Chin J Plant Ecol ›› 2010, Vol. 34 ›› Issue (7): 792-799.DOI: 10.3773/j.issn.1005-264x.2010.07.004 cstr: 32100.14.j.issn.1005-264x.2010.07.004
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JI Yu-He1,2, ZHOU Guang-Sheng1,*(
)
Received:2009-07-18
Accepted:2010-01-17
Online:2010-07-18
Published:2010-07-01
Contact:
ZHOU Guang-Sheng
JI Yu-He, ZHOU Guang-Sheng. Inter-annual change of vegetation productivity and its driving factors in the Liaohe Delta, northeastern China[J]. Chin J Plant Ecol, 2010, 34(7): 792-799.
| 地区 Region | 盘锦 Panjin | 锦州 Jinzhou | 营口 Yingkou | 鞍山 Anshan | 沈阳 Shenyang | 辽阳 Liaoyang |
|---|---|---|---|---|---|---|
| 百分比 Percentage | 100% | 35.4% | 27.7% | 15.4% | 0.5% | 0.2% |
Table 1 The area percentage of each region falling into the Liaohe Delta
| 地区 Region | 盘锦 Panjin | 锦州 Jinzhou | 营口 Yingkou | 鞍山 Anshan | 沈阳 Shenyang | 辽阳 Liaoyang |
|---|---|---|---|---|---|---|
| 百分比 Percentage | 100% | 35.4% | 27.7% | 15.4% | 0.5% | 0.2% |
| 主成分 Principal component | 特征值 Eigenvalue | 贡献率 Contribution (%) | 累计贡献率 Accumulative contribution (%) |
|---|---|---|---|
| 1 | 1.796 | 59.844 | 59.844 |
| 2 | 1.047 | 34.894 | 94.739 |
| 3 | 0.158 | 5.261 | 100 |
Table 2 The eigenvalue and contribution rate of principal component extracting from anthropic factors which effect the yield of maize
| 主成分 Principal component | 特征值 Eigenvalue | 贡献率 Contribution (%) | 累计贡献率 Accumulative contribution (%) |
|---|---|---|---|
| 1 | 1.796 | 59.844 | 59.844 |
| 2 | 1.047 | 34.894 | 94.739 |
| 3 | 0.158 | 5.261 | 100 |
| 主成分载荷 Principal component loading | 特征向量 Eigenvector | |||
|---|---|---|---|---|
| L1 | L2 | T1 | T2 | |
| 农业人口 Agricultural population | -0.961 | -0.005 | -0.717 | -0.005 |
| 玉米灌溉面积 Irrigation area of maize | 0.630 | 0.752 | 0.470 | 0.735 |
| 玉米施肥量 Fertilizer for maize | 0.689 | -0.694 | 0.514 | -0.678 |
Table 3 The loading and eigenvector of principal component extracting from anthropic factors which effect the yield of maize
| 主成分载荷 Principal component loading | 特征向量 Eigenvector | |||
|---|---|---|---|---|
| L1 | L2 | T1 | T2 | |
| 农业人口 Agricultural population | -0.961 | -0.005 | -0.717 | -0.005 |
| 玉米灌溉面积 Irrigation area of maize | 0.630 | 0.752 | 0.470 | 0.735 |
| 玉米施肥量 Fertilizer for maize | 0.689 | -0.694 | 0.514 | -0.678 |
Fig. 1 The inter-annual change of maize yield per unit (kg·hm-2) in the Liaohe Delta during 1992-2005 (Liaoning Provincial Bureau of Statistics, 1993-2006).
Fig. 2 The inter-annual change of rice yield per unit (kg·hm-2) in the Liaohe Delta during 1993-2005 (Liaoning Provincial Bureau of Statistics, 1993-2006).
Fig. 3 The inter-annual change of reed yield per unit in the five reed farms in the Liaohe Delta during 1949-1990 (kg·hm-2) (Panjin Municipal Government Office of local Chorography, 1998).
| 皮尔逊相关 Pearson correlation | p | N | |
|---|---|---|---|
| 人为综合因子得分 Synthesized score of human factors | -0.019 | 0.947 | 14 |
| 气候因子综合得分 Synthesized score of climatic factors | -0.279 | 0.334 | 14 |
Table 4 The Pearson correlation between maize yield per unit and the synthesized score of climatic factors, and the synthesized score of human factors effected maize during 1992-2005
| 皮尔逊相关 Pearson correlation | p | N | |
|---|---|---|---|
| 人为综合因子得分 Synthesized score of human factors | -0.019 | 0.947 | 14 |
| 气候因子综合得分 Synthesized score of climatic factors | -0.279 | 0.334 | 14 |
| 皮尔逊相关 Pearson correlation | p | N | |
|---|---|---|---|
| 人为因子综合得分 Synthesized score of human factors | -0.046 | 0.876 | 14 |
| 气候因子综合得分 Synthesized score of climatic factors | -0.537* | 0.048 | 14 |
Table 5 The Pearson correlation between rice yield per unit and the synthesized score of climatic factors, and the synthesized score of human factors effected rice during 1992-2005
| 皮尔逊相关 Pearson correlation | p | N | |
|---|---|---|---|
| 人为因子综合得分 Synthesized score of human factors | -0.046 | 0.876 | 14 |
| 气候因子综合得分 Synthesized score of climatic factors | -0.537* | 0.048 | 14 |
| 相关系数 r | 显著度 p | 自由度 df | 控制变量 Control variable | |
|---|---|---|---|---|
| 年日照数 Annual hours of sunshine (Ann_shine) | -0.555 | 0.096 | 8 | Ann_preci, Frost free, Ann_evap, Ann_temp |
| 年降水量 Annual precipitation (Ann_preci) | -0.431 | 0.213 | 8 | Ann_shine, Frost free, Ann_evap, Ann_temp |
| 无霜期 Frost free | -0.075 | 0.837 | 8 | Ann_shine, Ann_preci, Ann_evap, Ann_temp |
| 年蒸发量 Annual evaporation (Ann_evap) | 0.024 | 0.948 | 8 | Ann_shine, Ann_preci, Frost free, Ann_temp |
| 年平均温度 Mean annual temperature (Ann_temp) | 0.109 | 0.764 | 8 | Ann_shine, Ann_preci, Frost free, Ann_evap |
Table 6 The partial correlation between climatic factors and maize yield per unit during 1992-2005
| 相关系数 r | 显著度 p | 自由度 df | 控制变量 Control variable | |
|---|---|---|---|---|
| 年日照数 Annual hours of sunshine (Ann_shine) | -0.555 | 0.096 | 8 | Ann_preci, Frost free, Ann_evap, Ann_temp |
| 年降水量 Annual precipitation (Ann_preci) | -0.431 | 0.213 | 8 | Ann_shine, Frost free, Ann_evap, Ann_temp |
| 无霜期 Frost free | -0.075 | 0.837 | 8 | Ann_shine, Ann_preci, Ann_evap, Ann_temp |
| 年蒸发量 Annual evaporation (Ann_evap) | 0.024 | 0.948 | 8 | Ann_shine, Ann_preci, Frost free, Ann_temp |
| 年平均温度 Mean annual temperature (Ann_temp) | 0.109 | 0.764 | 8 | Ann_shine, Ann_preci, Frost free, Ann_evap |
| 相关系数 r | 显著度 p | 自由度 df | 控制变量 Control variable | |
|---|---|---|---|---|
| 年降水量 Annual precipitation (Ann_preci) | -0.666 | 0.035 | 8 | Ann_shine, Frost free, Ann_evap, Ann_temp |
| 年日照数 Annual hours of sunshine (Ann_shine) | -0.430 | 0.215 | 8 | Ann_preci, Frost free, Ann_evap, Ann_temp |
| 年平均温度 Mean annual temperature (Ann_temp) | 0.058 | 0.874 | 8 | Ann_shine, Ann_preci, Frost free, Ann_evap |
| 年蒸发量 Annual evaporation (Ann_evap) | 0.077 | 0.832 | 8 | Ann_shine, Ann_preci, Frost free, Ann_temp |
| 无霜期 Frost free | 0.211 | 0.559 | 8 | Ann_shine, Ann_preci, Ann_evap, Ann_temp |
Table 7 The partial correlation between climatic factors and rice yield per unit during 1992-2005
| 相关系数 r | 显著度 p | 自由度 df | 控制变量 Control variable | |
|---|---|---|---|---|
| 年降水量 Annual precipitation (Ann_preci) | -0.666 | 0.035 | 8 | Ann_shine, Frost free, Ann_evap, Ann_temp |
| 年日照数 Annual hours of sunshine (Ann_shine) | -0.430 | 0.215 | 8 | Ann_preci, Frost free, Ann_evap, Ann_temp |
| 年平均温度 Mean annual temperature (Ann_temp) | 0.058 | 0.874 | 8 | Ann_shine, Ann_preci, Frost free, Ann_evap |
| 年蒸发量 Annual evaporation (Ann_evap) | 0.077 | 0.832 | 8 | Ann_shine, Ann_preci, Frost free, Ann_temp |
| 无霜期 Frost free | 0.211 | 0.559 | 8 | Ann_shine, Ann_preci, Ann_evap, Ann_temp |
Fig. 4 The irrigation area, reed area and total yield of the five reed farms in the Liaohe Delta during 1949-1990 (Panjin Municipal Government Office of local Chorography, 1998).
| 年平均温度 Ann_temp (℃) | 年降水量 Ann_preci (mm) | 年蒸发量 Ann_evap (mm) | 年日照数 Ann_shine (h) | 无霜期 Frost free (d) | |
|---|---|---|---|---|---|
| 皮尔逊相关(r) Pearson correlation | 0.348 | 0.79 | -0.979 | -0.775 | 0.364 |
| p | 0.5 | 0.062 | 0.001 | 0.07 | 0.478 |
| N | 6 | 6 | 6 | 6 | 6 |
Table 8 The correlation between climatic factors in the Dawa county and reed yield per unit at the five reed farms during 1958-1990
| 年平均温度 Ann_temp (℃) | 年降水量 Ann_preci (mm) | 年蒸发量 Ann_evap (mm) | 年日照数 Ann_shine (h) | 无霜期 Frost free (d) | |
|---|---|---|---|---|---|
| 皮尔逊相关(r) Pearson correlation | 0.348 | 0.79 | -0.979 | -0.775 | 0.364 |
| p | 0.5 | 0.062 | 0.001 | 0.07 | 0.478 |
| N | 6 | 6 | 6 | 6 | 6 |
| [1] | Alexandrov VA, Hoogenboom G (2001). Climate variation and crop production in Georgia, USA, during the twentieth century. Climate Research, 17, 33-34. |
| [2] | Chen ZM, Babiker IS, Chen ZX, Komaki KM, Mohamed AA, Kato K (2004). Estimation of inter annual variation in productivity of global vegetation using NDVI data. International Journal of Remote Sensing, 25, 3139-3159. |
| [3] | Dilley M (1997). Climatic factors affecting annual maize yields in the valley of Oaxaca, Mexico. International Journal of Climatology, 17, 1549-1557. |
| [4] | Donohue RJ, Mcvicar T, Roderick ML (2009). Climate related trends in Australian vegetation cover as inferred from satellite observations, 1981-2006. Global Change Biology, 15, 1025-1039. |
| [5] | Ewe SML, Gaiser EE, Childers DL, Iwaniec D, Rivera- Monroy VH, Twilley RR (2006). Spatial and temporal patterns of aboveground net primary productivity (ANPP) along two freshwater estuarine transects in the Florida coastal everglades. Hydrobiologia, 569, 459-474. |
| [6] | Hao YP (郝永萍), Chen YF (陈育峰), Zhang XY (张兴有) (1998). Progress in estimation of net primary productivity and its responses to climate change. Advance in Earth Sciences (地球科学进展), 13, 564-571. (in Chinese with English abstract) |
| [7] | Huenneke LF, Anderson JP, Remmenga M, Schlesinger WH (2002). Desertification alters patterns of aboveground net primary production in Chihuahuan ecosystems. Global Change Biology, 8, 247-264. |
| [8] | Kahabka JE, Vanes HM, Clenahan EJ, Cox WJ (2004). Spatial analysis of maize response to nitrogen fertilizer in central New York. Precision Agriculture, 5, 463-476. |
| [9] | Kar G, Verma HN, Singh R (2006). Effects of winter crop and supplemental irrigation on crop yield, water use efficiency and profitability in rain-feed rice based cropping system of eastern India. Agricultural Water Management, 79, 280-292. |
| [10] | Kumar KK, Kumar KR, Ashrit RG, Deshpande NR, Hansen JW (2004). Climate impacts on Indian agriculture. International Journal of Climatology, 24, 1375-1393. |
| [11] | Li JL (李加林), Zhao HB (赵寒冰), Cao YG (曹云刚), Liu C (刘闯) (2006). Analysis on change of landscape pattern of wetland in Liaohe Delta. Urban Environment Urban Ecology (城市环境与城市生态), 19, 5-7. (in Chinese with English abstract) |
| [12] | Li XW (李晓文), Xiao DN (肖笃宁), Hu YM (胡远满) (2001). The landscape planning scenarios designing and the measures identification in the Liaohe River Delta wetland. Acta Ecologica Sinica (生态学报), 21, 353-364. (in Chinese with English abstract) |
| [13] | Liaoning Provincial Bureau of Statistics (辽宁省统计局) (1993-2006). Liaoning Statistical Yearbook (辽宁统计年鉴). China Statistics Press, Beijing. (in Chinese) |
| [14] | Lobell DB, Field CB (2007). Global scale climate crop yield relationships and the impacts of recent warming. Environmental Research Letters, 2, 1-7. |
| [15] | Meng JH (蒙继华) (2006). Research to Crop Growth Monitoring Indicators with Remote Sensing (农作物长势遥感监测指标研究). PhD dissertation, Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing. (in Chinese with English abstract) |
| [16] | Nagy J, Huzsvai L (2005). Effect of weather on maize yields and the efficiency of fertilization. Acta Agronomica Hungarica, 53, 31-39. |
| [17] | Panjin Municipal Government Office of Local Chorography (盘锦市人民政府地方志办公室) (1998). Panjin Municipal Chorography (盘锦市志). Chorography Press, Panjin, China. (in Chinese) |
| [18] |
Peng SB, Huang JL, Sheehy JE, Laza RC, Visperas RM, Zhong XH, Centeno GS, Khush GS, Cassman KG (2004). Rice yield decline with higher night temperature from global warming. Proceedings of the National Academy of Sciences of the United States of America, 101, 9971-9975.
DOI URL PMID |
| [19] | Pennington DD, Collins SL (2007). Response of an arid-land ecosystem to inter-annual climate variability and prolonged drought. Landscape Ecology, 22, 897-910. |
| [20] | Piovesan G, Biondi F, Filippo A, Alessandrini A, Maugeri M (2008). Drought driven growth reduction in old beech (Fagus sylvatica L.) forests of the central Apennines, Italy. Global Change Biology, 14, 1-17. |
| [21] | Potgieter AB, Hammer GL, Butler D (2002). Spatial and temporal patterns in Australian wheat yield and their relationship with ENSO. Australia Journal of Agricultural Research, 53, 77-89. |
| [22] |
Rathore AL, Pal AR, Sahu RK, Chaudhary JL (1996). On farm rainwater and crop management for improving productivity of rain fed areas. Agricultural Water Management, 31, 253-267.
DOI URL |
| [23] | Sang WG, Su HX (2009). Interannual NPP variation and trend of Picea schrenkiana in the Tianshan Mountain, Xinjiang, China. Ecology Research, 24, 441-452. |
| [24] |
Stige LC, Stave J, Chan KS, Ciannelli L, Pettorelli N, Glantz M, Herren HR, Stenseth NC (2006). The effect of climate variation on agro-pastoral production in Africa. Proceedings of the National Academy of Sciences of the United States of America, 103, 3049-3053.
DOI URL PMID |
| [25] | Veron SR, Paruelo JM, Sala OE, Lauenroth WK (2002). Environmental controls of primary in agricultural systems of the Argentine Pampas. Ecosystems, 5, 625-635. |
| [26] | Walker NJ, Schulze RE (2008). Climate change impacts on agro-ecosystem sustainability across three climate regions in the maize belt of South Africa. Agriculture, Ecosystem and Environment, 124, 114-124. |
| [27] | Wang EL, Yu Q, Wu DR, Xia J (2008). Climate, agricultural production and hydrological balance in the North China Plain. International Journal of Climatology, 28, 1959-1970. |
| [28] | Wang L (王凌), Li XZ (李秀珍), Guo DF (郭笃发), Wang XG (王绪高), Shu Y (舒莹), Hu YM (胡远满) (2004). Scenarios study on returning farmland to wetlands for protecting red-crowned cranes in the Liaohe Delta. Acta Ecologica Sinica (生态学报), 24, 1770-1719. (in Chinese with English abstract) |
| [29] | Wang XL (王宪礼), Hu YM (胡远满), Bu RC (布仁仓) (1996). Analysis of wetland landscape changes in Liaohe Delta. Scientia Geographica Sinica (地理科学), 16, 260-265. (in Chinese with English abstract) |
| [30] | Yan M (晏明), Liu ZM (刘志明), Yan XY (晏晓英) (2005). Estimating of main crop yields in Jinlin Province using meteorological satellite data. Meteorological Science and Technology (气象科技), 23, 350-354. (in Chinese with English abstract) |
| [31] | Yan Y (阎雨), Chen SB (陈圣波), Tian J (田静), Tan XP (谭笑平) (2004). Development and prospects of production estimation by satellite remote sensing. Journal of Jinlin Agricultural University (吉林农业大学学报), 26, 187-191. (in Chinese with English abstract) |
| [32] | Zhou GS (周广胜), Zhou L (周莉), Guan EK (关恩凯) (2006). Liaohe Delta wetland and global change. Journal of Meteorology and Environment (气象与环境学报), 22, 7-12. (in Chinese with English abstract) |
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