系统仿真学报 ›› 2025, Vol. 37 ›› Issue (9): 2315-2334.doi: 10.16182/j.issn1004731x.joss.24-0900

• 论文 • 上一篇    

天基空间小目标复杂场景数字成像仿真

李鹏飞1,2,3, 徐伟1,3, 朴永杰1,3, 方应红1,3, 石敦攀1,2,3   

  1. 1.中国科学院 长春光学精密机械与物理研究所,吉林 长春 130033
    2.中国科学院大学,北京 100039
    3.中国科学院 天基动态快速光学成像技术重点实验室,吉林 长春 130033
  • 收稿日期:2024-08-14 修回日期:2024-09-23 出版日期:2025-09-18 发布日期:2025-09-22
  • 通讯作者: 徐伟
  • 第一作者简介:李鹏飞(2000-),男,硕士生,研究方向为空间目标检测。

Digital Imaging Simulation of Complex Scene of Space-based Space Small Target

Li Pengfei1,2,3, Xu Wei1,3, Piao Yongjie1,3, Fang Yinghong1,3, Shi Dunpan1,2,3   

  1. 1.Changchun Institute of Optics, Fine Mechanics and Physice, Chinese Academy of Sciences, Changchun 130033, China
    2.University of Chinese Academy of Sciences, Beijing 100039, China
    3.Key Laboratory of Space-Based Dynamic & Rapid Optical Imaging Technology, Chinese Academy of Sciences, Changchun 130033, China
  • Received:2024-08-14 Revised:2024-09-23 Online:2025-09-18 Published:2025-09-22
  • Contact: Xu Wei

摘要:

针对天基空间目标检测技术研究对空间图像数据源的普遍需求,重点面向智能算法训练数据不足以及传统算法使用数据单一等问题,以生成空间小目标复杂场景下动态数字序列图像为目的,设计了一种基于天基观测平台的可见光数字成像仿真系统。提出了一种小目标成像模型,基于二维形状特征点描述法及成像解析模型,对空间目标进行数字建模及成像模拟;设计了一种背景恒星成像方法,经过视场恒星选取、成像坐标转换和亚像素级位置建模,可实现精度达±0.005像素的星点目标位置成像建模;设计了空间环境下多种光照背景的动态模型,并进行了成像噪声分析及建模,拓扑了空间目标检测图像的场景种类及鲁棒性检测的试验条件。在运动仿真算法设计中加入了目标灰度动态变化、目标曲线运动、运动拖尾以及平台抖动等成像仿真功能。仿真结果表明:该仿真系统可生成定制化的动态数字图像序列。经必要性与充分性验证评估,本数字仿真系统满足空间目标检测算法开发对多元图像数据的需求,对空间目标检测算法研究有一定使用价值。

关键词: 空间小目标, 复杂场景, 成像模型, 图像处理, 动态仿真

Abstract:

In response to the universal demand for space target detection technology research in space image data sources, this study focuses on the problems of insufficient training data for intelligent algorithms and the use of single data for traditional algorithms, with the goal of generating dynamic digital sequence images of small space targets in complex scenes. A visible light digital imaging simulation system based on a space observation platform is designed. A small target imaging model is proposed, which is based on two-dimensional shape feature point description and imaging analysis modelto carry out digital modeling and imaging simulation of space targets. A background star imaging method is designed. Through the selection of stars in the field of view, the transformation of imaging coordinates and the sub-pixel position modeling, the accuracy of the star point target position imaging modeling can reach ±0.005 pixels. The dynamic models of various light backgrounds in space environmentare designed, and the imaging noise analysis and modeling are carried out. The types of scene and the test conditions of robustness detection of space target images are topologies. The imaging simulation functions such as dynamic change of target graylevel, target curve movement, motion trailing and platform jitter are added to the design of motion simulation algorithm. The simulation results show that the simulation system can generate customized dynamic digital image sequences. After the necessity and adequacy verification and evaluation, the digital simulation system can meet the demand of multiple image data for the development of spatial object detection algorithm, and has certain practical value for the research of spatial object detection algorithm.

Key words: space small target, complex scene, imaging model, image processing, dynamic simulation

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