Xinjiang Agricultural Sciences ›› 2024, Vol. 61 ›› Issue (4): 954-963.DOI: 10.6048/j.issn.1001-4330.2024.04.020
• Plant Protection·Microbes·Agricultural Equipment Engineering and Mechanization • Previous Articles Next Articles
GUO Zhengyu(), SUN Qian(), HU Xinyue, HUANG Jinyi
Received:
2023-07-11
Online:
2024-04-20
Published:
2024-05-31
Correspondence author:
SUN Qian
Supported by:
通讯作者:
孙倩
作者简介:
郭正宇(1998-),男,山西太原人,硕士研究生,研究方向为林业遥感与荒漠化防治,(E-mail)1061050069@qq.com
基金资助:
CLC Number:
GUO Zhengyu, SUN Qian, HU Xinyue, HUANG Jinyi. Correlation analysis of main environmental impact factors based on remote sensing and Apocheima cinerarius Erschoff emergence[J]. Xinjiang Agricultural Sciences, 2024, 61(4): 954-963.
郭正宇, 孙倩, 胡馨月, 黄瑾依. 基于遥感主要环境影响因子与春尺蠖羽化的相关性分析[J]. 新疆农业科学, 2024, 61(4): 954-963.
Add to citation manager EndNote|Ris|BibTeX
URL: http://www.xjnykx.com/EN/10.6048/j.issn.1001-4330.2024.04.020
编号 Number | 纬度 Latitude | 经度 Longitude | 海拔高度 Altitude (m) |
---|---|---|---|
P0 | 45°29'23.677″N | 84°57'31.775″E | 265.7 |
P1 | 45°29'04.871″N | 84°57'04.359″E | 270.6 |
P2 | 45°28'31.136″N | 84°56'03.698″E | 270.9 |
P3 | 45°27'52.396″N | 84°54'59.708″E | 282.1 |
P4 | 45°26'50.943″N | 84°53'20.656″E | 270.5 |
P5 | 45°26'20.926″N | 84°52'31.890″E | 272.3 |
P6 | 45°25'11.995″N | 84°50'42.600″E | 269.8 |
P7 | 45°23'51.086″N | 84°52'27.672″E | 267.9 |
P8 | 45°24'46.507″N | 84°53'56.956″E | 268.7 |
P9 | 45°25'59.900″N | 84°55'48.645″E | 268.7 |
P10 | 45°27'31.857″N | 84°58'20.894″E | 268.5 |
P11 | 45°25'09.826″N | 84°58'27.850″E | 267.7 |
Tab.1 Spatial information statistics of Apocheima cinerarius Erschoff emergence sampling points
编号 Number | 纬度 Latitude | 经度 Longitude | 海拔高度 Altitude (m) |
---|---|---|---|
P0 | 45°29'23.677″N | 84°57'31.775″E | 265.7 |
P1 | 45°29'04.871″N | 84°57'04.359″E | 270.6 |
P2 | 45°28'31.136″N | 84°56'03.698″E | 270.9 |
P3 | 45°27'52.396″N | 84°54'59.708″E | 282.1 |
P4 | 45°26'50.943″N | 84°53'20.656″E | 270.5 |
P5 | 45°26'20.926″N | 84°52'31.890″E | 272.3 |
P6 | 45°25'11.995″N | 84°50'42.600″E | 269.8 |
P7 | 45°23'51.086″N | 84°52'27.672″E | 267.9 |
P8 | 45°24'46.507″N | 84°53'56.956″E | 268.7 |
P9 | 45°25'59.900″N | 84°55'48.645″E | 268.7 |
P10 | 45°27'31.857″N | 84°58'20.894″E | 268.5 |
P11 | 45°25'09.826″N | 84°58'27.850″E | 267.7 |
日期(月/日) Data (M/D) | 每日研究区羽化量均值(只)及标准差 Daily mean value and standard deviation of emergence in the study area | 每日采样点羽化量均值(只)及标准差 Mean and standard deviation of emergence at daily sampling points | ||
---|---|---|---|---|
2021年 | 2022年 | 2021年 | 2022年 | |
3/20 | 7.77±2.21 | 7.77±1.73 | 7.67±2.33 | 7.42±2.14 |
3/21 | 9.79±3.46 | 11.70±1.85 | 8.92±3.85 | 11.25±3.61 |
3/22 | 16.15±5.08 | 8.50±0.25 | 15.08±5.49 | 8.50±2.13 |
3/23 | 12.61±3.91 | 8.77±0.18 | 11.75±4.80 | 8.67±2.30 |
3/24 | 19.45±4.41 | 12.21±0.41 | 18.75±5.42 | 12.00±1.78 |
3/25 | 23.52±4.78 | 17.48±4.64 | 22.75±5.25 | 17.33±5.41 |
3/26 | 21.00±4.16 | 21.59±6.21 | 20.00±5.26 | 21.50±7.18 |
3/27 | 21.84±3.79 | 25.82±4.30 | 21.00±4.09 | 25.67±5.42 |
3/28 | 16.94±2.96 | 30.11±0.12 | 16.42±4.37 | 29.92±3.93 |
3/29 | 20.08±3.46 | 38.68±15.97 | 19.58±5.06 | 35.83±18.25 |
3/30 | 14.97±3.03 | 32.06±14.96 | 14.75±3.67 | 26.42±15.06 |
3/31 | 10.72±2.36 | 19.33±4.19 | 10.50±2.42 | 18.33±5.05 |
4/1 | 8.92±1.77 | 13.43±2.79 | 8.92±2.60 | 12.92±3.19 |
4/2 | 7.93±1.37 | 9.36±1.84 | 7.75±1.70 | 9.00±2.91 |
4/3 | 6.07±1.22 | 6.88±2.28 | 6.08±1.43 | 6.58±3.15 |
4/4 | 4.65±1.05 | 4.83±0.20 | 4.67±1.10 | 4.83±0.37 |
4/5 | 3.36±1.16 | 3.68±0.40 | 3.42±1.15 | 3.75±0.76 |
4/6 | 2.11±0.87 | 2.33±0.66 | 2.17±1.59 | 2.50±1.51 |
Tab.2 Statistics of daily mean and standard deviation of Apocheima cinerarius Erschoff emergence
日期(月/日) Data (M/D) | 每日研究区羽化量均值(只)及标准差 Daily mean value and standard deviation of emergence in the study area | 每日采样点羽化量均值(只)及标准差 Mean and standard deviation of emergence at daily sampling points | ||
---|---|---|---|---|
2021年 | 2022年 | 2021年 | 2022年 | |
3/20 | 7.77±2.21 | 7.77±1.73 | 7.67±2.33 | 7.42±2.14 |
3/21 | 9.79±3.46 | 11.70±1.85 | 8.92±3.85 | 11.25±3.61 |
3/22 | 16.15±5.08 | 8.50±0.25 | 15.08±5.49 | 8.50±2.13 |
3/23 | 12.61±3.91 | 8.77±0.18 | 11.75±4.80 | 8.67±2.30 |
3/24 | 19.45±4.41 | 12.21±0.41 | 18.75±5.42 | 12.00±1.78 |
3/25 | 23.52±4.78 | 17.48±4.64 | 22.75±5.25 | 17.33±5.41 |
3/26 | 21.00±4.16 | 21.59±6.21 | 20.00±5.26 | 21.50±7.18 |
3/27 | 21.84±3.79 | 25.82±4.30 | 21.00±4.09 | 25.67±5.42 |
3/28 | 16.94±2.96 | 30.11±0.12 | 16.42±4.37 | 29.92±3.93 |
3/29 | 20.08±3.46 | 38.68±15.97 | 19.58±5.06 | 35.83±18.25 |
3/30 | 14.97±3.03 | 32.06±14.96 | 14.75±3.67 | 26.42±15.06 |
3/31 | 10.72±2.36 | 19.33±4.19 | 10.50±2.42 | 18.33±5.05 |
4/1 | 8.92±1.77 | 13.43±2.79 | 8.92±2.60 | 12.92±3.19 |
4/2 | 7.93±1.37 | 9.36±1.84 | 7.75±1.70 | 9.00±2.91 |
4/3 | 6.07±1.22 | 6.88±2.28 | 6.08±1.43 | 6.58±3.15 |
4/4 | 4.65±1.05 | 4.83±0.20 | 4.67±1.10 | 4.83±0.37 |
4/5 | 3.36±1.16 | 3.68±0.40 | 3.42±1.15 | 3.75±0.76 |
4/6 | 2.11±0.87 | 2.33±0.66 | 2.17±1.59 | 2.50±1.51 |
Fig.4 Spatial distribution of partial correlation coefficients between surface temperature, soil water content and daily emergence before emergence peak day
自变量 Indepe- ndent variable | 与Y的简单 相关系数 Simple correlation coefficient with Y | 通径系数 (直接作用) Path coefficient (direct effect) | 间接通径系数 (间接作用) Indirect path coefficient (indirect effect) | |
---|---|---|---|---|
X1 | X2 | |||
X1 | 0.493 | 0.194 | 0.299 | |
X2 | -0.571 | -0.438 | -0.133 |
Tab.3 Decomposition of the simple correlation coefficients of X1 and X2 with Y in 2021
自变量 Indepe- ndent variable | 与Y的简单 相关系数 Simple correlation coefficient with Y | 通径系数 (直接作用) Path coefficient (direct effect) | 间接通径系数 (间接作用) Indirect path coefficient (indirect effect) | |
---|---|---|---|---|
X1 | X2 | |||
X1 | 0.493 | 0.194 | 0.299 | |
X2 | -0.571 | -0.438 | -0.133 |
自变量 Indepe- ndent variable | 与Y的简单 相关系数 Simple correlation coefficient with Y | 通径系数 (直接作用) Path coefficient (direct effect) | 间接通径系数 (间接作用) Indirect path coefficient (indirect effect) | |
---|---|---|---|---|
X1 | X2 | |||
X1 | 0.480 | 0.404 | 0.076 | |
X2 | -0.352 | -0.188 | -0.164 |
Tab.4 Decomposition of the simple correlation coefficients of X1 and X2 with Y in 2022
自变量 Indepe- ndent variable | 与Y的简单 相关系数 Simple correlation coefficient with Y | 通径系数 (直接作用) Path coefficient (direct effect) | 间接通径系数 (间接作用) Indirect path coefficient (indirect effect) | |
---|---|---|---|---|
X1 | X2 | |||
X1 | 0.480 | 0.404 | 0.076 | |
X2 | -0.352 | -0.188 | -0.164 |
[1] | 黄晓曦, 刘占国. 春尺蠖生物学特性及综合防治的研究[J]. 中国农业信息, 2013,(17): 98. |
HUANG Xiaoxi, LIU Zhanguo. Study on biological characteristics and integrated control of inchworm[J]. China Agriculture Information, 2013,(17): 98. | |
[2] | 娄国强, 吕文彦, 余昊, 等. 基于GS和GIS的春尺蠖种群分布动态研究[J]. 昆虫学报, 2006, 49(4): 613-618. |
LOU Guoqiang, LYU Wenyan, YU Hao, et al. Distribution pattern and dynamics of Apocheima cinerarius Erschoff populations studied with GS and GIS[J]. Acta Entomologica Sinica, 2006, 49(4): 613-618. | |
[3] | 陈龙, 单艳敏, 廖桂堂, 等. 春尺蠖转录组及嗅觉相关基因分析[J]. 西南农业学报, 2022, 35(1): 120-129. |
CHEN Long, SHAN Yanmin, LIAO Guitang, et al. Analysis of transcriptome and olfaction-related genes of Apocheima cinerarius Erschoff[J]. Southwest China Journal of Agricultural Sciences, 2022, 35(1): 120-129. | |
[4] | 孙倩, 阿地力·沙塔尔, 孙晶. 基于3S技术的生态景观变化对春尺蠖时空分布的影响——以克拉玛依市开发区为例[J]. 西南农业学报, 2020, 33(12): 2955-2961. |
SUN Qian, Adili Shataer, SUN Jing. Effect of ecological landscape changes on spatial-temporal distribution of Apocheima cinerarius based on 3S technology: a case study of Karamay development zone[J]. Southwest China Journal of Agricultural Sciences, 2020, 33(12): 2955-2961. | |
[5] |
张炳坤, 李瑜, 周黎, 等. 温湿度对蔡氏胡杨个木虱越冬成虫存活的影响[J]. 新疆农业科学, 2021, 58(10): 1893-1899.
DOI |
ZHANG Bingkun, LI Yu, ZHOU Li, et al. Effects of temperature and humidity on survival of the overwintering adults of eeirotrioza ceardi[J]. Xinjiang Agricultural Sciences, 2021, 58(10): 1893-1899.
DOI |
|
[6] |
丁新华, 王小武, 付开赟, 等. 温度、相对湿度对亚洲玉米螟Ostrinia furnacalis(Guenée)越冬幼虫化蛹及羽化的影响[J]. 新疆农业科学, 2022, 59(11): 2668-2674.
DOI |
DIN Xinhua, WANG Xiaowu, FU Kaiyun, et al. Effects of temperature and relative humidity on pupation and emergence of overwintering larvae of Ostrinia furnacalis (Guenée)[J]. Xinjiang Agricultural Sciences, 2022, 59(11): 2668-2674.
DOI |
|
[7] | 王志平, 鄂晓明, 杨建军, 等. 春尺蠖生物学特性与防控技术探讨[J]. 内蒙古林业, 2020,(2): 22-23. |
WANG Zhiping, E Xiaoming, YANG Jianjun, et al. Discussion on biological characteristics and control techniques of inchworm[J]. Inner Mongolia Forestry, 2020,(2): 22-23. | |
[8] | 卿薇, 阿地力·沙塔尔, 闫文兵. 主要气象因子对克拉玛依市春尺蠖成虫羽化率的影响[J]. 新疆农业大学学报, 2015, 38(6): 465-469. |
QING Wei, Adili Shataer, YAN Wenbing. Impacts of main meteorological factors on eclosion rate of Apocheima cinerarius erschoff adult in Karamay city[J]. Journal of Xinjiang Agricultural University, 2015, 38(6): 465-469. | |
[9] | Ding W C, Li H Y, Wen J B. Climate change impacts on the potential distribution of Apocheima cinerarius (Erschoff) (Lepidoptera: Geometridae)[J]. Insects, 2022, 13(1): 59. |
[10] | 陈孟禹, 贾翔, 陈蜀江, 等. 叶尔羌河流域胡杨春尺蠖发生期遥感预测[J]. 生态科学, 2020, 39(2): 145-156. |
CHEN Mengyu, JIA Xiang, CHEN Shujiang, et al. The prediction of the occurrence period of Populus euphratica Apocheima cinerius Erschoff in the Yarkant River Basin based on remote sensing[J]. Ecological Science, 2020, 39(2): 145-156. | |
[11] | 刘逸豪, 贾翔, 侯博展, 等. 叶尔羌河流域胡杨春尺蠖虫态发育节律对地表温度的响应[J]. 生态科学, 2019, 38(2): 119-129. |
LIU Yihao, JIA Xiang, HOU Bozhan, et al. The response of developmental rhythm of Populus euphratica Apocheima Cinerius Erschoff in Yarkant River Basin to surface temperature[J]. Ecological Science, 2019, 38(2): 119-129. | |
[12] | 吴雪海. 北疆春尺蠖发生动态及防治技术研究[D]. 石河子: 石河子大学, 2017. |
WU Xuehai. The Occurrence Dynamics and Control Techniques of Apocheima Cinerarius (Lepidoptera: Geometridae) in Northern Xinjiang[D]. Shihezi: Shihezi University, 2017. | |
[13] | 汪航, 师茁, 王岩, 等. 基于MODIS时间序列数据的春尺蠖虫害遥感监测方法研究——以新疆巴楚胡杨为例[J]. 遥感技术与应用, 2018, 33(4): 686-695. |
WANG Hang, SHI Zhuo, WANG Yan, et al. A method for detecting the damage of Apocheima cinerarius erschoffbased on MODIS time series: case studies in Bachu Populus euphratica forest of Xinjiang Province[J]. Remote Sensing Technology and Application, 2018, 33(4): 686-695. | |
[14] | 卿薇, 阿地力·沙塔尔, 闫文兵. 土壤因子对春尺蠖蛹羽化率的影响研究[J]. 新疆农业大学学报, 2016, 39(5): 406-413. |
QING Wei, Adili Shataer, YAN Wenbing. Effects of soil factor on the eclosion of Apocheima cinerarius erschoff Pupa[J]. Journal of Xinjiang Agricultural University, 2016, 39(5): 406-413. | |
[15] | 杨玉峰, 李中邵, 陈胜权. 新疆克拉玛依市农业开发区地下水动态规律研究[J]. 江西水利科技, 2016, 42(6): 398-403. |
YANG Yufeng, LI Zhongshao, CHEN Shengquan. Study on the dynamic law of groundwater in the agricultural development zone of Karamay city[J]. Jiangxi Hydraulic Science & Technology, 2016, 42(6): 398-403. | |
[16] | 李琴, 陈曦, 包安明, 等. 干旱/半干旱区MODIS地表温度反演与验证研究[J]. 遥感技术与应用, 2008, 23(6): 643-647, 图版4-5. |
LI Qin, CHEN Xi, BAO Anming, et al. Validation of land surface temperatures retrieving in arid/semi-arid regions[J]. Remote Sensing Technology and Application, 2008, 23(6): 643-647, 图版4-5. | |
[17] | 李韶颖, 车风, 邵军, 等. 基于MODIS数据的湖北省地级以上城市城区地表温度变化分析[J]. 测绘与空间地理信息, 2020, 43(2): 76-78. |
LI Shaoying, CHE Feng, SHAO Jun, et al. Analysis on land surface temperature changes of prefecture-level city urban areas in Hubei Province based on MODIS data[J]. Geomatics & Spatial Information Technology, 2020, 43(2): 76-78. | |
[18] | 周兆丁, 吕锟, 沈瑾, 等. 统计软件SPSS相关分析及应用[J]. 电脑知识与技术, 2019, 15(20): 301-302. |
ZHOU Zhaoding, LYU Kun, SHEN Jin, et al. Correlation analysis and application of statistical software SPSS[J]. Computer Knowledge and Technology, 2019, 15(20): 301-302. | |
[19] | 张琪, 丛鹏, 彭励. 通径分析在Excel和SPSS中的实现[J]. 农业网络信息, 2007, (3): 109-110. |
ZHANG Qi, CONG Peng, PENG Li. The realization of path analysis in Excel and SPSS[J]. Agricultural Network Information, 2007, (3) : 109-110. | |
[20] | Jiang Z L, Wu J W, Huang F, et al. A novel adaptive Kriging method: time-dependent reliability-based robust design optimization and case study[J]. Computers & Industrial Engineering, 2021, 162: 107692. |
[21] | Zhao H D, Zhang N, Lin C S, et al. Construction method of geomagnetic reference map for satellite communication navigation through Kriging method[J]. Journal of Physics: Conference Series, 2021, 2033(1): 012034. |
[22] |
黄葵, 卢毅敏, 魏征, 等. 土地利用和气候变化对海河流域蒸散发时空变化的影响[J]. 地球信息科学学报, 2019, 21(12): 1888-1902.
DOI |
HUANG Kui, LU Yimin, WEI Zheng, et al. Effects of land use and climate change on spatiotemporal changes of evapotranspiration in Haihe River Basin[J]. Journal of Geo-Information Science, 2019, 21(12): 1888-1902. | |
[23] | 贾翔, 陈蜀江, 尹小英, 等. 基于CLUE-S模型模拟胡杨春尺蠖的发生蔓延过程[J]. 植物保护学报, 2019, 46(5): 1018-1028. |
JIA Xiang, CHEN Shujiang, YIN Xiaoying, et al. Simulation of the propagation process of mulberry looper Apocheima cinerarius based on the CLUE-S model[J]. Journal of Plant Protection, 2019, 46(5): 1018-1028. | |
[24] | 王瑾杰, 丁建丽, 张喆, 等. 基于多源遥感数据的艾比湖流域盐土SWAT模型参数修正[J]. 农业工程学报, 2017, 33(23): 139-144. |
WANG Jinjie, DING Jianli, ZHANG Zhe, et al. SWAT model parameters correction based on multi-source remote sensing data in saline soil in Ebinur Lake Watershed[J]. Transactions of the Chinese Society of Agricultural Engineering, 2017, 33(23): 139-144. | |
[25] | 赵安周, 张安兵, 冯莉莉, 等. 海河流域生态水分利用效率时空变化及其与气候因子的相关性分析[J]. 生态学报, 2019, 39(4): 1452-1462. |
ZHAO Anzhou, ZHANG Anbing, FENG Lili, et al. Spatio-temporal characteristics of water-use efficiency and its relationship with climatic factors in the Haihe River Basin[J]. Acta Ecologica Sinica, 2019, 39(4): 1452-1462. | |
[26] | 冯宏祖, 王兰, 胡卫江, 等. 沙雅县天然胡杨林春尺蠖发生规律的初步研究[J]. 新疆农业科学, 2005, 42(1): 57-58. |
FENG Hongzu, WANG Lan, HU Weijiang, et al. The preliminary study on occurrence of Apocheima cinerarius erschoff in natural poplar of Shaya County[J]. Xinjiang Agricultural Sciences, 2005, 42(1): 57-58. | |
[27] | 张德利, 鲁增辉, 贺宗毅, 等. 环境因子对云南蝠蛾羽化的影响[J]. 植物保护, 2019, 45(2): 148-152. |
ZHANG Deli, LU Zenghui, HE Zongyi, et al. Effects of environmental factors on adult emergence of Hepialus yunnanensis[J]. Plant Protection, 2019, 45(2): 148-152. |
[1] | WANG Wentao, WU Bo, TAI Hongzhong, LIAN Wenming, DAI Cuirong, LI Shuangjiang, PU Yanmei. Effects of different sowing dates on cotton growth in aral reclamation area, Xinjiang [J]. Xinjiang Agricultural Sciences, 2023, 60(6): 1413-1422. |
[2] | WAN Yanan, XING Zhi, SHI Yuanqiang, WANG Tangang, WANG Jichuan, LI Huiqin, MA Li, LI Wenjun, WU Bingrong. Effects of different seedling emergence water on soil salt content and cotton growth [J]. Xinjiang Agricultural Sciences, 2023, 60(10): 2352-2360. |
[3] | DING Yu, ZHANG Jianghui, BAI Yungang, ZHAO Jinghua, ZHENG Ming, LIU Hongbo, XIAO Jun, HAN Zhengyu. Study on the effects of different water treatments on the emergence rate of cotton [J]. Xinjiang Agricultural Sciences, 2023, 60(10): 2380-2389. |
[4] | Aimulaguli Kuerban, SU Wenping, WANG Huan, LIU Jun, ZHAO Xinlin, XUE Lihua, ZHANG Jianxin, WU Haixu. Effects of Seed Dressing Agents on Growth Characteristics and Yield of Winter Sowing Spring Wheat Varieties [J]. Xinjiang Agricultural Sciences, 2022, 59(11): 2621-2627. |
[5] | YANG Yongqiang, WANG Zhenxi, SHI Yuxia, LIAN Ling, GAO Yali. The Extraction of Single Wood Canopy of Picea Schrenkiana var tianshanica Forest Based on UAV Image [J]. Xinjiang Agricultural Sciences, 2020, 57(8): 1484-1492. |
[6] | WEI Qing, ZHANG Baozhong, WEI Zheng. Research on Object Recognition Based on UAV Multispectral Image [J]. Xinjiang Agricultural Sciences, 2020, 57(5): 932-939. |
[7] | WANG Lei, LUO Lei, LIU Ping, HOU Xiao-chen, QIU Qin, GAO Ya-qi, LI Xi-guang. Potential Risk Zone Analysis of Apocheima cinerarius Erschoff disaster in Xinjiang Featured Forest Fruits [J]. Xinjiang Agricultural Sciences, 2019, 56(9): 1691-1700. |
[8] | GE Yuan-mei, CHEN Xiang-yu, HONG Shuai, MA Lu-lu, L Xin , ZHANG Ze. Establishment of Estimation Model for Different Varieties Based on Red Edge Parameters [J]. Xinjiang Agricultural Sciences, 2019, 56(6): 1032-1040. |
[9] | LUO Lei,WANG Lei,LIU Ping,LI Xi-guang,GAO Ya-qi. Ecosystem health evaluation for Shawan forest in middle part of tianshan mountain in Xinjiang [J]. Xinjiang Agricultural Sciences, 2018, 55(8): 1505-1515. |
[10] | CUI Mei-na, DAI Jian-guo, WANG Shou-hui, ZHANG Guo-shun, XUE Jin-li. Research on Identification Method of Mite Infection Cotton Based on of UAV Multi-Spectral Image [J]. Xinjiang Agricultural Sciences, 2018, 55(8): 1457-1466. |
[11] | LI Lu-man, GUO Peng, ZHANG Guo-shun, ZHOU Qian, WU Suo-zhi. Research on Area Information Extraction of Cotton Field Based on UAV Visible Light Remote Sensing [J]. Xinjiang Agricultural Sciences, 2018, 55(3): 548-555. |
[12] | QIU Lin, WANG Lei, LUO Lei, ZHENG Jiang-hua. Study of Remote Sensing Monitoring for the Damage of Apocheima cinerarius on Tugai forest in Middle Reaches Area of the Tarim River Based on Time Series [J]. Xinjiang Agricultural Sciences, 2018, 55(3): 518-527. |
[13] | QI Ya-qin, ZHANG Xian-feng, ZHANG Li-fu, LV Xin, ZHANG Ze , CHEN Jian, LI Xin-wei, WANG Fei, PENG Kui. Research on Soil Nutrient Content Estimated Model by Hyperspectral Remote Sensing Data [J]. Xinjiang Agricultural Sciences, 2018, 55(3): 490-495. |
[14] | QI Ya-qin, ZHANG Xian-feng, ZHANG Li-fu, Lu Xin, ZHANG Ze, CHEN Jian, LI Xin-wei, WANG Fei, PENG Kui. Spatial Distribution of Soil Organic Matter Content Based on Hyperspectral Index NDI [J]. Xinjiang Agricultural Sciences, 2018, 55(2): 337-343. |
[15] | GAO Sha, ZHENG Jiang-hua, MA Tao, WU Jian-guo, Nasongcaoketu, Maidi Kuerman. Research on the Applicability of Remote Sensing Monitoring of Inedible Grass Pedicularis sp. by GF-1 WFV Satellite in Bayanbulak Grassland [J]. Xinjiang Agricultural Sciences, 2017, 54(10): 1949-1956. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||