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Qingzhi Liu

Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops

SCHOLARLY PAPERS

3

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140

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Scholarly Papers (3)

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1.

Comprehensive Analysis of Hyperspectral Features for Monitoring Canopy Maize Leaf Spot Disease

Number of pages: 38 Posted: 01 Feb 2024
YALI Bai, Chenwei Nie, Shuaibing Liu, Mingyue Gou, Xun Yu, Yanqin Zhu, Tiantian Jiang, Xiao Jia, Yadong Liu, Fei Nan, Bedir Tekinerdogan, Yang Song, Qingzhi Liu, Xiuliang Jin and Liming Li
Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Henan Agricultural University, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Wageningen University and Research (WUR), Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops and Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops
Downloads 107 (679,608)

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Hyperspectral features, Canopy, Unmanned aerial vehicle (UAV), Leaf spot, Reinforcement Learning

2.

A Digital Twin System with Online Learning for Autonomous Greenhouse Control

Number of pages: 32 Posted: 24 Apr 2026
Efraim P.N. Manurung, Qingzhi Liu, Xiaohan Zhou and Önder Babur
Wageningen University, Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops, Wageningen University and Research and Wageningen University and Research
Downloads 30 (1,411,822)

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Digital twin, Greenhouse climate control, Internet of Things (IoT), Hybridmodeling, Deep reinforcement learning

3.

Reinforcement Learning for Timing-Optimized Greenhouse Climate Control: Integrating Growth Prediction, Market Dynamics, and Economic Constraints

Number of pages: 13 Posted: 15 Jun 2026
Ruozhu Li and Qingzhi Liu
Wageningen University & Research and Chinese Academy of Agricultural Sciences (CAAS) - Institute of Bast Fiber Crops
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Reinforcement learning, harvest timing optimization, days-to-flowering prediction, cut flower production