• Comprehensive review of robotic peg-in-hole assembly, covering system composition, operational theory, and compliance strategies.
• Identifies limitations of traditional position-based control and the need for flexible and intelligent assembly approaches.
• Analyzes passive, active, and intelligent compliant assembly methods, highlighting their respective strengths and challenges.
• Outlines future research directions, emphasizing cross-modal perception fusion and robustness in dynamic environments.