arXiv:2410.23319eess.IV2024-10

通过模拟与敏感性分析,优化资源星-3S/3A的超分辨率成像参数。

Enhancing Image Resolution: A Simulation Study and Sensitivity Analysis of System Parameters for Resourcesat-3S/3SA

  • 采用子像素位移+多帧融合实现超分辨率重建。
  • 保持1.25米地面采样距离,跨轨与沿轨分辨率一致。
  • 适用于高精度遥感卫星系统设计与参数优化。

Resourcesat-3S/3SA是印度新一代卫星,搭载前后两个载荷,分别以-5°和26°侧视角获取立体影像,运行于632.6公里高度,具备1.25米地面采样距离(GSD)的全色波段(PAN),幅宽60公里。为兼顾幅宽与分辨率,维持2.5米瞬时几何视场(IGFOV),确保沿轨与跨轨均达1.25米分辨率。沿轨通过精确计时采样,跨轨则采用两组交错排列的像素阵列实现。信号噪声比(SNR)通过时间延迟积分(TDI)增强,使用两组五级子阵列,沿轨间距80μm,跨轨错位4μm(0.5像素)。进一步采用超分辨率(SR)技术,利用多帧低分辨率图像的子像素偏移,结合相位信息重建高分辨率影像。该方法在SPOT-5、SkySat、DubaiSat-1等任务中已成功应用。本文通过蒙特卡洛仿真研究影响分辨率的关键系统参数,敏感性分析揭示了核心影响因素,方法可推广至其他遥感任务,优化未来卫星系统的图像清晰度与分辨率。

原文摘要 · Abstract (English)

Resourcesat-3S/3SA, an upcoming Indian satellite, is designed with Aft and Fore payloads capturing stereo images at look angles of -5deg and 26deg, respectively. Operating at 632.6 km altitude, it features a panchromatic (PAN) band offering a Ground Sampling Distance (GSD) of 1.25 meters and a 60 km swath. To balance swath width and resolution, an Instantaneous Geometric Field of View (IGFOV) of 2.5 meters is maintained while ensuring a 1.25-meter GSD both along and across track. Along-track sampling is achieved through precise timing, while across-track accuracy is ensured by using two staggered pixel arrays. Signal-to-Noise Ratio (SNR) is enhanced through Time Delay and Integration (TDI), employing two five-stage subarrays spaced 80 μm apart along the track, with a 4 μm (0.5 pixel) stagger in the across-track direction to achieve 1.25-meter resolution. To further boost resolution, the satellite employs super-resolution (SR), combining multiple low-resolution captures using sub-pixel shifts to produce high-resolution images. This technique, effective when images contain aliased high-frequency details, reconstructs full-resolution imagery using phase information from multiple observations, and has been successfully applied in remote sensing missions like SPOT-5, SkySat, and DubaiSat-1. A Monte Carlo simulation explores the factors influencing the resolution in Resourcesat-3S/3SA, with sensitivity analysis highlighting key impacts. The simulation methodology is broadly applicable to other remote sensing missions, optimizing SR for enhanced image clarity and resolution in future satellite systems.

遥感成像超分辨率卫星设计参数优化

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