• A multi-parameter deformation early warning model integrating deformation rate, rate increment, and tangential angle offers reliable precursors to collapse in fault-developed caverns.
• Microseismic monitoring reveals high-frequency events clustered near faults during blasting, enabling real-time stability assessment of local cavern sections.
• Combined MS monitoring and displacement measurements effectively capture the spatiotemporal evolution of collapse mechanisms in high-stress underground excavations.
• The integrated approach provides a practical reference for risk warning and stability assessment in similar fault-developed hydropower cavern projects.
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