基于动态权重PSO算法的眼科OCT设备横向分辨率检测
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1北京化工大学信息科学与技术学院北京100029; 2中国计量科学研究院 医学与生物计量研究所北京100030;

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TH786

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国家重点研发计划项目(2016YFF0201005)


Lateral resolution detection for ophthalmic OCT equipment based on dynamic weight PSO algorithm
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1.College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China; 2.Division of Medical and Biological Measurement, National Institute of Metrology, Beijing 100030, China

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    摘要:

    眼科光学相干层析成像(OCT)设备的横向分辨率检测易受光斑噪声和干涉条纹影响,为提高横向分辨率检测精度,提出一种基于动态权重粒子群优化(DWPSO)算法的眼科OCT设备横向分辨率检测方法。通过构造动态权重因子对局部PSO算法进行改进,构建了DWPSO算法;建立了光束光强分布模型,采用DWPSO算法辨识模型参数并获得光束宽度,应用最小二乘算法拟合光束宽度得到数值孔径,用于实现眼科OCT设备横向分辨率检测。实验结果表明:DWPSO算法与其他相关算法相比较能够快速得到光束光强分布模型的全局最优解;被测眼科OCT设备在近焦点位置的横向分辨率为1821 μm,远焦点位置的横向分辨率为4991 μm,该横向分辨率检测方法使光斑噪声和干涉条纹的影响有效降低,具有较好的噪声鲁棒性。

    Abstract:

    The lateral resolution detection of ophthalmic optical coherence tomography (OCT) equipment is easily affected by the noise and interference fringes in spot image. To improve the accuracy of lateral resolution detection, an ophthalmic OCT equipment lateral resolution detection method based on dynamic weight particle swarm optimization (DWPSO) algorithm is proposed. Firstly, through constructing the dynamic weight factor, the local PSO algorithm is improved and the DWPSO algorithm is established. Then, the beam intensity distribution model is established. The DWPSO algorithm is adopted to identify the beam intensity distribution model parameters, and the beam width is obtained. Finally, the least squares algorithm is used to fit the beam width, and the numerical aperture is obtained. On this basis, the numerical aperture is used to achieve the lateral resolution detection of ophthalmic OCT equipment. The experiment results indicate that the DWPSO algorithm can quickly obtain the global optimal solution of the beam intensity distribution model compared with other algorithms. The lateral resolution of the measured ophthalmic OCT equipment is 1821 μm on close focus, and its lateral resolution is 4991 μm on far focus. The proposed lateral resolution detection method can effectively reduce the influence of noise and interference fringes in spot image, and has good noise robustness.

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付雪松,王建林,胡志雄,郭永奇,邱科鹏.基于动态权重PSO算法的眼科OCT设备横向分辨率检测[J].仪器仪表学报,2019,40(9):142-150

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  • 在线发布日期: 2020-08-20
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