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A general phase retrieval algorithm based on a ptychographical iterative engine for coherent diffractive imaging 被引量:1
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作者 傅健 李鹏 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第1期243-248,共6页
Coherent diffractive imaging (CDI) is a lensless imaging technique and can achieve a resolution beyond the Rayleigh or Abbe limit. The ptychographical iterative engine (PIE) is a CDI phase retrieval algorithm that... Coherent diffractive imaging (CDI) is a lensless imaging technique and can achieve a resolution beyond the Rayleigh or Abbe limit. The ptychographical iterative engine (PIE) is a CDI phase retrieval algorithm that uses multiple diffraction patterns obtained through the scan of a localized illumination on the specimen, which has been demonstrated successfully at optical and X-ray wavelengths. In this paper, a general PIE algorithm (gPIE) is presented and demonstrated with an He-Ne laser light diffraction dataset. This algorithm not only permits the removal of the accurate model of the illumination function in PIE, but also provides improved convergence speed and retrieval quality. 展开更多
关键词 phase retrieval algorithm coherent diffractive imaging PTYCHOGRAPHY
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Diffraction classification imaging using coordinate attention enhanced DenseNet
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作者 Tong-Jie Sheng Jing-Tao Zhao +2 位作者 Su-Ping Peng Zong-Nan Chen Jie Yang 《Petroleum Science》 2025年第6期2353-2383,共31页
In oil and gas exploration,small-scale karst cavities and faults are important targets.The former often serve as reservoir space for carbonate reservoirs,while the latter often provide migration pathways for oil and g... In oil and gas exploration,small-scale karst cavities and faults are important targets.The former often serve as reservoir space for carbonate reservoirs,while the latter often provide migration pathways for oil and gas.Due to these differences,the classification and identification of karst cavities and faults are of great significance for reservoir development.Traditional seismic attributes and diffraction imaging techniques can effectively identify discontinuities in seismic images,but these techniques do not distinguish whether these discontinuities are karst cavities,faults,or other structures.It poses a challenge for seismic interpretation to accurately locate and classify karst cavities or faults within the seismic attribute maps and diffraction imaging profiles.In seismic data,the scattering waves are associated with small-scale scatters like karst cavities,while diffracted waves are seismic responses from discontinuous structures such as faults,reflector edges and fractures.In order to achieve classification and identification of small-scale karst cavities and faults in seismic images,we propose a diffraction classification imaging method which classifies diffracted and scattered waves in the azimuth-dip angle image matrix using a modified DenseNet.We introduce a coordinate attention module into DenseNet,enabling more precise extraction of dynamic and azimuthal features of diffracted and scattered waves in the azimuth-dip angle image matrix.Leveraging these extracted features,the modified DenseNet can produce reliable probabilities for diffracted/scattered waves,achieving high-accuracy automatic classification of cavities and faults based on diffraction imaging.The proposed method achieves 96%classification accuracy on the synthetic dataset.The field data experiment demonstrates that the proposed method can accurately classify small-scale faults and scatterers,further enhancing the resolution of diffraction imaging in complex geologic structures,and contributing to the localization of karstic fracture-cavern reservoirs. 展开更多
关键词 Diffraction imaging Diffraction classification Azimuth-dip angle image matrix Coordinate attention DenseNet
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First commissioning results of the coherent scattering and imaging endstation at the Shanghai soft X-ray free-electron laser facility 被引量:4
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作者 Jia-Dong Fan Ya-Jun Tong +17 位作者 Yong-Gan Nie Zi-Chen Gao Bo He Hui Luan Dong-Hao Lu Jian-Hua Zhang Di-Fei Zhang Xin-Ye Yuan Jia-Hua Chen Zhi Guo Tao Liu Meng Zhang Chao Feng Hai-Xiao Deng Bo Liu Zhen-Tang Zhao Zhi Liu Huai-Dong Jiang 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2022年第9期48-58,共11页
The Shanghai soft X-ray free-electron laser(SXFEL)user facility project started in 2016 and is expected to be open to users by 2022.It aims to deliver ultra-intense coherent femtosecond X-ray pulses to five endstation... The Shanghai soft X-ray free-electron laser(SXFEL)user facility project started in 2016 and is expected to be open to users by 2022.It aims to deliver ultra-intense coherent femtosecond X-ray pulses to five endstations covering a range of 100–620 eV for ultrafast X-ray science.Two undulator lines are designed and constructed,based on different lasing modes:self-amplified spontaneous emission and echo-enabled harmonic generation.The coherent scattering and imaging(CSI)endstation is the first of five endstations to be commissioned online.It focuses on high-resolution single-shot imaging and the study of ultrafast dynamic processes using coherent forward scattering techniques.Both the single-shot holograms and coherent diffraction patterns were recorded and reconstructed for nanoscale imaging,indicating the excellent coherence and high peak power of the SXFEL and the possibility of‘‘diffraction before destruction’’experiments at the CSI endstation.In this study,we report the first commissioning results of the CSI endstation. 展开更多
关键词 X-ray free electron laser Coherent diffraction imaging Fourier transform holography Single-shot imaging Phase retrieval
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Separating and imaging diffractions in dip domain on the basis of slope analysis 被引量:3
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作者 Kong Xue Wang De-Ying +2 位作者 Li Zhen-Chun Zhang Rui-Xiang Hu Qiu-Yuan 《Applied Geophysics》 SCIE CSCD 2020年第1期103-110,169,共9页
Fracture-cave reservoirs in carbonate rocks are characterized by a large difference in fracture and cavity size,and a sharp variation in lithology and velocity,thereby resulting in complex diffraction responses.Some s... Fracture-cave reservoirs in carbonate rocks are characterized by a large difference in fracture and cavity size,and a sharp variation in lithology and velocity,thereby resulting in complex diffraction responses.Some small-scale fractures and caves cause weak diffraction energy and would be obscured by the continuous reflection layer in the imaging section,thereby making them difficult to identify.This paper develops a diffraction wave imaging method in the dip domain,which can improve the resolution of small-scale diffractors in the imaging section.Common imaging gathers(CIGs)in the dip domain are extracted by Gaussian beam migration.In accordance with the geometric differences of the diffraction being quasilinear and the reflection being quasiparabolic in the dip-domain CIGs,we use slope analysis technique to filter waves and use Hanning window function to improve the diffraction wave separation level.The diffraction dip-domain CIGs are stacked horizontally to obtain diffraction imaging results.Wavefield separation analysis and numerical modeling results show that the slope analysis method,together with Hanning window filtering,can better suppress noise to obtain the diffraction dip-domain CIGs,thereby improving the clarity of the diffractors in the diffraction imaging section. 展开更多
关键词 dip domain wavefield separation diffraction imaging
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Diffraction separation and imaging based on double sparse transforms 被引量:2
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作者 Xue Chen Jing-Jie Cao +2 位作者 He-Long Yang Shao-Jian Shi Yong-Shuai Guo 《Petroleum Science》 SCIE CAS CSCD 2022年第2期534-542,共9页
Reflection imaging results generally reveal large-scale continuous geological information,and it is difficult to identify small-scale geological bodies such as breakpoints,pinch points,small fault blocks,caves,and fra... Reflection imaging results generally reveal large-scale continuous geological information,and it is difficult to identify small-scale geological bodies such as breakpoints,pinch points,small fault blocks,caves,and fractures,etc.Diffraction imaging is an important method to identify small-scale geological bodies and it has higher resolution than reflection imaging.In the common-offset domain,reflections are mostly expressed as smooth linear events,whereas diffractions are characterized by hyperbolic events.This paper proposes a diffraction extraction method based on double sparse transforms.The linear events can be sparsely expressed by the high-resolution linear Radon transform,and the curved events can be sparsely expressed by the Curvelet transform.A sparse inversion model is built and the alternating direction method is used to solve the inversion model.Simulation data and field data experimental results proved that the diffractions extraction method based on double sparse transforms can effectively improve the imaging quality of faults and other small-scale geological bodies. 展开更多
关键词 Diffraction separation Common-offset domain Diffraction imaging High-resolution linear Radon transform Curvelet transform Sparse inversion
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Adaptive Tracking Control for Diffractive Film Based on Nonlinear Sliding Mode
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作者 MA Songjing SONG Xiangshuai +2 位作者 LI Jun SUN Yuqi WANG Yuyao 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2022年第6期696-706,共11页
A nonlinear sliding mode adaptive controller for a thin-film diffractive imaging system is designed to achieve accurate pointing direction over the attitude of subarrays in large-diameter mirror arrays.The kinematics ... A nonlinear sliding mode adaptive controller for a thin-film diffractive imaging system is designed to achieve accurate pointing direction over the attitude of subarrays in large-diameter mirror arrays.The kinematics and dynamics equations based on error quaternion and angular velocity are derived,and a diffractive thin-film sub-mirror array controller is designed to point precisely.Moreover,the global stability of the controller is proved by the Lyapunov method.Since the controller can adaptively identify the inertia matrix of each sub-mirror system,it is robust to bounded disturbances and changes in inertia parameters.At the same time,the continuous arctangent function is introduced,which is effectively anti-chattering.The simulation results show that the designed controller can ensure the accurate tracking of the diffractive film in each sub-mirror in the presence of rotational inertia matrix uncertainty and various disturbances. 展开更多
关键词 attitude tracking sliding mode control diffraction imaging optical imaging system Lyapunov function
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Three-dimensional coherent diffraction imaging of Mie-scattering spheres by laser single-orientation measurement
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作者 张剑 范家东 +3 位作者 张建华 孙智斌 黄庆捷 江怀东 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第9期11-15,共5页
Three-dimensional imaging with single orientation is a potential and novel technique. We successfully demonstrate that three-dimensional(3D) structure can be determined by a single orientation diffraction measuremen... Three-dimensional imaging with single orientation is a potential and novel technique. We successfully demonstrate that three-dimensional(3D) structure can be determined by a single orientation diffraction measurement for a phase object of double-layer Mie-scattering silica spheres on a Si3N4 membrane. Coherent diffraction pattern at high numerical aperture was acquired with an optical laser, and the oversampled pattern was projected from a planar detector onto the Ewald sphere.The double-layered spheres are reconstructed from the spherical diffraction pattern and a 2D curvature-corrected pattern,which improve convergence speed and stability of reconstruction. 展开更多
关键词 coherent diffraction imaging phase retrieval LASER
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Pushing the resolution limit of coherent diffractive imaging
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作者 Li Liu Jinxiang Du +4 位作者 Bailin Zhuang Ming Gong Jiamin Liu Honggang Gu Shiyuan Liu 《Light: Science & Applications》 2025年第10期3139-3149,共11页
Coherent diffractive imaging(CDI),with its lensless geometry and theoretically perfect transfer function,is considered as one of the most promising paradigms to achieve the Abbe resolution limit.However,recent advance... Coherent diffractive imaging(CDI),with its lensless geometry and theoretically perfect transfer function,is considered as one of the most promising paradigms to achieve the Abbe resolution limit.However,recent advances on pushing the resolution limit in high-numerical-aperture(NA)CDIs has thus far been challenging.Here,we report a nearly 0.9NA CDI with an optimized imaging factor(k=0.501),pushing the Abbe resolution diffraction limit for the first time in ultra-high-NA scenarios.Leveraging this the ultra-high NA and the Abbe-limit k-factor,we demonstrate a record-high imaging resolution of 0.57λfor CDIs.Our approach builds upon a novel computational framework termed‘rigorous Fraunhofer diffraction’that eliminates the Ewald sphere effect in CDIs,particularly for high NAs.Our framework transforms the general challenge of high-NA,resolution-limited CDIs from relying on approximate and complicated geometric corrections to a solvable problem through rigorous model-based computation. 展开更多
关键词 abbe resolution diffraction limit achieve abbe resolution limithoweverrecent resolution limit coherent diffractive imaging Abbe resolution limit Ewald sphere effect coherent diffractive imaging cdi rigorous Fraunhofer diffraction
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Lensless diffractive imaging with ultra-broadbandtable-top sources: from infrared to extreme-ultravioletwavelengths 被引量:9
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作者 Stefan Witte Vasco T Tenner +1 位作者 Daniel WE Noom Kjeld SE Eikema 《Light: Science & Applications》 SCIE EI CAS 2014年第1期274-281,共8页
Lensless imaging is an approach to microscopy in which a high-resolution image of an object is reconstructed from one or more measured diffraction patterns,providing a solution in situations where the use of imaging o... Lensless imaging is an approach to microscopy in which a high-resolution image of an object is reconstructed from one or more measured diffraction patterns,providing a solution in situations where the use of imaging optics is not possible.However,current lensless imaging methods are typically limited by the need for a light source with a narrow,stable and accurately known spectrum.We have developed a general approach to lensless imaging without spectral bandwidth limitations or sample requirements.We use two time-delayed coherent light pulses and show that scanning the pulse-to-pulse time delay allows the reconstruction of diffraction-limited images for all the spectral components in the pulse.In addition,we introduce an iterative phase retrieval algorithm that uses these spectrally resolved Fresnel diffraction patterns to obtain high-resolution images of complex extended objects.We demonstrate this two-pulse imaging method with octave-spanning visible light sources,in both transmission and reflection geometries,and with broadband extreme-ultraviolet radiation from a high-harmonic generation source.Our approach enables effective use of low-flux ultra-broadband sources,such as table-top high-harmonic generation systems,for high-resolution imaging. 展开更多
关键词 coherent diffractive imaging extreme ultraviolet Fourier transform spectroscopy high-harmonic generation lensless imaging
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Rietveld quantification of γ-C_2S conversion rate supported by synchrotron X-ray diffraction images 被引量:4
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作者 Pi-qi ZHAO Xian-ping LIU +1 位作者 Jian-guo WU Pei-ming WANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2013年第11期815-821,共7页
The pure γ-Ca2SiO4 (]t-C2S) phase was prepared at 1623 K of calcining temperature, 10 h of holding time and furnace cooling. The 13-C2S phase was obtained through γ-C2S conversion with the following calcination sy... The pure γ-Ca2SiO4 (]t-C2S) phase was prepared at 1623 K of calcining temperature, 10 h of holding time and furnace cooling. The 13-C2S phase was obtained through γ-C2S conversion with the following calcination system which was adopted at 1473 K of calcining temperature, 1 h of holding time and then water-cooling. The conversion rate of γ-C2S was studied by the Rietveld quantitative laboratory X-ray powder diffraction supported by synchrotron X-ray diffraction images. The refinement results show that the final conversion rate of γ-C2S is higher than 92%. The absolute error of the γ-C2S conversion rate between two Rietveld refinements (sample with or without α-Al2O3) is 3.6%, which shows that the Rietveld quantitative X-ray diffraction analysis is an appropriate and accurate method to quantify the γ-C2S conversion rate. 展开更多
关键词 β-C28 γ-C28 Rietveld quantification Synchrotron X-ray diffraction image
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Influence of the illumination coherency and illumination aperture on the ptychographic iterative microscopy 被引量:3
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作者 刘诚 朱健强 John Rodenburg 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第2期137-141,共5页
While ptychography is an algorithm based on coherent illumination,satisfactory reconstructions can still be generated in most experiments,even though the radiation sources that are used are not ideally coherent.The un... While ptychography is an algorithm based on coherent illumination,satisfactory reconstructions can still be generated in most experiments,even though the radiation sources that are used are not ideally coherent.The underlying physics of this phenomenon is that the diffraction patterns of partially coherent illumination can be treated as those of purely coherent illumination by altering the intensities of the diffracted beams relative to their real values.On the other hand,due to the inconsistency in the altering interference among all the diffraction beams,noise/distortion is always involved in the reconstructed images.Furthermore,for a weak object,the noise/distortion in the reconstruction can be mostly reduced by using a highly curved beam for illumination in the data recording and forcing the dark field diffraction to be zero in the reconstruction. 展开更多
关键词 coherent diffraction imaging partial coherence phase retrieval
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Noniterative spatially partially coherent diffractive imaging using pinhole array mask 被引量:4
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作者 Xingyuan Lu Yifeng Shao +5 位作者 Chengliang Zhao Sander Konijnenberg Xinlei Zhu Ying Tang Yangjian Cai HPaul Urbach 《Advanced Photonics》 EI CSCD 2019年第1期84-91,共8页
We propose and experimentally demonstrate a noniterative diffractive imaging method for reconstructing the complex-valued transmission function of an object illuminated by spatially partially coherent light from the f... We propose and experimentally demonstrate a noniterative diffractive imaging method for reconstructing the complex-valued transmission function of an object illuminated by spatially partially coherent light from the far-field diffraction pattern.Our method is based on a pinhole array mask,which is specially designed such that the correlation function in the mask plane can be obtained directly by inverse Fourier transforming the diffraction pattern.Compared to the traditional iterative diffractive imaging methods using spatially partially coherent illumination,our method is noniterative and robust to the degradation of the spatial coherence of the illumination.In addition to diffractive imaging,the proposed method can also be applied to spatial coherence property characterization,e.g.,free-space optical communication and optical coherence singularity measurement. 展开更多
关键词 partial coherence coherent diffractive imaging noniterative method pinhole array mask
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Image Analysis in Microbiology: A Review 被引量:1
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作者 Evgeny Puchkov 《Journal of Computer and Communications》 2016年第15期8-32,共26页
This review is focused on using computer image analysis as a means of objective and quantitative characterizing optical images of the macroscopic (e.g. microbial colonies) and the microscopic (e.g. single cell) object... This review is focused on using computer image analysis as a means of objective and quantitative characterizing optical images of the macroscopic (e.g. microbial colonies) and the microscopic (e.g. single cell) objects in the microbiological research. This is the way of making many visual inspection assays more objective and less time and labor consuming. Also, it can provide new visually inaccessible information on relation between some optical parameters and various biological features of the microbial cul-tures. Of special interest is application of image analysis in fluorescence microscopy as it opens new ways of using fluorescence based methodology for single microbial cell studies. Examples of using image analysis in the studies of both the macroscopic and the microscopic microbiological objects obtained by various imaging techniques are presented and discussed. 展开更多
关键词 Computer Image Analysis Microorganisms VIABILITY Yeast Bacteria Fungi Colony Counter Microbial Identification Multispectral imaging Hyperspectral imaging Diffraction Pattern imaging Scatter Pattern imaging Multifractal Analysis Support Vector Machines Principal Component Analysis Linear Discriminant Analysi IMAGEJ Matlab Fluorescence Microscopy Microfluorimetry Green Fluorescent Protein (GFP)
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Application of a spore detection system based on diffraction imaging to tomato gray mold
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作者 Yafei Wang Qiang Shi +6 位作者 Shanjian Ren Tiezhu Li Ning Yang Xiaodong Zhang Guoxin Ma Mohamed Farag Taha Hanping Mao 《International Journal of Agricultural and Biological Engineering》 2024年第6期212-217,共6页
This study addresses the challenge posed by the small spore size of tomato gray mold,which hinders its identification and enumeration by conventional techniques.This work presents a novel approach for quantifying spor... This study addresses the challenge posed by the small spore size of tomato gray mold,which hinders its identification and enumeration by conventional techniques.This work presents a novel approach for quantifying spore counts of tomato gray mold using diffraction imaging technology and image processing techniques.To construct a device for acquiring diffraction images of tomato gray mold spores,initially,the hyperspectral data pertaining to the gray mold spores of tomatoes was obtained.The characteristic wavelength of the light source of the diffraction image acquisition device was obtained by smoothing,principal component analysis,and comprehensive coefficient weight calculation.Then,the key parameters of the system were simulated,and the diffraction image acquisition device was built.Finally,tomato gray mold spores were counted based on angular spectrum reconstruction and image processing.The findings indicated that the combined contribution rate of the initial and secondary principal components of the original spectral data obtained from tomato gray mold spore samples amounted to 92.271%.The visible range of 435 nm,475 nm,and 720 nm can be selected as the light source for tomato gray mold’s spore diffraction imaging system.CMOS image sensor was installed 45 mm below the micropore with a diameter of 100μm,and the diffraction image obtained by simulation has a clear diffraction fingerprint.The diffraction imaging system can collect diffraction images of disease spores,and the collected diffraction images have clear diffraction fingerprints.The experimental error range was 5.13%-8.57%,and the average error was 6.42%.The error was within a 95%consistency.Therefore,this study can provide a research basis for the classification and recognition of greenhouse disease spores. 展开更多
关键词 GREENHOUSE tomato gray mold spore detection diffraction imaging image processing
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OBTAINING AND PR0CESSING OF DIFFRACTION ANDBACKSCATTERING IMAGE OF POLYDISPERSE RED BLOOD CELL
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《Chinese Journal of Biomedical Engineering(English Edition)》 1999年第4期96-97,共2页
关键词 PR OBTAINING AND PR0CESSING OF DIFFRACTION ANDBACKSCATTERING IMAGE OF POLYDISPERSE RED BLOOD CELL
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Serial coherent diffraction imaging of dynamic samples based on inter-frame continuity
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作者 Pengju Sheng Fucai Zhang 《Light: Science & Applications》 2025年第8期2350-2359,共10页
Coherent diffraction imaging(CDI)provides lens-free imaging with diffraction-limited resolution and has become an important imaging modality at synchrotron facilities worldwide.The performance of current CDI approache... Coherent diffraction imaging(CDI)provides lens-free imaging with diffraction-limited resolution and has become an important imaging modality at synchrotron facilities worldwide.The performance of current CDI approaches remains limited,particularly in their ability to handle dynamic samples or achieve consistent high-quality reconstructions.Here,we propose a novel coherent imaging approach for dynamic samples,which exploits the inter-frame continuity of the sample’s local structures as an additional constraint in phasing a sequence of diffraction patterns.Our algorithm incorporates an adaptive similarity determination procedure,eliminating the requirement for invariant regions in the sample and ensuring broad applicability to diverse sample types.We demonstrated the feasibility of this technique through experiments on various dynamic samples,achieving high-fidelity reconstructions within a few hundred iterations.With the same simple setup as conventional CDI,high image quality,and the ability to separate the sample transmission from its illumination probe,our method has the potential to significantly advance X-ray imaging and electron microscopy techniques for dynamic sample analysis. 展开更多
关键词 adaptive similarity determination coherent diffraction imaging cdi provides imaging modality inter frame continuity synchrotron facilities coherent imaging approach coherent diffraction imaging PHASING
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Single-shot common-path encoded coherent diffraction imaging with OAM multiplexing
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作者 MINGLI SUN YINGMING XU +5 位作者 YUANYUAN LIU CHIYE LI BIJUN XU XIAOGANG WANG JUNHUI SHI QIWEN ZHAN 《Photonics Research》 2025年第6期1620-1630,共11页
Single-shot multi-frame phase imaging plays an important role in detecting continuous extreme physical phenomena,particularly suitable for measuring the density of media with non-repeatable changes and uncertainties.H... Single-shot multi-frame phase imaging plays an important role in detecting continuous extreme physical phenomena,particularly suitable for measuring the density of media with non-repeatable changes and uncertainties.However,traditional single-pattern multiplexed imaging faces challenges in retrieving amplitude and phase information of multiple frames without sacrificing spatial resolution and phase accuracy。 展开更多
关键词 detecting continuous extreme physical phenomenaparticularly retrieving amplitude phase information oam multiplexing common path encoding measuring density media single shot imaging spatial resolution coherent diffraction imaging
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Single-frame multiwavelength coherent diffraction imaging using extreme ultraviolet high-harmonic comb sources
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作者 Huixiang Lin Jin Niu +6 位作者 Kui Li Pengju Sheng Angyi Lin Jianfeng You Jie Li Xiaoshi Zhang Fucai Zhang 《Chinese Optics Letters》 2025年第4期9-13,共5页
Coherent diffraction imaging(CDI)enables diffraction-limited high-resolution imaging without using high-quality lenses.It will be desirable to combine it with multiple spectral light sources to achieve chemically reso... Coherent diffraction imaging(CDI)enables diffraction-limited high-resolution imaging without using high-quality lenses.It will be desirable to combine it with multiple spectral light sources to achieve chemically resolved imaging capability.Here,we demonstrate a single-frame multiwavelength CDI approach that can provide complex transmittance images of a sample at multiple wavelengths.The superior performance of our method in terms of rapid convergence and improved image quality over current methods has been validated through high-harmonic extreme ultraviolet experiments.The feasibility of our method for single-frame chemical imaging is also demonstrated by the simulation.This work can pave the way for implementing in situ chemical imaging with tabletop high-harmonic generation extreme ultraviolet sources. 展开更多
关键词 coherent diffraction imaging high-harmonic generation extreme ultraviolet multiwavelength imaging iterative projection algorithm
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Experimental parameter error compensation in deep-learning-based coherent diffraction imaging
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作者 Shihong Huang Yanxu Yang Zizhong Liu 《Chinese Optics Letters》 2025年第7期23-32,共10页
The integration of deep learning into computational imaging has driven substantial advancements in coherent diffraction imaging(CDI).While physics-driven neural networks have emerged as a promising approach through th... The integration of deep learning into computational imaging has driven substantial advancements in coherent diffraction imaging(CDI).While physics-driven neural networks have emerged as a promising approach through their unsupervised learning paradigm,their practical implementation faces critical challenges:measurement uncertainties in physical parameters(e.g.,the propagation distance and the size of sample area)severely degrade reconstruction quality.To overcome this limitation,we propose a deep-learning-enabled spatial sample interval optimization framework that synergizes physical models with neural network adaptability.Our method embeds spatial sample intervals as trainable parameters within a PhysenNet architecture coupled with Fresnel diffraction physics,enabling simultaneous image reconstruction and system parameter calibration.Experimental validation demonstrates robust performance with structural similarity(SSIM)values consistently maintained at 0.6 across diffraction distances spanning of 10-200 mm,using a 1024×1024 region of interest(ROI)from a 1624×1440 CCD(pixel size:4.5μm)under 632.8 nm illumination.This framework has excellent fault tolerance,that is,it can still maintain high-quality image restoration even when the propagation distance measurement error is large.Compared to conventional iterative reconstruction algorithms,this approach can transform fixed parameters into learnable parameters,making almost all image restoration experiments easier to implement,enhancing system robustness against experimental uncertainties.This work establishes,to our knowledge,a new paradigm for adaptive diffraction imaging systems capable of operating in complex real scenarios. 展开更多
关键词 diffraction imaging parameter error compensation PhysenNet
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An ART iterative reconstruction algorithm for computed tomography of diffraction enhanced imaging 被引量:4
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作者 王振天 张丽 +4 位作者 黄志峰 康克军 陈志强 方侨光 朱佩平 《Chinese Physics C》 SCIE CAS CSCD 2009年第11期975-980,共6页
X-ray diffraction enhanced imaging (DEI) has extremely high sensitivity for weakly absorbing low- Z samples in medical and biological fields. In this paper, we propose an Algebra Reconstruction Technique (ART) ite... X-ray diffraction enhanced imaging (DEI) has extremely high sensitivity for weakly absorbing low- Z samples in medical and biological fields. In this paper, we propose an Algebra Reconstruction Technique (ART) iterative reconstruction algorithm for computed tomography of diffraction enhanced imaging (DEI-CT). An Ordered Subsets (OS) technique is used to accelerate the ART reconstruction. Few-view reconstruction is also studied, and a partial differential equation (PDE) type filter which has the ability of edge-preserving and denoising is used to improve the image quality and eliminate the artifacts. The proposed algorithm is validated with both the numerical simulations and the experiment at the Beijing synchrotron radiation facility (BSRF). 展开更多
关键词 diffraction enhanced imaging algebra reconstruction technique phase contrast imaging
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