Development of sludge-based quantum dots for nitrate–nitrogen detection in agricultural drainage

Sludge-derived N,S-co-doped carbon quantum dots enable rapid fluorescence detection of nitrate–nitrogen in agricultural drainage, coupling sludge valorization with practical water-quality monitoring.