• • Lignocellulosic biomass annual production exceeds 180 billion tons, underscoring its potential as a renewable carbon feedstock for aldehyde and ketone synthesis via catalytic pyrolysis.
• • Catalytic systems (metal salts, metal oxides, carbon-based) regulate key reactions—dehydration, decarbonylation, C−O/C−C bond cleavage, and skeletal rearrangement—to steer selectivity toward target carbonyls.
• • Multicomponent synergistic effects among cellulose, hemicellulose, and lignin significantly influence aldehyde/ketone yields, necessitating feedstock-specific catalyst design.
• • Persistent challenges include unclear structure-activity relationships, inadequate active site stability, and limited product selectivity, which require advanced in situ characterization and multiscale simulation to overcome.
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