Arid Zone Research ›› 2021, Vol. 38 ›› Issue (3): 855-866.doi: 10.13866/j.azr.2021.03.27
• Ecology and Environment • Previous Articles Next Articles
WANG Xiaofeng1,2(),YAN Yu3,LI Yuehao3,ZHANG Xing3,FU Xinxin3
Received:
2020-10-10
Revised:
2020-12-15
Online:
2021-05-15
Published:
2021-06-17
WANG Xiaofeng,YAN Yu,LI Yuehao,ZHANG Xing,FU Xinxin. Wetland landscape evolution and its driving factors in Yinchuan[J].Arid Zone Research, 2021, 38(3): 855-866.
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
Tab. 2
Accuracy assessment of Object-oriented classification"
年份 | 指标 | 河流湿地/% | 湖泊湿地/% | 沼泽湿地/% | 水库/坑塘/% | 水产养殖地/% | 沟渠/% | OA/% | Kappa |
---|---|---|---|---|---|---|---|---|---|
1990 | UA | 83.33 | 80.56 | 77.78 | 88.10 | 87.90 | 85.71 | 85.65 | 0.80 |
PA | 88.24 | 80.47 | 84.85 | 86.05 | 88.62 | 80.00 | |||
1995 | UA | 76.19 | 85.23 | 79.07 | 83.70 | 88.37 | 76.47 | 84.66 | 0.79 |
PA | 80.00 | 80.65 | 77.27 | 88.28 | 86.86 | 81.25 | |||
2000 | UA | 76.92 | 84.48 | 84.09 | 87.94 | 85.37 | 84.62 | 85.71 | 0.81 |
PA | 83.33 | 85.96 | 82.22 | 86.11 | 87.50 | 78.57 | |||
2005 | UA | 81.82 | 80.77 | 82.61 | 89.22 | 82.76 | 77.78 | 85.09 | 0.79 |
PA | 85.71 | 81.55 | 83.82 | 88.46 | 81.36 | 82.35 | |||
2010 | UA | 82.61 | 83.33 | 78.43 | 88.95 | 81.03 | 86.67 | 84.91 | 0.79 |
PA | 86.36 | 80.81 | 86.96 | 87.50 | 82.46 | 81.25 | |||
2015 | UA | 80.77 | 85.09 | 81.40 | 87.39 | 84.81 | 78.95 | 84.75 | 0.80 |
PA | 80.77 | 83.62 | 81.40 | 89.66 | 82.72 | 83.33 | |||
2019 | UA | 85.71 | 77.11 | 84.85 | 91.96 | 80.85 | 76.92 | 87.43 | 0.78 |
PA | 80.00 | 84.21 | 84.85 | 89.94 | 80.85 | 83.33 |
Tab. 3
Change of wetland area in Yinchuan"
年份 | 面积及占比 | 河流湿地 | 湖泊湿地 | 沼泽湿地 | 水库/坑塘 | 水产养殖地 | 沟渠 | 总计 |
---|---|---|---|---|---|---|---|---|
1990 | 面积/km2 | 111.88 | 37.13 | 14.65 | 21.98 | 57.73 | 21.49 | 264.86 |
比例/% | 42.24 | 14.02 | 5.53 | 8.30 | 21.80 | 8.11 | 100 | |
1995 | 面积/km2 | 90.86 | 37.32 | 15.05 | 20.22 | 66.43 | 20.31 | 250.20 |
比例/% | 36.32 | 14.92 | 6.02 | 8.08 | 26.55 | 8.12 | 100 | |
2000 | 面积/km2 | 76.29 | 34.21 | 16.52 | 18.77 | 64.25 | 22.32 | 232.36 |
比例/% | 32.83 | 14.72 | 7.11 | 8.08 | 27.65 | 9.61 | 100 | |
2005 | 面积/km2 | 71.19 | 43.76 | 15.87 | 17.38 | 74.70 | 21.69 | 244.60 |
比例/% | 29.11 | 17.89 | 6.49 | 7.11 | 30.54 | 8.87 | 100 | |
2010 | 面积/km2 | 73.37 | 46.66 | 14.99 | 17.62 | 68.55 | 31.33 | 252.52 |
比例/% | 29.06 | 18.48 | 5.93 | 6.98 | 27.15 | 12.41 | 100 | |
2015 | 面积/km2 | 70.10 | 52.07 | 11.43 | 16.41 | 61.13 | 30.07 | 241.19 |
比例/% | 29.06 | 21.59 | 4.74 | 6.80 | 25.34 | 12.47 | 100 | |
2019 | 面积/km2 | 72.23 | 46.99 | 10.87 | 18.76 | 59.93 | 32.54 | 241.32 |
比例/% | 29.93 | 19.47 | 4.50 | 7.77 | 24.83 | 13.49 | 100 |
[1] | 雷金睿, 陈宗铸, 陈毅青, 等. 1990—2018年海南岛湿地景观格局演变及其驱动力分析[J]. 生态环境学报, 2020,29(1):59-70. |
[ Lei Jinrui, Chen Zongzhu, Chen Yiqing, et al. Landscape pattern changes and driving factors analysis of wetland in Hainan Island during 1990-2018[J]. Ecology and Environmental Sciences, 2020,29(1):59-70. ] | |
[2] |
Guo M, Li J, Sheng C, et al. A review of wetland remote sensing[J]. Sensors, 2017,17(4):777.
doi: 10.3390/s17040777 |
[3] |
Li Z, Jiang W, Wang W, et al. Ecological risk assessment of the wetlands in Beijing-Tianjin-Hebei urban agglomeration[J]. Ecological Indicators, 2020,117:106677.
doi: 10.1016/j.ecolind.2020.106677 |
[4] |
Mao D, Wang Z, Wu J, et al. China’s wetlands loss to urban expansion[J]. Land Degradation & Development, 2018,29(8):2644-2657.
doi: 10.1002/ldr.v29.8 |
[5] | 宫宁, 牛振国, 齐伟, 等. 中国湿地变化的驱动力分析[J]. 遥感学报, 2016,20(2):172-183. |
[ Gong Ning, Niu Zhenguo, Qi Wei, et al. Driving forces of wetland change in China[J]. Journal of Remote Sensing, 2016,20(2):172-183. ] | |
[6] |
Asselen S V, Verburg P H, Vermaat J E, et al. Drivers of wetland conversion: A global meta-analysis[J]. PLoS One, 2018,8(11):e81292.
doi: 10.1371/journal.pone.0081292 |
[7] | 傅伯杰. 黄土区农业景观空间格局分析[J]. 生态学报, 1995,15(2):113-120. |
[ Fu Bojie. The spatial pattern analysis of agricultural landscape in the loess area[J]. Acta Ecologica Sinica, 1995,15(2):113-120. ] | |
[8] | 张敏, 宫兆宁, 赵文吉, 等. 近30年来白洋淀湿地景观格局变化及其驱动机制[J]. 生态学报, 2016,36(15):4780-4791. |
[ Zhang Min, Gong Zhaoning, Zhao Wenji, et al. Landscape pattern change and the driving forces in Baiyangdian wetland from 1984 to 2014[J]. Acta Ecologica Sinica, 2016,36(15):4780-4791. ] | |
[9] | 洪佳, 卢晓宁, 王玲玲. 1973—2013年黄河三角洲湿地景观演变驱动力[J]. 生态学报, 2016,36(4):924-935. |
[ Hong Jia, Lu Xiaoning, Wang Lingling. Quantitative analysis of the factors driving evolution in the Yellow River Delta wetland in the past 40 years[J]. Acta Ecologica Sinica, 2016,36(4):924-935. ] | |
[10] | 徐晓龙, 王新军, 朱新萍, 等. 1996—2015年巴音布鲁克天鹅湖高寒湿地景观格局演变分析[J]. 自然资源学报, 2018,33(11):1897-1911. |
[ Xu Xiaolong, Wang Xinjun, Zhu Xinping, et al. Landscape pattern changes in alpine wetland of Bayanbulak Swan Lake during 1996-2015[J]. Journal of Natural Resources, 2018,33(11):1897-1911. ] | |
[11] |
Wu H, Hu X, Sun S, et al. Effect of increasing of water level during the middle of dry season on landscape pattern of the two largest freshwater lakes of China[J]. Ecological Indicators, 2020,113:106283.
doi: 10.1016/j.ecolind.2020.106283 |
[12] | Rundquist D C, Narumalani S, Narayanan R M. A review of wetlands remote sensing and defining new considerations[J]. Remote Sensing, 2001,20(3):207-226. |
[13] |
Gallant A. The challenges of remote monitoring of wetlands[J]. Remote Sensing, 2015,7(8):10938-10950.
doi: 10.3390/rs70810938 |
[14] | 刘吉平, 高佳, 董春月. 1954—2015年三江平原沼泽湿地变化的区域分异及影响因素[J]. 生态学报, 2019,39(13):4821-4831. |
[ Liu Jiping, Gao Jia, Dong Chunyue. Regional differentiation and factors influencing changes in swamps in the Sanjiang Plain from 1954 to 2015[J]. Acta Ecologica Sinica, 2019,39(13):4821-4831. ] | |
[15] | 彭凯锋, 蒋卫国, 邓越. 武汉城市圈湿地受损程度识别及驱动因素分析[J]. 自然资源学报, 2019,34(8):1694-1707. |
[ Peng Kaifeng, Jiang Weiguo, Deng Yue. Identification of wetland damage degree and analysis of its driving forces in Wuhan Urban Agglomeration[J]. Journal of Natural Resources, 2019,34(8):1694-1707. ] | |
[16] |
Jiang W, Lv J, Wang C, et al. Marsh wetland degradation risk assessment and change analysis: A case study in the Zoige Plateau, China[J]. Ecological Indicators, 2017,82:316-326.
doi: 10.1016/j.ecolind.2017.06.059 |
[17] | 刘畅, 王继富. 5个时期黑龙江省天然湿地动态及其影响因素研究[J]. 湿地科学, 2017,15(1):80-84. |
[ Liu Chang, Wang Jifu. Dynamic of natural wetlands in Heilongjiang Province in five periods and influence factors[J]. Wetland Science, 2017,15(1):80-84. ] | |
[18] | 毛德华, 王宗明, 罗玲, 等. 1990—2013年中国东北地区湿地生态系统格局演变遥感监测分析[J]. 自然资源学报, 2016,31(8):1253-1263. |
[ Mao Dehua, Wang Zongming, Luo Ling, et al. Monitoring the evolution of wetland ecosystem pattern in Northeast China from 1990 to 2013 based on remote sensing[J]. Journal of Natural Resources, 2016,31(8):1253-1263. ] | |
[19] | 梁旻轩, 谢正磊, 毛德华, 等. 1980年以来5个时期洞庭湖区国际重要湿地景观动态研究[J]. 湿地科学, 2020,18(1):40-46. |
[ Liang Minxuan, Xie Zhenglei, Mao Dehua, et al. Landscape dynamics of wetlands of international importance in Dongting Lake area for 5 periods since 1980[J]. Wetland Science, 2020,18(1):40-46. ] | |
[20] | 陈昆仑, 齐漫, 王旭, 等. 1995—2015年武汉城市湖泊景观生态安全格局演化[J]. 生态学报, 2019,39(5):1725-1734. |
[ Chen Kunlun, Qi Man, Wang Xu, et al. Study of urban lake landscape ecological security pattern evolution in Wuhan, 1995-2015[J]. Acta Ecologica Sinica, 2019,39(5):1725-1734. ] | |
[21] | 焉恒琦, 朱卫红, 毛德华, 等. 长江三角洲国际重要湿地人为胁迫遥感解析[J]. 中国环境科学, 2020,40(8):3605-3615. |
[ Yan Hengqi, Zhu Weihong, Mao Dehua, et al. Landsat-based observation of human pressure to wetlands in Ramsar sites over the Yangtze River Delta[J]. China Environmental Science, 2020,40(8):3605-3615. ] | |
[22] | 张东方, 杜嘉, 陈智文, 等. 20世纪60年代以来6个时期盐城滨海湿地变化及其驱动因素研究[J]. 湿地科学, 2018,16(3):313-321. |
[ Zhang Dongfang, Du Jia, Chen Zhiwen, et al. Changes of coastal wetlands in Yancheng for 6 periods since 1960s and their driving factors[J]. Wetland Science, 2018,16(3):313-321. ] | |
[23] | 白军红, 欧阳华, 崔保山, 等. 近40年来若尔盖高原高寒湿地景观格局变化[J]. 生态学报, 2008,28(5):2245-2252. |
[ Bai Junhong, Ouyang Hua, Cui Baoshan, et al. Changes in landscape pattern of alpine wetlands on the Zoige Plateau in the past four decades[J]. Acta Ecologica Sinica, 2008,28(5):2245-2252. ] | |
[24] | 李妍妍, 王景升, 税燕萍, 等. 拉萨河源头麦地卡湿地景观格局及功能动态分析[J]. 生态学报, 2018,38(24):8700-8707. |
[ Li Yanyan, Wang Jingshen, Shui Yanping, et al. Analysis of landscape pattern and ecological service function of the Mcdika wetland reserve[J]. Acta Ecologica Sinica, 2018,38(24):8700-8707. ] | |
[25] | 周华荣. 干旱区湿地多功能景观研究的意义与前景分析[J]. 干旱区地理, 2005,28(1):16-20. |
[ Zhou Huarong. Prospect on multifunctional landscapes of marshes in arid areas[J]. Arid Land Geography, 2005,28(1):16-20. ] | |
[26] | 缑倩倩, 屈建军, 王国华, 等. 中国干旱半干旱地区湿地研究进展[J]. 干旱区研究, 2015,32(2):213-220. |
[ Gou Qianqian, Qu Jianjun, Wang Guohua, et al. Progress of wetland researches in arid and semi-arid regions in China[J]. Arid Zone Research, 2015,32(2):213-220. ] | |
[27] | 周亚军, 刘廷玺, 段利民, 等. 锡林河流域上游河谷湿地景观格局演变及其驱动力[J]. 干旱区研究, 2020,37(3):580-590. |
[ Zhou Yajun, Liu Tingxi, Duan Limin, et al. Driving force analysis and landscape pattern evolution in the upstream valley of Xilin River Basin[J]. Arid Zone Research, 2020,37(3):580-590. ] | |
[28] | 张娜, 韩小龙, 汤英, 等. 宁夏石嘴山市引黄灌区地下水时空变化特性及影响因素[J]. 干旱区研究, 2020,37(5):1124-1131. |
[ Zhang Na, Han Xiaolong, Tang Ying, et al. Temporal and spatial characteristics of groundwater and its influencing factors in the Yellow River diversion irrigation area of Ningxia Shizuishan[J]. Arid Zone Research, 2020,37(5):1124-1131. ] | |
[29] | 高祖桥, 白永平, 周亮, 等. 宁夏沿黄城市带湿地景观格局演变特征及驱动力[J]. 应用生态学报, 2020,31(10):3499-3508. |
[ Gao Zuqiao, Bai Yongping, Zhou Liang, et al. Characteristics and driving forces of wetland landscape pattern evolution of the city belt along the Yellow River in Ningxia, China[J]. Arid Zone Research, 2020,31(10):3499-3508. ] | |
[30] | Liu J, Liu M, Zhuang D, et al. Study on spatial pattern of land-use change in China during 1995-2000[J]. Science China Earth Sciences, 2003,46(4):373-384. |
[31] | 刘纪远, 匡文慧, 张增祥, 等. 20世纪80年代末以来中国土地利用变化的基本特征与空间格局[J]. 地理学报, 2014,69(1):3-14. |
[ Liu Jiyuan, Kuang Wenhui, Zhang Zenxiang, et al. Spatiotemporal characteristics, patterns and causes of land use changes in China since the late 1980s[J]. Acta Geographica Sinica, 2014,69(1):3-14. ] | |
[32] | 国家林业局《湿地公约》履约办公室. 湿地公约履约指南[M]. 北京: 中国林业出版社, 2001: 1-8. |
[ Ramsar Convention Compliance Office, State Forestry Administration. Wetland Convention Guideline[M]. Beijing: China Forestry Publishing House, 2001: 1-8. ] | |
[33] | 国家林业局湿地保护管理中心. 全国湿地资源调查与检测技术规程(试行)[M]. 北京: 中国林业出版社, 2008: 4-20. |
[ Wetland Conservation and Management Center, State Forestry Administration. Technical Rules for National Wetland Resources Survey and Monitor (Trial Implementation) [M]. Beijing: China Forestry Publishing House, 2008: 4-20. ] | |
[34] |
Benz U C, Hofmann P, Willhauck G, et al. Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2004,58(3):239-258.
doi: 10.1016/j.isprsjprs.2003.10.002 |
[35] | 陈建龙, 王语檬, 侯淑涛, 等. 面向对象和DEM的ZY-102C影像湿地提取研究[J]. 地球信息科学学报, 2015,17(9):1103-1109. |
[ Chen Jianlong, Wang Yumeng, Hou Shutao, et al. Wetland information extraction of ZY-102C image based on the Object and DEM[J]. Journal of Geo-information Science, 2015,17(9):1103-1109. ] | |
[36] | 傅伯杰, 徐延达, 吕一河. 景观格局与水土流失的尺度特征与耦合方法[J]. 地球科学进展, 2010,25(7):673-681. |
[ Fu Bojie, Xu Yanda, Lyu Yihe. Scale characteristics and coupled research of landscape pattern and soil and water loss[J]. Advances in Earth Science, 2010,25(7):673-681. ] | |
[37] | 邬建国. 景观生态学: 格局、过程、尺度与等级[M]. 北京: 高等教育出版社, 2007: 106-120. |
[ Wu Jianguo. Landscape Ecology: Pattern, Process, Scale and Hierarchy[M]. Beijing: Higher Education Press, 2007: 106-120. ] | |
[38] |
Wang X, Li Y, Chu B, et al. Spatiotemporal dynamics and driving forces of ecosystem changes: A case study of the National Barrier Zone, China[J]. Sustainability, 2020,12(16):6680.
doi: 10.3390/su12166680 |
[39] |
Xiao F, Gao G, Shen Q, et al. Spatio-temporal characteristics and driving forces of landscape structure changes in the middle reach of the Heihe River Basin from 1990 to 2015[J]. Landscape Ecology, 2019,34(4):755-770.
doi: 10.1007/s10980-019-00801-2 |
[40] | 李肇晨, 罗微, 陈永富, 等. 海南霸王岭陆均松空间分布格局及其与微生境异质性的关系[J]. 生态学报, 2015,35(8):2545-2554. |
[ Li Zhaochen, Luo Wei, Chen Yongfu, et al. The relationships between microhabitat heterogeneity and the spatial distribution of Dacrydium pectinatum in Bawangling, Hainan Island[J]. Acta Ecologica Sinica, 2015,35(8):2545-2554. ] | |
[41] | 牛振国, 张海英, 王显威, 等. 1978—2008年中国湿地类型变化[J]. 科学通报, 2012,57(16):1400-1411. |
[ Niu Zhenguo, Zhang Haiying, Wang Xianwei, et al. Mapping wetland changes in China between 1978 and 2008[J]. Chinese Science Bulletin, 2012,57(16):1400-1411. ] | |
[42] | 黄宁, 杨绵海, 林志兰, 等. 厦门市海岸带景观格局变化及其对生态安全的影响[J]. 生态学杂志, 2012,31(12):3193-3202. |
[ Huang Ning, Yang Mianhai, Lin Zhilan, et al. Landscape pattern changes of Xiamen coastal zone and their impacts on local ecological security[J]. Chinese Journal of Ecology, 2012,31(12):3193-3202. ] | |
[43] | 许吉仁, 董霁红. 南四湖湿地景观格局变化的生态系统服务价值响应[J]. 生态与农村环境学报, 2013,29(4):471-477. |
[ Xu Jiren, Dong Jihong. Response of ecosystem in service value to changes in landscape pattern of the Nansi Lake wetland[J]. Journal of Ecology and Rural Environment, 2013,29(4):471-477. ] | |
[44] | 张双双, 董斌, 杨斐, 等. 升金湖湿地景观格局变化对越冬鹤类地理分布的影响[J]. 长江流域资源与环境, 2019,28(10):2461-2470. |
[ Zhang Shuangshuang, Dong Bin, Yang Fei, et al. Influence of landscape pattern change of Shengjin Lake wetland on the geographical distribution of overwintering cranes[J]. Resources and Environment in the Yangtze Basin, 2019,28(10):2461-2470. ] | |
[45] | 王朔, 张荣群, 乔月霞. 银川平原湿地时空变化信息的可视化分析[J]. 测绘科学, 2017,42(11):56-61, 73. |
[ Wang Shuo, Zhang Rongqun, Qiao Yuexia. Visual analysis of wetland spatio-temporal variation in Yinchuan Plain[J]. Science of Surveying and Mapping, 2017,42(11):56-61, 73. ] | |
[46] |
张美美, 张荣群, 郝晋珉, 等. 基于ANN-CA的银川平原湿地景观演化驱动力情景模拟分析[J]. 地球信息科学学报, 2014,16(3):418-425.
doi: 10.3724/SP.J.1047.2014.00418 |
[ Zhang Meimei, Zhang Rongqun, Hao Jinmin, et al. The scenario simulation analysis of driving forces of wetland landscape evolution using ANN-CA in Yinchuan Plain[J]. Journal of Geo-information Science[J]. Journal of Geo-information Science 2014,16(3):418-425. ]
doi: 10.3724/SP.J.1047.2014.00418 |
|
[47] | 国家林业局. 中国湿地资源·宁夏卷[M]. 北京: 中国林业出版社, 2015: 61. |
[ State Forestry Administration. China Wetlands Resources(Ningxia Volume)[M]. Beijing: China Forestry Publishing House, 2015:61. ] |
[1] | LIU Yidan, YAO Xiaojun, LI Zongxing, HU Jiayu. Impacts of climate change and land use/cover change on the net primary productivity of vegetation in Hexi Region, Northwest China [J]. Arid Zone Research, 2024, 41(1): 169-180. |
[2] | WANG Nana,HAN Lei,LIU Lili,PENG Ling,ZHOU Peng,Ma Yunlei,Ma Jun. Water vapor transport mechanisms for varied precipitation grades during the summer half-year in Yinchuan Plain [J]. Arid Zone Research, 2023, 40(9): 1404-1413. |
[3] | LI Xiaoyu, JIA Keli, WEI Huimin, CHEN Ruihua, WANG Yijing. Prediction of soil salt content based on the random forest algorithm [J]. Arid Zone Research, 2023, 40(8): 1258-1267. |
[4] | LYU Xiaoyu, GUO Hao, MENG Xiangchen, BAO Anming, TIAN Yunfei, ZHU Li. Characterization of the evolution of drought events in China based on 3D identification [J]. Arid Zone Research, 2023, 40(6): 849-962. |
[5] | XUE Yibo, ZHANG Xiaoxiao, LEI Jiaqiang, LI Shengyu, WANG Yongdong, YOU Yuan. Spatial-temporal variability of eolian dust in Egypt, North Africa [J]. Arid Zone Research, 2023, 40(6): 896-904. |
[6] | ZOU Yi, MENG Jijun. Evaluation of an oasis-urban-desert landscape and the related eco-environmental effects in an arid area [J]. Arid Zone Research, 2023, 40(6): 988-1001. |
[7] | CHEN Jiawei, CHU Jianmin, GAN Honghao, XU Lei, GONG Shuai, LIU Hao, WANG Yingxin, YANG Hongxiao, XU Xiaoqing, QI Danhui. Asociation characteristics of Amygdalus pedunculata and the environmental factors driving them in Otindag Sandy Land [J]. Arid Zone Research, 2023, 40(5): 777-784. |
[8] | REN Liwen, WANG Xingtao, LIU Mingchun, WANG Dawei. Temporal and Spatial changes and the driving factors of vegetation NPP in Shiyang River Basin [J]. Arid Zone Research, 2023, 40(5): 818-828. |
[9] | WU Yueting, GUO Lidan, JING Peiran, HUANG Feng, WANG Haoxuan. Coupling relationship and spatiotemporal differentiation of the water-energy-food-ecology nexus in five Central Asian countries [J]. Arid Zone Research, 2023, 40(4): 573-582. |
[10] | WANG Peng, QIN Sitong, HU Huirong. Spatial-temporal evolution characteristics of land use change and habitat quality in the Lhasa River Basin over the past three decades [J]. Arid Zone Research, 2023, 40(3): 492-503. |
[11] | DONG Hanlin, WANG Wenting, XIE Yun, Aydana YESINALI, JIANG Yuantian, XU Jiaqi. Climate dry-wet conditions, changes, and their driving factors in Xinjiang [J]. Arid Zone Research, 2023, 40(12): 1875-1884. |
[12] | MAN Duoqing, LI Delu, LIU Mingcheng, ZHANG Dekui, TANG Jinnian, CHEN Fang, FU Guiquan, YANG Xuemei, DING feng. Vegetation change characteristic research of different evolution stages in Minqin Xishawo desert areas [J]. Arid Zone Research, 2023, 40(12): 1949-1958. |
[13] | HUANG Ying, WANG Suyan, MA Yang, WANG Dai, ZHANG Wen, WANG Fan. Change characteristics and circulation anomaly analysis of cold wave in Ningxia over the past 60 years [J]. Arid Zone Research, 2023, 40(11): 1718-1728. |
[14] | DANG Hui, RONG Lihua, LI Yitong, ZHAO Mingjun. Spatiotemporal evolution characteristics and influencing factors of production-living-ecological spaces in the farming-pastoral ecotone: Taking Hohhot of Inner Mongolia as an example [J]. Arid Zone Research, 2023, 40(10): 1698-1706. |
[15] | ZHANG Haochen,SA Chula,MENG Fanhao,LUO Min,WANG Mulan,GAO Hongdou,ADIYA Saruulzaya. Dynamic changes and driving factors of the surface freeze-thaw index in Inner Mongolia [J]. Arid Zone Research, 2022, 39(6): 1996-2008. |
|