Provided are a low-molecular-weight fucosylated glycosaminoglycan derivative (derivative of Low molecular weight Fucosylated Glycosaminoglycan, dLFG) having anticoagulant activity, a preparation method thereof, a pharmaceutical composition comprising dLFG or a pharmaceutically acceptable salt thereof, and the useof dLFG and pharmaceutical composition thereof in preparing medicine for treating thrombotic diseases.