver orders of magnitude increase in calibration accuracy, convergence speed, and noise immunity. Furthermore, verification experiments are also performed using the linear variable displacement transducer (LVDT) to measure the translation position errors, and results demonstrate that the comparison residuals are less than +/- 0.5 mu m , verifying the effectiveness and feasibility of the proposed algorithm. These significant advances significantly expand its potential applications, encompassing positioning errors calibration and measurement in ptychography, tomography, and in-line holography microscopy.
引用
收藏
页码:1 / 12
页数:12
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