|
|
|
|
|
|
| Advance in Agricultural Drought Monitoring Using Remote Sensing Data |
| YAO Yuan1, 2, 3, CHEN Xi1, 4, QIAN Jing1, 2* |
1. State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China
2. Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
3. University of Chinese Academy of Sciences, Beijing 100049, China
4. Research Center for Ecology and Environment of Central Asia, Chinese Academy of Sciences, Urumqi 830011, China |
|
|
|
|
Abstract At present, frequent agricultural droughts not only seriously affect regional food security and ecological security, but also threaten social economic stability and sustainable development in the context of global warming. Using remote sensing technology to monitor agricultural drought is an important way to prevent the occurrence and development of agricultural drought, which can provide a strong support for people to develop scientific management measures. Hence, understanding the current progress in studies related to the agricultural drought monitoring based on remote sensing data has importance and practical significance in the quantitative evaluation of agricultural drought and promotion of sustainable social and economic development. In this paper, we first introduced the concepts of the drought and agricultural drought and main research methods. Secondly, we reviewed the progress of research on the agricultural drought monitoring by remote sensing, especially in monitoring indices and its methods. The monitoring indices based on remote sensing were classified into three categories: reflecting rainfall change, reflecting soil moisture change and reflecting crop water balance. Beside this, microwave remote sensing monitoring method, multispectral, near infrared and thermal infrared remote sensing monitoring method and hyperspectral remote sensing monitoring method which are sensitive to moisture change were selected to summarize the advance in monitor agricultural drought research by analyzing the two typical land use types of soil and vegetation. The limitations and applicability of different methods for each category were systematically summarized and described. Thirdly, the existing bottlenecks and difficulties in current research were discussed. Finally, in order to provide a reference for quantitative monitoring and analysis of the agricultural drought, the future research directions were equally proposed.
|
|
Received: 2018-02-11
Accepted: 2018-06-22
|
|
|
|
Corresponding Authors:
QIAN Jing
E-mail: jingqian@siat.ac.cn
|
|
[1] LIU Xian-feng, ZHU Xiu-fang, PAN Yao-zhong, et al(刘宪锋, 朱秀芳, 潘耀忠, 等). Acta Geographica Sinica(地理学报), 2015, 70(11): 1835.
[2] Cook B I, Smerdon J E, Seager R, et al. Climate Dynamics, 2014, 43(9/10): 2607.
[3] Sheffield J, Wood E F, Roderick M L. Nature, 2012, 491(7424): 435.
[4] Venteris E R, Tagestad J D, Downs J L, et al. International Journal of Applied Earth Observation and Geoinformation, 2015, 39: 160.
[5] Jin J, Wang Q, Li L H. Journal of Arid Land, 2016, 8(6): 819.
[6] Cheval S, Busuioc A, Dumitrescu A, et al. Climate Research, 2014, 60(3): 235.
[7] Mu Q, Zhao M, Kimball J S, et al. Bulletin of the American Meteorological Society, 2013, 94(1): 83.
[8] HUANG You-xi, LIU Xiu-guo, SHEN Yong-lin, et al(黄友晰, 刘修国, 沈永林, 等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报), 2015, 31(16): 186.
[9] Lessel J, Sweeney A, Ceccato P. International Journal of Remote Sensing, 2016, 37(4): 913.
[10] YANG Shao-e, YAN Na-na, WU Bing-fang(杨绍锷, 闫娜娜, 吴炳方). Remote Sensing Information(遥感信息), 2010, 21(1): 103.
[11] Bajracharya S R, Shrestha M S, Shrestha A B. Journal of Flood Risk Management, 2017, 10(1): 5.
[12] Brunetti M T, Melillo M, Peruccacci S, et al. Remote Sensing of Environment, 2018, 210: 65.
[13] Rhee J, Carbone G J. Journal of Applied Meteorology and Climatology, 2011, 50(3): 548.
[14] WANG Zhao-li, ZHONG Rui-da, CHEN Jia-chao, et al(王兆礼, 钟睿达, 陈家超, 等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报), 2017，33(19): 163.
[15] Liu Z, Lu G, He H, et al. Water, 2017, 9(4): 244.
[16] WANG Yong-qian, SHI Jian-cheng, WANG Hao, et al(王永前, 施建成, 王 皓, 等). Science China Earth Sciences(中国科学: 地球科学), 2016, 46: 43.
[17] Barrett B W, Dwyer E, Whelan P. Remote Sensing, 2009, 1(3): 210.
[18] LI Zhen, GUO Hua-dong, SHI Jian-cheng(李 震, 郭华东, 施建成). Journal of Remote Sensing(遥感学报), 2002, 6(6): 481.
[19] Narayan U, Lakshmi V, Jackson T J. IEEE Transactions on Geoscience and Remote Sensing, 2006, 44(6): 1545.
[20] Engman E T, Chauhan N. Remote Sensing of Environment, 1995, 1(1): 189.
[21] Fung A K, Li Z, Chen K S. IEEE Transactions on Geosciences and Remote Sensing, 1992, 30(2): 356.
[22] Du Y. Waves in Random and Complex Media, 2008, 18(1): 109.
[23] Milder D M. The Journal of the Acoustical Society of America, 1991, 89(2): 529.
[24] Voronovich A G. Zhurnal Eksperimental’noii Teoreticheskoi Fiziki, 1985, 89: 116.
[25] Bahar E. IEEE Transactions Antennas and Propagation, 1981, 29(3): 443.
[26] Shen J, Maradudin A A. American Physical Society, 1980, 22(9): 4234.
[27] Bruckler L, Witono H, Stengel P. Remote Sensing of Environment, 1988, 26(2): 101.
[28] Dubois P C, Van Zyl J, Engman E T. IEEE Transactions on Geoscience and Remote Sensing, 1995, 33(4): 915.
[29] Oh Y, Sarabandi K, Ulaby F T. IEEE Transactions on Geoscience and Remote Sensing, 1992, 30(2): 370.
[30] Oh Y, Sarabandi K, Ulaby F T. IEEE Transactions on Geoscience and Remote Sensing, 2002, 40(6): 1348.
[31] Shi J C, Wang J, Hsu A Y. IEEE Transactions on Geoscience and Remote Sensing, 1997, 35(5): 1254.
[32] Chen K S, Yen S k, Huang W P. Remote Sensing of Environment, 1995, 54(2): 121.
[33] Huang S W, Tsang L. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(10): 4025.
[34] Yee K S. IEEE Transactions on Antennas and Propagation, 1966, 14(3): 302.
[35] Ulaby F T, Sarabandi K M, Mc Donald K. International Journal of RemoteSensing, 1990, 11(7): 1223.
[36] Liang P, Pierce L E, Moghaddam M. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(11): 2470.
[37] Mc Donald K C, Ulaby F T. IEEE Geoscience and Remote Sensing Symposium, 1990.
[38] De Roo R D, Du Y, Ulaby F T, et al. IEEE Transactions on Geoscience and Remote Sensing, 2001, 39(4): 864.
[39] Stiles J M, Sarabandi K. IEEE Transactions on Geoscience and Remote Sensing, 2000, 38(1): 339.
[40] Saradjian M R, Hosseini M. Advances in Space Research, 2011, 48(2): 278.
[41] Kurucu Y, Sanli F B, Esetlili M T, et al. International Journal of Remote Sensing, 2009, 30(7): 1805.
[42] Bourgeau-Chavez L, Leblon B, Charbonneau F, et al. Remote Sensing of Environment, 2013, 132(10): 71.
[43] Paloscia S, Pettinato S, Santi E, et al. Remote Sensing of Environment, 2013, 34(4): 234.
[44] Joseph A T, Van der Velde R, o’Neill P E, et al. Remote Sensing of Environment, 2010, 114(11): 2417.
[45] Rabus B, When H, Nolan M. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(5): 2421.
[46] Shen X Y, Hong Y, Qin Q M, et al. IEEE Transactions on Geoscience and Remote Sensing, 2011, 49(12): 4987.
[47] Wang J R, O’Neill P E, Jackson T J, et al. IEEE Transactions on Geoscience and Remote Sensing, 1983, 21(1): 44.
[48] Wigneron J P, Laguerre L, Kerr Y H. IEEE Transactions on Geoscience and Remote Sensing, 2001, 39(8): 1697.
[49] Shi J C, Jiang L M, Zhang L X, et al. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(12): 2831.
[50] Wigneron J P, Chanzy A, Calvet J C, et al. Remote Sensing of Environment, 1995, 51(3): 331.
[51] Paloscia S, Giovanni M. IEEE Transactions on Geoscience and Remote Sensing, 2001, 39(8): 1655.
[52] Kaheil Y H, Gill M K, Mckee M. IEEE Transactions on Geoscience and Remote Sensing, 2008, 46(5): 1375.
[53] Liou Y A, Tzeng Y C, Chen K S. IEEE Transactions on Geoscience and Remote Sensing, 1999, 37(6): 2718.
[54] Wigneron J P, Calvet J C, Pellarin T, et al. Remote Sensing of Environment, 2003, 85(4): 489.
[55] Lee K H, Anagnostou E N. Remote Sensing of Environment, 2004, 92(1): 112.
[56] YU Fan, ZHAO Ying-shi(余 凡, 赵英时). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报), 2011, 27(6): 187.
[57] Njoku E N, Wukson W J, Dinardo S J, et al. IEEE Transactions on Geoscience and Remote Sensing, 2002, 40(12): 2659.
[58] Abduwasit G, Qin Q M, Zhan Z M. Environmental Geology, 2007, 52(6): 1045.
[59] Abduwasit G, Qin Q M, Tashpolat. T. ISPRS Journal of Photogrammetry and Remote Sensing, 2007, 62(2): 150.
[60] ZHU Zhen-rong, CHENG Peng-gen, GUI Xin, et al(朱贞榕, 程朋根, 桂 新, 等). Geomatics and Spatial Information Technology(测绘与空间地理信息), 2016, 39(5): 70.
[61] Price J C. Remote Sensing of Environment, 1985, 18(1): 59.
[62] Lobell D B, Asner G P. Soil Science Society of America Journal, 2002, 66(3): 722.
[63] Liu H J, Zhang Y Z, Zhang X L, et al. Pedosphere, 2009, 19(4): 532.
[64] LIU Ying, YAO Yan-min(刘 影, 姚艳敏). Chinese Agricultural Science Bulletin(中国农学通报), 2013, 32(7): 127.
[65] SUN Hao, CHEN Yun-hao, SUN Hong-quan(孙 灏, 陈云浩, 孙洪泉). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报), 2012, 28(14): 147. |
| [1] |
SONG Ruo-xi1, 3, FENG Yi-ning3, CHENG Wei2, WANG Xiang-hai2, 3*. Advance in Hyperspectral Images Change Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2354-2362. |
| [2] |
PAN Han-jiang, GU Tie-xin, LIU Mei, YANG Rong*, ZHAO Kai, GU Xue. Research Progress and Design on Reference Materials of Atmospheric Particulates[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(12): 3659-3664. |
| [3] |
SONG Jiang-tao, YUAN Yue-hua, ZHU Yong-jun, WANG Yu-zhen, TIAN Mao-zhong*, FENG Feng*. Research Progress of Near-Infrared Fluorescent Probes for Hydrogen Sulfide[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(11): 3321-3329. |
| [4] |
TIAN Yan-long1, 2, 3, WANG Yi3, WANG Xiao3, GAO Xue-jun3, ZHOU Jia-cai3, LU Dao-li1*, CHEN Bin1*. Advances in Detection of Microorganisms Using Near-Infrared Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(01): 9-14. |
| [5] |
DENG Fan1, HU Zhen-lin2, CUI Hao-hao2, ZHANG Deng2, TANG Yun4, ZHAO Zhi-fang2, ZENG Qing-dong2, 3*, GUO Lian-bo2*. Progress in the Correction of Self-Absorption Effect on Laser-Induced Breakdown Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(10): 2989-2998. |
| [6] |
HU Guo-qing1, 2, GUAN Ying-chun1, 2, 3*. Research Progress of Spectral Measurement on the On-Line Monitoring of Laser Processing[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(08): 2343-2356. |
| [7] |
SUN Jing-tao1,3，LUO Yi-jia1, SHI Xue-wei1，MA Ben-xue2，WANG Wen-xia2，DONG Juan1*. Research Progress on Non-Destructive Detection Technology for Grape Quality[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40(09): 2713-2720. |
| [8] |
PENG Yao-qi1, XIAO Ying-xin2, ZHENG Yong-jun3, YAN Hai-jun4, DONG Yu-hong3, LI Xin-xing5*. Research Progress in the Application of UAV Spectral Imaging Technology in Field[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40(05): 1356-1361. |
| [9] |
SUN Hai-xia, ZHANG Shu-juan*, XUE Jian-xin, ZHAO Xu-ting, LIU Jiang-long. Application of Spectral and Imaging Technique to Detect Quality and Safety of Fruits and Vegetables: A Review[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(06): 1779-1785. |
| [10] |
LAN Wei-qing1，ZHANG Nan-nan1，LIU Shu-cheng2，HU Xiao-yu1，QIAN Yun-fang1，XIE Jing1*. Research Progress in the Application of Near-Infrared Reflectance Spectroscopy (NIRS) for Detection of Aquatic Products[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(11): 3399-3403. |
| [11] |
ZHAO Yan-ru1, LI Xiao-li1, XU Ning2*, YU Ke-qiang3, HE Yong1*. Application of Raman Spectroscopy Technique for Detecting the Physiological Information of Plants: A Review[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(05): 1350-1356. |
| [12] |
YU Ke-qiang1, ZHAO Yan-ru1, LIU Fei1, 2, PENG Ji-yu1, HE Yong1, 2* . Study on Soil Elements Detection with Laser-Induced Breakdown Spectroscopy: A Review[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(03): 827-833. |
| [13] |
WANG Yu-jie, TU Zhen-quan, ZHOU Li, CHI Yong-jie, LUO Qin . Research Progress in Analytical Technology for Heavy Metals in Atmospheric Particles[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35(04): 1030-1032. |
| [14] |
LIU Yan-de1, XIONG Song-sheng1, LIU De-li2 . Applications of Near Infrared Reflectance Spectroscopy Technique (NIRS) to Soil Attributes Research [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(10): 2639-2644. |
| [15] |
GUO Hong1, 2, GU Xing-fa1*, XIE Dong-hai3, YU Tao1, MENG Qing-yan1 . A Review of Atmospheric Aerosol Research by Using Polarization Remote Sensing [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(07): 1873-1880. |
|
|
|
|
