The invention relates to the field of
biomass catalytic pyrolysis, and particularly discloses a method for co-producing high-purity phenolic substances and recyclable high-performance
biochar through
biomass catalytic pyrolysis. And pyrolyzing the dried
biomass raw material in a pyrolyzing furnace to obtain primary carbon and volatile components. And conveying the initial
charcoal to a reaction furnace for activation modification, and optimizing
charcoal preparation parameters by virtue of a
machine learning model to obtain high-value
charcoal products such as high-performance catalysts and adsorbents. The prepared charcoal is used for carrying out directional
catalytic reforming on volatile components, and the
reaction conditions are regulated and controlled by virtue of a model, so that the content of target high-value phenolic substances is greatly increased. After use, the
biochar with reduced performance is recycled to an activation modification process and activated again, so that cyclic utilization of the
biochar is realized. According to the method, the technological process is innovatively reconstructed, parameters are regulated and controlled by means of
machine learning, recycling and cyclic utilization of the biochar are achieved, meanwhile, the high-purity phenolic substances and the high-performance biochar are co-produced, and the method has the advantages of being high in cyclic
utilization rate, excellent in preparation condition, high in co-production value, wide in applicability and the like.