博士后研究员 | 中国农业大学 Postdoc Researcher | China Agricultural University

田琪 Qi Tian

农业生态系统建模 · 遥感 · 深度学习 · 表型组学 Agroecosystem Modeling · Remote Sensing · Deep Learning · Phenomics

14+

Publications

First Author

2025

PhD Graduated

Crop Modeling Remote Sensing Deep Learning Phenotyping

Email GitHub

关于我 About Me

我于2025年获得西北农林科技大学博士学位，现为中国农业大学博士后研究员，合作导师为王喜庆教授。我的研究聚焦于农业生态系统与作物模型、遥感与GIS、计算机视觉与图像处理（表型组学）、以及机器学习与数据科学的交叉领域。我擅长使用Python和R进行数据分析和模型开发。

I received my PhD from Northwest A&F University in 2025 and am currently a postdoctoral researcher at China Agricultural University, working with Prof. Wang Xiqing. My research focuses on the intersection of agricultural ecosystems & crop modeling, remote sensing & GIS, computer vision & image processing (phenotyping), and machine learning & data science. I am proficient in Python and R for data analysis and model development.

教育经历 Education

博士后研究员 Postdoctoral Researcher

2025 - Present

China Agricultural University (中国农业大学)

College of Biological Sciences (生物学院)

Supervisor: 王喜庆教授 (Prof. Wang Xiqing)

博士 (2019-2025) Ph.D. (2019-2025)

2019 - 2025

Northwest A&F University (西北农林科技大学)

College of Natural Resources & Environment (资源环境学院)

Supervisors: 于强研究员 (Prof. Yu Qiang)、赵刚研究员 (Prof. Zhao Gang)

硕士 (保送) M.Sc. (Recommended)

2019 - 2022

Northwest A&F University (西北农林科技大学)

Supervisor: 岳超研究员 (Prof. Yue Chao)

Developed forest fire spread algorithm (开发了森林火线扩散算法)

本科 (2015-2019) B.Eng. (2015-2019)

2015 - 2019

Northwest A&F University (西北农林科技大学)

College of Natural Resources & Environment / Innovation Experimental College (资源环境学院 / 创新实验学院)

Supervisor: 朱求安教授 (Prof. Zhu Qiuan)

研究方向 Research Interests

Agriculture Ecosystem

农业生态系统

Crop Modeling | APSIM | DSSAT

Remote Sensing

遥感与GIS

Google Earth Engine | UAV

Computer Vision

计算机视觉

Phenotyping | Object Detection

Machine Learning

机器学习

Deep Learning | PyTorch | LLM

发表论文 Publications

* Click titles to view source | * Corresponding author

2025 Atmosphere

The Forecasting Yield of Highland Barley and Wheat by Combining a Crop Model with Different Weather Fusion Methods in the Study of the Northeastern Tibetan Plateau

Peng Li; Liang He; Xuetong Wang; Mengfan Zhao; Fan Li; Ning Jin; Ning Yao; Chao Chen; Qi Tian; Bin Chen; Gang Zhao; Qiang Yu*

2025 Computers and Electronics in Agriculture

CDIP-ChatGLM3: A dual-model approach integrating computer vision and language modeling for crop disease identification and prescription

Changqing Yan; Zeyun Liang; Han Cheng; Shuyang Li; Guangpeng Yang; Zhiwei Li; Ling Yin; Junjie Qu; Jing Wang; Genghong Wu; Qi Tian; Qiang Yu; Gang Zhao*

2025 Earth System Science Data

Spatially adaptive estimation of multi-layer soil temperature at a daily time-step across China during 2010–2020

Xuetong Wang; Liang He*; Peng Li; Jiageng Ma; Yu Shi; Qi Tian; Gang Zhao; Jianqiang He; Hao Feng; Hao Shi*; Qiang Yu*

2025 Agricultural and Forest Meteorology

Climate-driven shifts in suitable areas of Alternaria leaf blotch (Alternaria mali Roberts) on apples: Projections and uncertainty analysis in China

Bin Chen; Gang Zhao*; Qi Tian; Linjia Yao; Genghong Wu; Jing Wang; Qiang Yu*

2024 Habitat International

Impacts of "One Household One Plot" and "One Village Group One Plot" fragmentation consolidation models on cultivated land use transition from perspective of human-land system

Wenhao Niu; Lan Luo; Yu Shi; Chaoqing Chai; Haoyang Wang; Qi Tian; Yaya Jin; Xiangbin Kong; Qiang Yu; Lisuo Ren; Bangbang Zhang*

2024 Agricultural and Forest Meteorology

Performance of nine maize phenology models in China under historical climate change conditions

Xiaofeng Kang; Dingrong Wu*; Jiaojiao Tan; Peijuan Wang; Yuping Ma; Jianying Yang; Chunyi Wang; Zhiguo Huo; Qi Tian; Qiang Yu

2024 Plant Phenomics

AFM-YOLOv8s: An Accurate, Fast, and Highly Robust Model for Detection of Sporangia of Plasmopara viticola with Various Morphological Variants

Changqing Yan; Zeyun Liang; Lin Yin; Shumei Wei; Qi Tian; Ying Li; Han Cheng; Jiandong Liu; Qiang Yu; Gang Zhao*; Junjie Qu*

2024 Agricultural and Forest Meteorology

Overcoming mechanistic limitations of process-based phenological models: A data clustering method for large-scale applications

Jiaojiao Tan; Gang Zhao*; Qi Tian; Lei Zheng; Xiaofeng Kang; Qinsi He; Yu Shi; Bin Chen; Dingrong Wu; Ning Yao; Liang He; Amit Kumar Srivastava; Yi Li; Jianqiang He; Hao Feng; Qiang Yu*

2024 First Author Pest Management Science

Enhancing practicality of deep learning for crop disease identification under field conditions: insights from model evaluation and crop-specific approaches

Qi Tian; Gang Zhao*; Changqing Yan; Linjia Yao; Junjie Qu; Lin Yin; Hao Feng; Ning Yao; Qiang Yu*

2024 Remote Sensing

Monitoring of Cropland Abandonment and Land Reclamation in the Farming-Pastoral Zone of Northern China

Junzhi Ye; Yunfeng Hu*; Zhiming Feng; Lin Zhen; Yu Shi; Qi Tian; Yunzhi Zhang

2023 Global Ecology and Biogeography

The climate driven distribution and response to global change of soil-borne pathogens in agroecosystems

Ziheng Peng; Yu Liu; Jiejun Qi; Hang Gao; Xiaomeng Li; Qi Tian; Xun Qian; Gehong Wei*; Shuo Jiao*

2023 Forest Ecology and Management

Spatiotemporal patterns of fire-driven forest mortality in China

Jie Zhao; Jiaming Wang; Yifan Meng; Ziqiang Du; Hui Ma; Linghua Qiu; Qi Tian; Liang Wang; Mengyang Xu; Hongfei Zhao; Chao Yue*

2022 Agricultural Systems

Identifying effective agricultural management practices for climate change adaptation and mitigation: A win-win strategy in South-Eastern Australia

Qinsi He; De Li Liu; Bin Wang; Linchao Li; Annette Cowie; Aaron Simmons; Hongxu Zhou; Qi Tian; Sien Li; Yi Li; Ke Liu; Haoliang Yan; Matthew Tom Harrison; Puyu Feng; Cathy Waters; Guangdi D.Li; Peter de Voil; Qiang Yu*

2021 JGR: Atmospheres

Fire Regime Impacts on Postfire Diurnal Land Surface Temperature Change Over North American Boreal Forest

Jie Zhao; Liang Wang; Xin Hou; Guangyao Li; Qi Tian; Eme Chan; Philippe Ciais; Qiang Yu; Chao Yue*

技术技能 Technical Skills

Programming

Python R MATLAB Git Linux/SSH

Modeling & ML

APSIM DSSAT PyTorch TensorFlow YOLO LLM

Remote Sensing

Google Earth Engine QGIS ArcGIS ENVI GDAL

联系方式 Contact

[email protected]

Institution

China Agricultural University

College of Biological Sciences

Location

Beijing, China

Lab

Crop Functional Genomics

Prof. Wang Xiqing's Group

Last Update: March 2025