• Biomass-derived porous carbons (BDPCs) offer tunable pore structures, environmental friendliness, and cost-effectiveness, making them promising electrode materials for energy storage systems.
• A balanced distribution of micropores, mesopores, and macropores is critical for optimizing electrochemical performance in BDPCs.
• The intrinsic components of biomass precursors (lignin, cellulose, hemicellulose) significantly influence pore formation during carbonization, enabling tailored pore structures.
• Future research directions include establishing a biomass intrinsic structure database and employing machine learning-assisted pore structure engineering to design high-performance carbon materials.
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