刘以，1990年生，湖北黄冈人，博士，讲师，广东财经大学公共管理学院土地与房地产管理系教师。
研究方向：
主要方向为遥感技术与地理信息系统
开设课程：
《地图学》、《城市经济学》
主持（或主要参与）课题：
[1] 国家科技支撑计划项目“村镇区域空间规划与集约发展关键技术研究”(2012BAJ22B00), ,结项，主要参与人
[2] 国土资源部行业公益性项目“土地生态空间管控红线划定关键技术及示范” (201511001-2) ,结项，主要参与人
主要成果：
1.Liu, Yi, Zhou Shi, Ganlin Zhang, Yiyun Chen, Shuo Li, Yongshen Hong, Tiezhu Shi, Junjie Wang, and Yaolin Liu. Application of Spectrally Derived Soil Type as Ancillary Data to Improve the Estimation of Soil Organic Carbon by Using the Chinese Soil Vis-NIR Spectral Library. Remote Sensing, 2018, 10(11), 1747.
2. Liu, Yi, Yaolin Liu, Yiyun Chen, Yang Zhang, Tiezhu Shi, Junjie Wang, Yongsheng Hong, and Teng Fei. The Influence of Spectral Pretreatment on the Selection of Representative Calibration Samples for Soil Organic Matter Estimation Using Vis-NIR Reflectance Spectroscopy. Remote Sensing, 2019,11(4), 450.
3.刘耀林，张扬，张琰，刘以,王好峰,&刘艳芳.特大城市三线冲突空间格局与影响因素分析[J].地理科学进展,2018, 37(12):1672-1681.
4.张扬, 刘艳芳, & 刘以. (2017). 武汉市不透水地表时空格局分析.地理科学, 37(12), 1917-1924.
5.刘艳芳, 宋玉玲, 郭龙, 陈奕云, 卢延年, & 刘以. (2017). 结合高光谱信息的土壤有机碳密度地统计模型. 农业工程学报, 33(2), 183-191.
6.Jiameng Hu, Yanfang Liu, Jian Fang, Ying Jing, Yaolin Liu, Yi Liu. Characterizing Pollution-intensive Industry Transfers in China from 2007 to 2016 Using Land Use Data. Journal of Cleaner Production, 223 (2019): 424-435.
7.Hong, Yongsheng, Yaolin Liu, Yiyun Chen, Yanfang Liu, Lei Yu, Yi Liu, and Hang Cheng. Application of fractional-order derivative in the quantitative estimation of soil organic matter content through visible and near-infrared spectroscopy. Geoderma 337 (2019): 758-769.
8.Zhang, Yan, Yanfang Liu, Yang Zhang, Yi Liu, Guangxia Zhang, and Yiyun Chen. On the spatial relationship between ecosystem services and urbanization: a case study in Wuhan, China[J]. Science of the Total Environment, 2018, 637-638:780.
9.Jing, Ying, Yaolin Liu, Enxiang Cai, Liu Yi, and Yang Zhang. Quantifying the spatiality of urban leisure venues in Wuhan, Central China[J]. Sustainable cities and society, 2018(7):638-647.
10.Zhang, Yang, Yaolin Liu, Manqi Jin, Ying Jing, Yi Liu, Yanfang Liu, Wei Sun, Junqing Wei, and Yiyun Chen. Monitoring land subsidence in Wuhan (China) using SBAS-InSAR method with Radarsat-2 imagery data[J]. Sensors, 19(3), 743.
11.Hong, Yongsheng, Yiyun Chen, Yong Zhang, Yanfang Liu, Yaolin Liu, Lei Yu, Yi Liu, and Hang Cheng. Transferability of Vis-NIR models for Soil Organic Carbon Estimation between Two Study Areas by using Spiking. Soil Science Society of America Journal (2018), .82(5), 1231-1242.
12.Hong, Yongsheng, Ruili Shen, Hang Cheng, Yiyun Chen, Yong Zhang, Yaolin Liu, Min Zhou, Lei Yu, Yi Liu, and Yanfang Liu. Estimating lead and zinc concentrations in peri-urban agricultural soils through reflectance spectroscopy: Effects of fractional-order derivative and random forest. Science of The Total Environment, 651 (2019): 1969-1982.
13.Hong, Yongsheng, Yiyun Chen, Lei Yu, Yanfang Liu, Yaolin Liu, Yong Zhang, Yi Liu, and Hang Cheng. Combining fractional order derivative and spectral variable selection for organic matter estimation of homogeneous soil samples by VIS–NIR spectroscopy. Remote Sensing, 10(3), (2018): 479.
14.Hong, Yongsheng, Lei Yu, Yiyun Chen, Yanfang Liu, Yaolin Liu, Yi Liu, and Hang Cheng. Prediction of soil organic matter by VIS–NIR spectroscopy using normalized soil moisture index as a proxy of soil moisture. Remote Sensing, 10(1), (2017): 28.
15.Hong, Yongsheng, Songchao Chen, Yong Zhang, Yiyun Chen, Lei Yu, Yanfang Liu, Yaolin Liu, Hang Cheng, and Yi Liu. Rapid identification of soil organic matter level via visible and near-infrared spectroscopy: Effects of two-dimensional correlation coefficient and extreme learning machine. Science of the Total Environment 644 (2018): 1232-1243.
16.Hong, Yongsheng, Songchao Chen, Yaolin Liu, Yong Zhang, Lei Yu, Yiyun Chen, Yanfang Liu, Hang Cheng, and Yi Liu. Combination of fractional order derivative and memory-based learning algorithm to improve the estimation accuracy of soil organic matter by visible and near-infrared spectroscopy. Catena 174 (2019): 104-116.
17.Wang, Xiaomi, Yaolin Liu, Yiyun Chen, and Yi Liu. An Adaptive Density-Based Time Series Clustering Algorithm: A Case Study on Rainfall Patterns. ISPRS International Journal of Geo-Information, 5(11), (2016): 205.
18.Yang Zhang, Yanfang Liu, Yan Zhang, Xuesong Kong, Ying Jing, Enxiang Cai, Lingyu Zhang, Yi Liu, Zhengyu Wang, Yaolin Liu. Spatial patterns and driving forces of conflicts among the three land management red lines in China: A case study of the Wuhan Urban Development Area. Sustainability, 2019,11(7), 2025.
获得情况（含指导学生参加各类赛事获奖）：
2018年地理信息科技进步奖特等奖（大数据辅助多规合一关键技术与应用）
常用E-mail:
liuyi@gdufe.edu.cn
