: He investigates how e-commerce adoption impacts selling prices for apple farmers, finding that digital platforms increase market flexibility and benefit smaller, less-educated rural households significantly.
: His research includes the ED-DenseNet model, which enhances deep feature extraction through multi-branch structures and ECA attention mechanisms, achieving a 97.82% recognition accuracy in gas-liquid flow patterns. Tianjun Liu - Chines..
A "deep feature" look into his methodology reveals a sophisticated use of and Lightweight Deep Learning algorithms to solve real-world industrial and agricultural problems: : He investigates how e-commerce adoption impacts selling
Tianjun Liu, associated with Northwest A&F University , specializes in the intersection of traditional agricultural production and modern digital factor markets. associated with Northwest A&F University