To conduct deep-space exploration and high-precision Earth observation, there is an urgent need for on-orbit construction of ultra-large optical systems. Space robotics technology, with its advantages of high operational reliability and strong task extensibility, has emerged as a hot topic for such missions. In the paper, the progress and development trends in space robots for on-orbit construction are presented in a detailed review, organized around four topics: system design, on-orbit perception, motion planning, and compliant control. Ultra-large optical systems are characterized by the large scale and significant flexibility, which places higher challenges on space robotics technology: Precise switching among multiple mobility modes and multi-arm reconfiguration, distributed multimodal high-accuracy perception under harsh conditions, motion planning in confined workspaces and high-fidelity sequence verification, and compliant multi-point assembly under complex geometric interference and low-frequency vibration. Furthermore, engineering challenges and the future outlook of space robotics technology for on-orbit construction of ultra-large optical systems are summarized. This review aims to accelerate theoretical research, ground testing, and on-orbit demonstration for the construction of ultra-large optical systems.
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