Journal of Geographical Sciences ›› 2019, Vol. 29 ›› Issue (4): 581-597.doi: 10.1007/s11442-019-1616-z
• Research Articles • Previous Articles Next Articles
Guofeng XIAO1,2,3(), Xiufang ZHU1,2,3,*(
), Chenyao HOU2, Xingsheng XIA1
Received:
2018-09-10
Accepted:
2018-11-08
Online:
2019-04-25
Published:
2019-04-12
Contact:
Xiufang ZHU
E-mail:xiao_gf@mail.bnu.edu.cn;zhuxiufang@bnu.edu.cn
About author:
Author: Xiao Guofeng, Master Candidate, specialized in land use change monitoring research. E-mail:
Supported by:
Guofeng XIAO, Xiufang ZHU, Chenyao HOU, Xingsheng XIA. Extraction and analysis of abandoned farmland:A case study of Qingyun and Wudi counties in Shandong Province[J].Journal of Geographical Sciences, 2019, 29(4): 581-597.
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
Table 1
Image acquisition time and classification accuracy"
Year | Date (month-day) | Date of base image | Overall accuracy (%) | Year | Date (month-day) | Date of base image | Overall accuracy (%) | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
Date1 | Date2 | Date1 | Date2 | Date1 | Date2 | Date1 | Date2 | ||||
1990 | 0506 | 0911 | 0911 | 92.5 | 94.2 | 2004 | 0528 | 1003 | 1003 | 87.5 | 89.1 |
1991 | 0509 | 1006 | 0509 | 90.3 | 84.3 | 2005 | 0515 | 0904 | 0904 | 87.7 | 89.9 |
1992 | 0527 | 1018 | 1018 | 91.7 | 91.8 | 2006 | 0502 | 0907 | 0907 | 89.1 | 90.4 |
1993 | 0514 | 0903 | 0903 | 86.0 | 92.1 | 2007 | 0505 | 0809 | 0809 | 84.0 | 90.9 |
1994 | 0517 | 0906 | 0517 | 92.6 | 91.4 | 2008 | 0608 | 0827 | 0827 | 84.2 | 88.3 |
1995 | 0504 | 0824 | 0504 | 93.7 | 88.4 | 2009 | 0526 | 0830 | 0830 | 86.9 | 89.2 |
1996 | 0522 | 1013 | 0522 | 86.4 | 83.5 | 2010 | 0427 | 0614 | 0427 | 90.1 | 86.4 |
1997 | 0423 | 1016 | 1016 | 85.3 | 88.7 | 2011 | 0516 | 0820 | 0820 | 86.8 | 86.9 |
1998 | 0528 | 0629 | 0629 | 85.2 | 85.2 | 2012 | 0527 | 0928 | 0928 | 89.6 | 90.2 |
1999 | 0429 | 0803 | 0803 | 90.4 | 92.4 | 2013 | 0521 | 0825 | 0825 | 84.1 | 91.1 |
2000 | 0501 | 0906 | 0906 | 85.3 | 88.6 | 2014 | 0508 | 0929 | 0929 | 86.5 | 90.9 |
2001 | 0418 | 0909 | 0909 | 87.0 | 92.2 | 2015 | 0425 | 0815 | 0815 | 87.9 | 90.0 |
2002 | 0710 | 1014 | 0710 | 91.7 | 86.4 | 2016 | 0513 | 1004 | 0513 | 91.4 | 84.2 |
2003 | 0627 | 0915 | 0915 | 88.8 | 91.1 | 2017 | 0516 | 1023 | 1023 | 91.5 | 91.4 |
Table 2
Abandoned farmland statistics in Qingyun and Wudi counties of 1992-2017"
Year | Abandonment area (ha) | Abandonment rate (%) | Year | Abandonment area (ha) | Abandonment rate (%) |
---|---|---|---|---|---|
1992 | 3526.74 | 3.44 | 2005 | 2564.73 | 2.50 |
1993 | 2355.03 | 2.30 | 2006 | 3287.61 | 3.21 |
1994 | 286.47 | 0.28 | 2007 | 2998.8 | 2.92 |
1995 | 650.34 | 0.63 | 2008 | 2850.75 | 2.78 |
1996 | 4372.47 | 4.26 | 2009 | 1851.66 | 1.81 |
1997 | 5503.86 | 5.37 | 2010 | 1307.16 | 1.27 |
1998 | 5288.40 | 5.16 | 2011 | 1519.11 | 1.48 |
1999 | 2255.31 | 2.20 | 2012 | 2418.12 | 2.36 |
2000 | 1097.01 | 1.07 | 2013 | 341.46 | 0.33 |
2001 | 628.02 | 0.61 | 2014 | 292.59 | 0.29 |
2002 | 842.04 | 0.82 | 2015 | 1285.74 | 1.25 |
2003 | 356.31 | 0.35 | 2016 | 226.44 | 0.22 |
2004 | 650.43 | 0.63 | 2017 | 263.97 | 0.26 |
Table 3
Abandoned farmland area for the duration of abandonment in Qingyun and Wudi counties"
Abandonment duration (year) | Abandonment area (ha) | Abandonment duration (year) | Abandonment area (ha) | Abandonment duration (year) | Abandonment area (ha) |
---|---|---|---|---|---|
1 | 11183.67 | 6 | 501.21 | 11 | 17.64 |
2 | 5278.32 | 7 | 288.9 | 12 | 8.46 |
3 | 2846.25 | 8 | 159.21 | 13 | 4.5 |
4 | 1587.15 | 9 | 82.26 | 14 | 1.44 |
5 | 910.17 | 10 | 40.86 | 15 | 0.99 |
Table 4
Statistics of abandoned farmland reclamation in Qingyun and Wudi counties of 1993-2017"
Year | Reclamation area (ha) | Reclamation rate (%) | Year | Reclamation area (ha) | Reclamation rate (%) |
---|---|---|---|---|---|
1993 | 1607.31 | 45.57 | 2006 | 431.28 | 16.82 |
1994 | 1539.09 | 65.35 | 2007 | 603.72 | 18.36 |
1995 | 89.10 | 31.10 | 2008 | 2022.30 | 67.44 |
1996 | 217.08 | 33.38 | 2009 | 1252.89 | 43.95 |
1997 | 1063.80 | 24.33 | 2010 | 281.79 | 15.22 |
1998 | 852.30 | 15.49 | 2011 | 141.66 | 10.84 |
1999 | 1010.52 | 19.11 | 2012 | 759.15 | 49.97 |
2000 | 1381.68 | 61.26 | 2013 | 1056.69 | 43.70 |
2001 | 266.49 | 24.29 | 2014 | 19.17 | 5.61 |
2002 | 28.98 | 4.61 | 2015 | 20.52 | 7.01 |
2003 | 400.68 | 47.58 | 2016 | 354.78 | 27.59 |
2004 | 183.69 | 51.55 | 2017 | 99.36 | 43.88 |
2005 | 141.30 | 21.72 |
[1] |
Alcantara C, Kuemmerle T, Baumann Met al., 2013. Mapping the extent of abandoned farmland in Central and Eastern Europe using MODIS time series satellite data.Environmental Research Letters, 8(3): 1345-1346.
doi: 10.1088/1748-9326/8/3/035035 |
[2] |
Alcantara C, Kuemmerle T, Prishchepov A Vet al., 2012. Mapping abandoned agriculture with multi-temporal MODIS satellite data.Remote Sensing of Environment, 124(2): 334-347.
doi: 10.1016/j.rse.2012.05.019 |
[3] |
Bakker M M, Govers G, Doorn A Vet al., 2008. The response of soil erosion and sediment export to land-use change in four areas of Europe: The importance of landscape pattern.Geomorphology, 98(3/4): 213-226.
doi: 10.1016/j.geomorph.2006.12.027 |
[4] |
Batllebayer L, Batjes N H, Bindraban P S, 2010. Changes in organic carbon stocks upon land use conversion in the Brazilian Cerrado: A review.Agriculture Ecosystems & Environment, 137(1): 47-58.
doi: 10.1016/j.agee.2010.02.003 |
[5] |
Baumann M, Kuemmerle T, Elbakidze Met al., 2011. Patterns and drivers of post-socialist farmland abandonment in Western Ukraine.Land Use Policy, 28(3): 552-562.
doi: 10.1016/j.landusepol.2010.11.003 |
[6] | Breiman L, Friedman J H, Olshen Ret al., 1984. Classification and regression trees.Biometrics, 40(3): 358. |
[7] |
Chen Yun, Dai Jinfang, Li Junjie, 2008. CART-based decision tree classifier using multi-feature of image and its application.Geography and Geo-Information Science, 24(2): 33-36. (in Chinese)
doi: 10.3724/SP.J.1047.2008.00128 |
[8] | Cheng W F, 2011. Study on remote sensing survey method of abandoned farmland in South China [D]. Beijing: University of Chinese Academy of Sciences. (in Chinese) |
[9] | Du W W, Xing H Y, Wang L H, 2015. Investigation on the problem of abandoned farmland in Qingyun County of Shandong Province.Rural Economy and Science-Technology, 26(11): 25-27. (in Chinese) |
[10] |
Estel S, Kuemmerle T, Alcántara C,et al., 2015. Mapping farmland abandonment and recultivation across Europe using MODIS NDVI time series.Remote Sensing of Environment, 163: 312-325.
doi: 10.1016/j.rse.2015.03.028 |
[11] | Hou Y K, Duan S G, Zhao S, 2004. Main Tree Species for Conversion of Cropland to Forest in China. Beijing: China Agricultural Press. (in Chinese) |
[12] | Huang L M, Zhang A L, Liu C W, 2008. Research on the agriculture land abandoning and its quantitative description.Journal of Xianning University, 28(3): 113-116, 121. (in Chinese) |
[13] |
Kuemmerle T, Müller D, Griffiths Pet al., 2009. Land use change in Southern Romania after the collapse of socialism.Regional Environmental Change, 9(1): 1-12.
doi: 10.1007/s10113-008-0050-z |
[14] | Lei H, 2016. The cultivated farmland abandonment and risk assessment based on characteristics of abandoned farmland: Illustrated by the case of Shehong Tuopai Town and Three Others [D]. Chengdu: Sichuan Normal University. (in Chinese) |
[15] | Li J X, Lu J F, 1994. Investigation report on abandoned farmland in Shandong Province.Management of Rural Cooperative Economy, (8): 35-36. (in Chinese) |
[16] |
Li S F, Li X B, 2016. Progress and prospect on farmland abandonment.Acta Geographica Sinica, 71(3): 370-389. (in Chinese)
doi: 10.11821/dlxb201603002 |
[17] |
Li S F, Li X B, 2017. Global understanding of farmland abandonment: A review and prospects.Journal of Geographical Sciences, 27(9): 1123-1150.
doi: 10.1007/s11442-017-1426-0 |
[18] | Li S F, Li X B, 2018. Economic characteristics and the mechanism of farmland marginalization in mountainous areas of China.Acta Geographica Sinica, 73(5): 803-817. (in Chinese) |
[19] | Li X B, Zhao Y L, 2011. Forest transition, agricultural land marginalization and ecological restoration.China Population Resources and Environment, 21(10): 91-95. (in Chinese) |
[20] | Ma L L, 2010. Probe into the reasons of farmland abandoned in semi-arid regions based on remote sensing and the investigation of peasant household: A case study of Hollinger County in Inner Mongolia [D]. Huhhot: Inner Mongolia Normal University. (in Chinese) |
[21] | Ma X, Wang X Y, Hu B, 2017. The cart automatic decision tree to multi-source remote sensing image classification based on ENVI: Taking Beijing as an example.Ningxia Engineering Technology, 16(1): 63-66. (in Chinese) |
[22] |
Macdonald D, Crabtree J R, Wiesinger Get al., 2000. Agricultural abandonment in mountain areas of Europe: Environmental consequences and policy response.Journal of Environmental Management, 59(1): 47-69.
doi: 10.1006/jema.1999.0335 |
[23] |
Molinillo M, Lasanta T, Garcia-Ruiz J M, 1997. Research: managing mountainous degraded landscapes after farmland abandonment in the Central Spanish Pyrenees.Environmental Management, 21(4): 587-598.
doi: 10.1007/s002679900051 |
[24] |
Niu J Q, Lin H, Niu Y Net al., 2017. Analysis of spatial pattern and driving factors for abandoned arable lands in underdevelopment region.Transactions of the Chinese Society of Agricultural Machinery, 48(2): 141-149. (in Chinese)
doi: 10.6041/j.issn.1000-1298.2017.02.019 |
[25] | Qi M H, 2009. Current situation and countermeasures of farmland protection in China.Agriculture & Technology, 29(3): 1-3. (in Chinese) |
[26] |
Queiroz C, Beilin R, Folke C,et al., 2014. Farmland abandoned: Threat or opportunity for biodiversity conservation? A global review.Frontiers in Ecology and the Environment, 12(5): 288-296.
doi: 10.1890/120348 |
[27] | Shao J A, Zhang S C, Li X B, 2015. The role of rural farmland transfer in preventing farmland abandonment in the mountainous areas. Journal of Geographical Sciences, 70(4): 636-649. (in Chinese) |
[28] | Shi T C, 2015. Research on farmland abandonment scale and influencing factors in Chongqing mountain area [D]. Beijing: University of Chinese Academy of Sciences. (in Chinese) |
[29] |
Shi T C, Xu X H, 2016. Extraction and validation of abandoned farmland parcel in typical counties of Chongqing.Transactions of the Chinese Society of Agricultural Engineering, 32(24): 261-267. (in Chinese)
doi: 10.11975/j.issn.1002-6819.2016.24.035 |
[30] |
Smaliychuk A, Müller D, Prishchepov A Vet al., 2016. Recultivation of abandoned agricultural lands in Ukraine: Patterns and drivers.Global Environmental Change, 38: 70-81.
doi: 10.1016/j.gloenvcha.2016.02.009 |
[31] | Vuichard N, Ciais P, Belelli Let al., 2008. Carbon sequestration due to the abandoned of agriculture in the former USSR since 1990.Global Biogeochemical Cycles, 22(4): 1417-1430. |
[32] |
Yusoff N M, Muharam F M, Khairunniza-Bejo S, 2017. Towards the use of remote-sensing data for monitoring of abandoned oil palm lands in Malaysia: A semi-automatic approach.International Journal of Remote Sensing, 38(2): 432-449.
doi: 10.1080/01431161.2016.1266111 |
[33] |
Zhang Y, Li X, Song W, 2014. Determinants of cropland abandoned at the parcel, household and village levels in mountain areas of China: A multi-level analysis.Land Use Policy, 41(4): 186-192.
doi: 10.1016/j.landusepol.2014.05.011 |
[34] | Zhao P, Fu Y F, Zheng L G,et al., 2005. CART based land use/cover classification of remote sensing images.Journal of Remote Sensing, 9(6): 708-716. |
[1] | LIU Xiaojing, LIU Dianfeng, ZHAO Hongzhuo, HE Jianhua, LIU Yaolin. Exploring the spatio-temporal impacts of farmland reforestation on ecological connectivity using circuit theory: A case study in the agro-pastoral ecotone of North China [J]. Journal of Geographical Sciences, 2020, 30(9): 1419-1435. |
[2] | LIU Ruiqing, XU Hao, LI Jialin, PU Ruiliang, SUN Chao, CAO Luodan, JIANG Yimei, TIAN Peng, WANG Lijia, GONG Hongbo. Ecosystem service valuation of bays in East China Sea and its response to sea reclamation activities [J]. Journal of Geographical Sciences, 2020, 30(7): 1095-1116. |
[3] | LIU Wenchao, LIU Jiyuan, KUANG Wenhui. Spatio-temporal characteristics of soil protection efforts of the Grain for Green Project in northern Shaanxi Province [J]. Journal of Geographical Sciences, 2020, 30(3): 401-422. |
[4] | YU Wanhui, ZHANG Lijuan, ZHANG Hongwen, JIANG Lanqi, ZHANG Ankang, Pan Tao. Effect of farmland expansion on drought over the past century in Songnen Plain, Northeast China [J]. Journal of Geographical Sciences, 2020, 30(3): 439-454. |
[5] | Shengfa LI, Xiubin LI. The mechanism of farmland marginalization in Chinese mountainous areas: Evidence from cost and return changes [J]. Journal of Geographical Sciences, 2019, 29(4): 531-548. |
[6] | Xinyuan LIANG, Yangbing LI. Spatiotemporal features of farmland scaling and the mechanisms that underlie these changes within the Three Gorges Reservoir Area [J]. Journal of Geographical Sciences, 2019, 29(4): 563-580. |
[7] | Guofeng ZHU, Hanxiong PAN, Yu ZHANG, Huiwen GUO, Leilei YONG, Qiaozhuo WAN, Huiying MA, Sen LI. Relative soil moisture in China’s farmland [J]. Journal of Geographical Sciences, 2019, 29(3): 334-350. |
[8] | DING Xiaosong, SHAN Xiujuan, CHEN Yunlong, JIN Xianshi, MUHAMMED Forruq Rahman. Dynamics of shoreline and land reclamation from 1985 to 2015 in the Bohai Sea, China [J]. Journal of Geographical Sciences, 2019, 29(12): 2031-2046. |
[9] | Kun QIAO, Wenquan ZHU, Deyong HU, Ming HAO, Shanshan CHEN, Shisong CAO. Examining the distribution and dynamics of impervious surface in different function zones in Beijing [J]. Journal of Geographical Sciences, 2018, 28(5): 669-684. |
[10] | Shengfa LI, Xiubin LI. Global understanding of farmland abandonment: A review and prospects [J]. Journal of Geographical Sciences, 2017, 27(9): 1123-1150. |
[11] | Lili JIANG, Qizhang LIANG, Qingwen QI, Yanjun YE, Xun LIANG. The heritage and cultural values of ancient Chinese maps [J]. Journal of Geographical Sciences, 2017, 27(12): 1521-1540. |
[12] | Lei KANG, Li Ma, Yi LIU. Evaluation of farmland losses from sea level rise and storm surges in the Pearl River Delta region under global climate change [J]. Journal of Geographical Sciences, 2016, 26(4): 439-456. |
[13] | Jing’an SHAO, Shichao ZHANG, Xiubin LI. Effectiveness of farmland transfer in alleviating farmland abandonment in mountain regions [J]. Journal of Geographical Sciences, 2016, 26(2): 203-218. |
[14] | Jing’an SHAO, Shichao ZHANG, Xiubin LI. Farmland marginalization in the mountainous areas: Characteristics, influencing factors and policy implications [J]. Journal of Geographical Sciences, 2015, 25(6): 701-722. |
[15] | Guosong ZHAO, Jiyuan LIU, Wenhui KUANG, Zhiyun OUYANG, Zhenglei XIE. Disturbance impacts of land use change on biodiversity conservation priority areas across China: 1990-2010 [J]. Journal of Geographical Sciences, 2015, 25(5): 515-529. |
|