• Dynamic stress fields significantly increase rheological strain in sandstone compared to creep conditions.
• Rheological tests alter pore structure, decreasing small pores and increasing medium-sized pores, forming new seepage channels.
• High initial rheological stress reduces sandstone permeability by accelerating fracture compression and closure of seepage channels.
• A novel rock rheological constitutive model incorporating dynamic stress and seepage fields was developed and validated through numerical simulations.
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