Smart Agriculture Open Access Editor-in-Chief: ZHAO Chunjiang
Home Smart Agriculture All Issues Volume 8 Issue 2
Volume 8 Issue 2, March 2026
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PP. 1-278
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19 articles
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Topic--Multi-source Remote Sensing Driven Digital Agriculture Innovation and Practice
Earth Observation-Driven Digital (Smart) Agriculture: Research Frontiers and Application Cases
Bingfang Wu, Hui Ma, Miao Zhang, [...], Qingcheng Pan, Xiang Zhang, Shuisen Chen, Bingwen Qiu, Xingang Xu, Jianhong Liu, Jinlong Fan, Jianxi Huang, Jiale Jiang, Changchui He << Fewer
Published: 01 March 2026
2026, 8(2): 1-17
High Spatiotemporal Resolution Remote Sensing for Precision Agricultural Disaster Early Warning: Progress, Bottlenecks, and Integrative Pathways
Xiaobin Xu, Hongchun Zhu, Feng Li, [...], Wei He, Jiaming Yang, Zhenhai Li << Fewer
Published: 01 March 2026
2026, 8(2): 18-34
Lodging Region Detection Method in Flax Based on Lightweight Improved YOLOv11n-seg Model
Yujie Su, Yue Li, Linjing Wei, [...], Bing Wu, Linhai Guo, Bin Yan, Hui Zhou, Yuhong Gao, Lianghe Kang, Huan Liu, Shunchang Su << Fewer
Published: 01 March 2026
2026, 8(2): 35-47
Optimal Sampling Strategy for Soil Organic Matter Based on Hippopotamus Optimization Algorithm and Machine Learning
Zhenxiang Lian, Xufeng Fei, Zhouqiao Ren
Published: 01 March 2026
2026, 8(2): 48-58
YOLOv8n-SSND: An Improved Lightweight Model for Aerial Chenopodium Chenopodium quinoa Willd. Spike Target
Tingting Wu, Junrui Guo, Qiujie Tao, [...], Shihua Chen, Shanli Guo << Fewer
Published: 01 March 2026
2026, 8(2): 59-71
Geographically Weighted Random Forest for County-scale Digital Mapping of Soil Organic Matter: A Case Study in the Central Shandong Mountains
Shulin Zhang, Liqin Cui, Jian Liu, [...], Canting Zhang, Hongjia Wang, Tingting Zhang, Ailing Wang << Fewer
Published: 01 March 2026
2026, 8(2): 72-85
A Bi-LSTM Prediction Method for Apple First Flowering Date Based on Enhanced Time-Series Temperature Features
Enqi Liu, Miao Liu, Tuo Wang, [...], Yaohui Zhu, Riqiang Chen, Bo Xu, Meiling Gao, Jing Zhang, Yun Yang, Guijun Yang << Fewer
Published: 01 March 2026
2026, 8(2): 86-97
CAGE-YOLO: A Dense Small Object Detection Model for Aquaculture Net Cages Based on Remote Sensing Images
Wenbo Zhang, Yijue Jiang, Wei Song, [...], Qi He, Wenbo Zhang << Fewer
Published: 01 March 2026
2026, 8(2): 98-117
Cross-Modal Attention for Multi-Source Remote Sensing Crop Classification under Cloud Occlusion and Complex Field Scenarios
Chenxu Wu, Haolong Zuo, Gang Li
Published: 01 March 2026
2026, 8(2): 118-132
Information Processing and Decision Making
An Improved YOLOv10-Based Tomato Ripeness Detection Algorithm with LAMP Channel Pruning
Licheng Zhao, Xinyu Lu, Qian Wu, [...], Ni Ren, Lingli Zhou, Yawen Cheng, Anqi Hu, Chao Qi << Fewer
Published: 01 March 2026
2026, 8(2): 133-146
A Lightweight Method for Pear Surface Defect Detection Based on Improved Mamba-YOLO Architecture
Xianchao Xiu, Shiqi Fei, Wenqian Huang, [...], Nan Li, Zhonghua Miao << Fewer
Published: 01 March 2026
2026, 8(2): 147-157
CD-YOLO: A Method for Detecting Carrot Seedlings in Field Based on Improved YOLOv11s
Haoran Liu, Yu Wang, Xueguan Zhao, [...], Huarui Wu, Hao Fu, Shujie Pang, Changyuan Zhai << Fewer
Published: 01 March 2026
2026, 8(2): 158-174
Field Maize Yield Prediction Model Based on Causal Inference and Machine Learningin Agricultural Fields
Yi Wang, Xitong Cui, Chen Wang, [...], Baowei Xiong, Guomin Shao, Wanying Wang, Pei Cao, Wenting Han << Fewer
Published: 01 March 2026
2026, 8(2): 175-187
CGG-Based Segmentation and Counting of Densely Distributed Rice Seeds in Seedling Trays
Meng Ouyang, Rong Zou, Jin Chen, [...], Yaoming Li, Yuhang Chen, Hao Yan << Fewer
Published: 01 March 2026
2026, 8(2): 188-199
Intelligent Equipment and System
DEMA-3D TSP: An Enhanced Reinforcement Learning with DEMA Attention in Sequence Optimization for Safflower Picking Robot
Menghao Li, Xiaorong Wang, Zihe Liu, [...], Mengyu Duan, Zhengyang Jin << Fewer
Published: 01 March 2026
2026, 8(2): 200-219
AgriAgent: End-to-End Large Model Agent System Architecture for Agricultural Environment Control
Jiaying Qiu, Yingchang Liu, Xingjie Gao, [...], Yuan Huang, Hongyu Zhang, Fang Tian, Wanli Li, Zaiwen Feng << Fewer
Published: 01 March 2026
2026, 8(2): 220-236
Vegetable IoT Blockchain Anti Counterfeiting Traceability System Based on PQ-ECIES
Peiyang Qi, Chuanheng Sun, Changwei Tan, [...], Jun Wang, Na Luo, Bin Xing << Fewer
Published: 01 March 2026
2026, 8(2): 237-250
Path Planning Algorithm for an Eel Feeding Robotic Arm Based on Improved BI-RRT*
Mengxian Ma, Zhen Xu, Quan Yuan, [...], Wenzong Zhou, Chunyan Zhang << Fewer
Published: 01 March 2026
2026, 8(2): 251-264
Digital Economy
Key Factor Extraction Method of Agricultural User Demand Based on Large Language Models
Runteng Li, Yiqun Wang, Hongda Li, [...], Jingchen Li, Wenbai Chen << Fewer
Published: 01 March 2026
2026, 8(2): 265-278