地理科学进展 ›› 2020, Vol. 39 ›› Issue (3): 443-453.doi: 10.18306/dlkxjz.2020.03.009
收稿日期:
2019-04-09
修回日期:
2019-10-14
出版日期:
2020-03-28
发布日期:
2020-05-28
通讯作者:
李飞
作者简介:
周美君(1996— ),女,陕西榆林人,硕士生,主要从事生态系统服务权衡研究。E-mail: 979530303@qq.com
基金资助:
ZHOU Meijun1, LI Fei1,2,*(), SHAO Jiaqi1, YANG Haijuan1
Received:
2019-04-09
Revised:
2019-10-14
Online:
2020-03-28
Published:
2020-05-28
Contact:
LI Fei
Supported by:
摘要:
玉米作为中国第一大粮食作物,探究其生产潜力在气候变化背景下的时空变化特征对中国有效应对气候变化具有重要意义。论文结合全球农业生态区模型、极点对称模态分解方法和集对分析方法,探讨了中国玉米生产潜力的周期性波动特征及长期变化趋势,进而分析了其空间格局演变过程。结果表明:1960—2010年间,中国玉米生产潜力呈增加趋势,由1960年代的9.10亿t增至2000年代的9.45亿t左右。在年际尺度上,中国玉米生产潜力主要以准3 a和准5 a的周期进行波动;在年代际尺度上,存在准10 a和准20 a的波动周期。其中,准3 a的周期波动是中国玉米生产潜力长时间变化的最主要特征,这主要是受年降水量变化的影响。从空间格局来看,中国玉米生长适宜区主要集中在加格达奇—锡林浩特—临河—西宁—天水—中甸沿线以东;1960—2000年间,玉米生产潜力界线在中国东北部和临河—西宁沿线发生了较为明显的移动。华北平原、辽河平原、四川盆地等地区的玉米单产潜力变化趋势具有较强的一致性,松嫩平原、三江平原、关中盆地、长江中下游平原等地区的玉米单产潜力变化过程与上述地区恰好相反。在这2类地区,玉米单产潜力的变化均较显著,但变化方向在年代际尺度上具有交替性。
周美君, 李飞, 邵佳琪, 杨海娟. 气候变化背景下中国玉米生产潜力变化特征[J]. 地理科学进展, 2020, 39(3): 443-453.
ZHOU Meijun, LI Fei, SHAO Jiaqi, YANG Haijuan. Change characteristics of maize production potential under the background of climate change in China[J]. PROGRESS IN GEOGRAPHY, 2020, 39(3): 443-453.
表1
玉米生产潜力和各气候要素的变化周期和方差贡献率"
分量 | 指标 | 玉米生产潜力 | Pre | Rad | Rhu | Tmn | Tmx | Wdf | Wnd |
---|---|---|---|---|---|---|---|---|---|
IMF1 | 周期/a | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
方差贡献率/% | 62.7 | 61.3 | 29.4 | 38.0 | 7.5 | 22.1 | 44.7 | 2.9 | |
IMF2 | 周期/a | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
方差贡献率/% | 16.4 | 20.3 | 15.0 | 20.9 | 5.0 | 8.1 | 13.5 | 1.3 | |
IMF3 | 周期/a | 10 | 10 | 10 | 7 | 10 | 10 | 10 | 13 |
方差贡献率/% | 10.0 | 14.6 | 6.2 | 18.8 | 1.2 | 4.7 | 11.9 | 2.8 | |
IMF4 | 周期/a | 20 | 15 | 15 | 17 | ||||
方差贡献率/% | 9.0 | 1.8 | 19.0 | 2.9 | |||||
IMF5 | 周期/a | 20 | 20 | ||||||
方差贡献率/% | 0.1 | 1.8 | |||||||
R | 方差贡献率/% | 1.9 | 0.9 | 49.3 | 1.5 | 86.3 | 65.1 | 27.0 | 93.0 |
表2
影响玉米生产潜力周期性波动的气候要素"
周期 | 气候要素 | 方差贡献率βjk/% | Uij | 影响度φij/% |
---|---|---|---|---|
IMF1 (准3 a) | Pre IMF1 | 61.3 | 0.4387 | 33.60 |
Rad IMF1 | 29.4 | 0.1283 | 9.82 | |
Rhu IMF1 | 38.0 | 0.2589 | 19.83 | |
Tmn IMF1 | 7.5 | 0.0445 | 3.41 | |
Tmx IMF1 | 22.1 | 0.1213 | 9.29 | |
Wdf IMF1 | 44.7 | 0.3002 | 22.99 | |
Wnd IMF1 | 2.9 | 0.0138 | 1.06 | |
IMF2 (准5 a) | Pre IMF2 | 20.3 | 0.1234 | 25.69 |
Rad IMF2 | 15.0 | 0.0772 | 16.07 | |
Rhu IMF2 | 20.9 | 0.1332 | 27.73 | |
Tmn IMF2 | 5.0 | 0.0270 | 5.61 | |
Tmx IMF2 | 8.1 | 0.0433 | 9.01 | |
Wdf IMF2 | 13.5 | 0.0695 | 14.47 | |
Wnd IMF2 | 1.3 | 0.0068 | 1.42 | |
IMF3 (准10 a) | Pre IMF3 | 14.6 | 0.1124 | 43.64 |
Rad IMF3 | 6.2 | 0.0340 | 13.22 | |
Tmn IMF3 | 1.2 | 0.0085 | 3.29 | |
Tmx IMF3 | 4.7 | 0.0396 | 15.39 | |
Wdf IMF3 | 11.9 | 0.0630 | 24.47 | |
IMF4 (准20 a) | Pre IMF5 | 0.1 | 0.0002 | 2.33 |
Rhu IMF5 | 1.8 | 0.0099 | 97.67 |
[1] | 何奇瑾, 周广胜 . 我国夏玉米潜在种植分布区的气候适宜性研究[J]. 地理学报, 2011,66(11):1443-1450. |
[ He Qijin, Zhou Guangsheng . Climatic suitability of potential summer maize planting zones in China. Acta Geographica Sinica, 2011,66(11):1443-1450. ] | |
[2] | 谭杰扬, 李正国, 杨鹏 , 等. 基于作物空间分配模型的东北三省春玉米时空分布特征[J]. 地理学报, 2014,69(3):353-364. |
[ Tan Jieyang, Li Zhengguo, Yang Peng , et al. Spatiotemporal changes of maize sown area and yield in Northeast China between 1980 and 2010 using spatial production allocation model. Acta Geographica Sinica, 2014,69(3):353-364. ] | |
[3] | 陈欢, 王全忠, 周宏 . 中国玉米生产布局的变迁分析[J]. 经济地理, 2015,35(8):165-171. |
[ Chen Huan, Wang Quanzhong, Zhou Hong . Empirical analysis of corn spatial distribution variation in China. Economic Geography, 2015,35(8):165-171. ] | |
[4] | IPCC. Climate change 2014 [M]. Cambridge, UK: Cambridge University Press, 2014. |
[5] | 秦大河 . 气候变化科学与人类可持续发展[J]. 地理科学进展, 2014,33(7):874-883. |
[ Qin Dahe . Climate change science and sustainable development. Progress in Geography, 2014,33(7):874-883. ] | |
[6] | Bocchiola D, Nana E, Soncini A . Impact of climate change scenarios on crop yield and water footprint of maize in the Po Valley of Italy[J]. Agricultural Water Management, 2013,116(2):50-61. |
[7] | Chen Y, Han X, Si W , et al. An assessment of climate change impacts on maize yields in Hebei Province of China [J]. Science of the Total Environment, 2017, 581- 582:507-517. |
[8] | 秦雅, 刘玉洁, 葛全胜 . 气候变化背景下1981—2010年中国玉米物候变化时空分异[J]. 地理学报, 2018,73(5):906-916. |
[ Qin Ya, Liu Yujie, Ge Quansheng . Spatiotemporal variations in maize phenology of China under climate change from 1981 to 2010. Acta Geographica Sinica, 2018,73(5):906-916. ] | |
[9] | Li F, Li Y, Ma S . Regional difference of grain production potential change and its influencing factors[J]. Journal of Agricultural Science, 2019,156(9):1-11. |
[10] | Liu L, Xu X, Chen X . Assessing the impact of urban expansion on potential crop yield in China during 1990-2010[J]. Food Security, 2015,7:33-43. |
[11] | Xu X, Wang L, Cai H , et al. The influences of spatiotemporal change of cultivated land on food crop production potential in China[J]. Food Security, 2017,9:485-495. |
[12] | 钟新科, 刘洛, 宋春桥 , 等. 1981年至2010年中国东北地区春玉米气候潜力时空变化分析[J]. 资源科学, 2012,34(11):2164-2169. |
[ Zhong Xinke, Liu Luo, Song Chunqiao , et al. Temporal-spatial variation of spring maize climatic productivity from 1981 to 2010 in Northeastern China. Resources Science, 2012,34(11):2164-2169. ] | |
[13] | 杜国明, 张露洋, 徐新良 , 等. 近50年气候驱动下东北地区玉米生产潜力时空演变分析[J]. 地理研究, 2016,35(5):864-874. |
[ Du Guoming, Zhang Luyang, Xu Xinliang , et al. Spatial-temporal characteristics of maize production potential change under the background of climate change in Northeast China over the past 50 years. Geographical Research, 2016,35(5):864-874. ] | |
[14] | 葛亚宁, 刘洛, 徐新良 , 等. 近50 a气候变化背景下我国玉米生产潜力时空演变特征[J]. 自然资源学报, 2015,30(5):784-795. |
[ Ge Yaning, Liu Luo, Xu Xinliang , et al. Temporal and spatial variations of Chinese maize production potential on the background of climate change during 1960-2010. Journal of Natural Resources, 2015,30(5):784-795. ] | |
[15] | Schlesinger M E, Ramankutty N . An oscillation in the global climate system of period 65-70 years[J]. Nature, 1994,367:723-726. |
[16] | Plaut G, Ghil M, Vautard R . Interannual and interdecadal variability in 335 years of central England temperatures[J]. Science, 1995,268:710-713. |
[17] | Ding Y, Wang Z, Sun Y . Inter-decadal variation of the summer precipitation in East China and its association with decreasing Asian summer monsoon. Part I: Observed evidences[J]. International Journal of Climatology, 2008,28(9):1139-1161. |
[18] | Liu Y, Yu D, Su Y , et al. Quantifying the effect of trend, fluctuation, and extreme event of climate change on ecosystem productivity[J]. Environmental Monitoring & Assessment, 2014,186(12):8473-8486. |
[19] | Wang Z, Shi P, Zhang Z , et al. Separating out the influence of climatic trend, fluctuations, and extreme events on crop yield: A case study in Hunan Province, China[J]. Climate Dynamics, 2017,3:1-19. |
[20] | 刘会玉, 林振山, 张明阳 . 基于EMD的我国粮食产量波动及其成因多尺度分析[J]. 自然资源学报, 2005,20(5):745-751. |
[ Liu Huiyu, Lin Zhenshan, Zhang Mingyang . Analysis on the fluctuation of grain output in China and its causes at multi-time scale based on Empirical Mode Decomposition Method. Journal of Natural Resources, 2005,20(5):745-751. ] | |
[21] | 刘忠, 黄峰, 李保国 . 基于经验模态分解的中国粮食单产波动特征及影响因素[J]. 农业工程学报, 2015,31(2):7-13. |
[ Liu Zhong, Huang Feng, Li Baoguo . Analysis on characteristics and influential factors of grain yield fluctuation in China based on empirical mode decomposition. Transactions of the CSAE, 2015,31(2):7-13. ] | |
[22] | Hutchinson M F . Interpolation of rainfall data with thin plate smoothing splines. Part I: Two dimensional smoothing of data with short range correlation[J]. Journal of Geographic Information and Decision Analysis, 1998,2(2):139-151. |
[23] | Hutchinson M F . Interpolation of rainfall data with thin plate smoothing splines. Part II: Analysis of topographic dependence[J]. Journal of Geographic Information and Decision Analysis, 1998,2(2):152-167. |
[24] | IIASA/FAO. Global agro-ecological zones (GAEZ v3.0)[M]. Laxenburg, Austria: IIASA and Rome, Italy: FAO, 2010. |
[25] | Fischer G, Sun L . Model based analysis of future land-use development in China[J]. Agriculture Ecosystems and Environment, 2001,85(1-3):163-176. |
[26] | Fischer G, Shah M, Velthuizen H , et al. Agro-ecological zones assessments[M]. Oxford, UK: Eolss Publishers, 2006. |
[27] | Li F, Zhang S, Zhang Y , et al. Changes of grain production potential in farming-pastoral ecotone: A case study in West Jilin, China[J]. Journal of Agricultural Science, 2018,156:151-161. |
[28] | 刘洛, 徐新良, 刘纪远 , 等. 1990—2010年中国耕地变化对粮食生产潜力的影响[J]. 地理学报, 2014,69(12):1767-1778. |
[ Liu Luo, Xu Xinliang, Liu Jiyuan , et al. Impact of farmland changes on production potential in China during 1990-2010. Acta Geographica Sinica, 2014,69(12):1767-1778. ] | |
[29] | 王金良, 李宗军 . 极点对称模态分解方法 [M]. 北京: 高等教育出版社, 2015. |
[ Wang Jinliang, Li Zongjun. Extreme-point symmetric mode decomposition method. Beijing, China: Higher Education Press, 2015. ] | |
[30] | Klionsky D M, Oreshko N I, Geppener V V . Empirical mode decomposition in segmentation and clustering of slowly and fast changing non- stationary signals[J]. Pattern Recognition and Image Analysis, 2009,19(1):14-29. |
[31] | 赵克勤 . 集对分析及其初步应用 [M]. 杭州: 浙江科学技术出版社, 2000. |
[ Zhao Keqin. Set pair analysis and its preliminary application. Hangzhou, China: Zhejiang Science and Technology Press, 2000. ] | |
[32] | 艾秀 . 2001年北半球大气环流特征及其对中国气候异常的影响[J]. 气象, 2002,28(4):21-24. |
[ Ai Xiu . General circulation over the Northern Hemisphere in 2001 and its impact on the climate in China. Meteorological Monthly, 2002,28(4):21-24. ] | |
[33] | Kassie B T, Ittersum M K V, Hengsdijk H , et al. Climate-induced yield variability and yield gaps of maize (Zea mays L.) in the Central Rift Valley of Ethiopia[J]. Field Crops Research, 2014,160:41-53. |
[34] | Wang W C, Li K . Precipitation fluctuation over semiarid region in northern China and the relationship with El Niño/Southern Oscillation[J]. Journal of Climate, 1990,3(7):769-783. |
[35] | Yang F, Lau K M . Trend and variability of China precipitation in spring and summer: Linkage to sea-surface temperatures[J]. International Journal of Climatology, 2004,24(13):1625-1644. |
[36] | Liang L, Li L, Liu Q . Precipitation variability in Northeast China from 1961 to 2008[J]. Journal of Hydrology, 2011,404(1-2):67-76. |
[37] | Chen J, Wen Z, Wu R , et al. Influences of northward propagating 25-90-day and quasi-biweekly oscillations on eastern China summer rainfall[J]. Climate Dynamics, 2015,45(1-2):105-124. |
[38] | Ballesteros J, García-Llamas C, Ramírez M C , et al. Low relative humidity increases haploid production in durum wheat X maize crosses[J]. Plant Breeding, 2010,122(3):276-278. |
[1] | 邓国富, 李明启. 树轮密度对气候的响应及重建研究进展[J]. 地理科学进展, 2021, 40(2): 343-356. |
[2] | 陈卓, 梁宜, 金凤君. 基于陆路综合交通系统的中国城市网络通达性模拟及其对区域发展格局的影响[J]. 地理科学进展, 2021, 40(2): 183-193. |
[3] | 姜宛贝, 刘卫东, 刘志高, 韩梦瑶. 中国化石能源燃烧碳排放强度非均衡性及其演变的驱动力分析[J]. 地理科学进展, 2020, 39(9): 1425-1435. |
[4] | 敖雪, 翟晴飞, 崔妍, 周晓宇, 沈历都, 赵春雨, 宁喜龙. 基于EOF分解的辽宁省城市化气候效应检测[J]. 地理科学进展, 2020, 39(9): 1532-1543. |
[5] | 胡国建, 陆玉麒. 基于企业视角的城市网络研究进展、思考和展望[J]. 地理科学进展, 2020, 39(9): 1587-1596. |
[6] | 朱晟君, 黄永源, 胡晓辉. 多尺度视角下的产业价值链与空间升级研究框架与展望[J]. 地理科学进展, 2020, 39(8): 1367-1384. |
[7] | 杜欣儒, 路紫, 李仁杰, 董雅晴, 高伟. 中国枢纽机场时间延误成本估算与航线影响分析及中美比较[J]. 地理科学进展, 2020, 39(7): 1160-1171. |
[8] | 周国华, 张汝娇, 贺艳华, 戴柳燕, 张丽. 论乡村聚落优化与乡村相对贫困治理[J]. 地理科学进展, 2020, 39(6): 902-912. |
[9] | 谭雪兰, 蒋凌霄, 王振凯, 安悦, 陈敏, 任辉. 地理学视角下的中国乡村贫困——源起、进展与展望[J]. 地理科学进展, 2020, 39(6): 913-923. |
[10] | 刘小鹏, 程静, 赵小勇, 苗红, 魏静宜, 曾端, 马存霞. 中国可持续减贫的发展地理学研究[J]. 地理科学进展, 2020, 39(6): 892-901. |
[11] | 孙娜, 张梅青. 基于高铁流的中国城市网络结构特征演变研究[J]. 地理科学进展, 2020, 39(5): 727-737. |
[12] | 杜德林, 王姣娥, 王祎. 中国三大航空公司市场竞争格局及演化研究[J]. 地理科学进展, 2020, 39(3): 367-376. |
[13] | 宋臻, 史兴民. 雨养农业区农户的气候变化适应行为及影响因素路径分析[J]. 地理科学进展, 2020, 39(3): 461-473. |
[14] | 刘汉初, 樊杰, 张海朋, 王甫园. 珠三角城市群制造业集疏与产业空间格局变动[J]. 地理科学进展, 2020, 39(2): 195-206. |
[15] | 孙才志, 阎晓东. 基于MRIO的中国省区和产业灰水足迹测算及转移分析[J]. 地理科学进展, 2020, 39(2): 207-218. |
|