植物生态学报 ›› 2005, Vol. 29 ›› Issue (5): 753-765.DOI: 10.17521/cjpe.2005.0100
收稿日期:
2004-12-07
接受日期:
2005-03-15
出版日期:
2005-12-07
发布日期:
2005-08-30
通讯作者:
陈晋
作者简介:
* E-mail: chenjin@ires.cn基金资助:
GU Zhi-Hui1, CHEN Jin1,*(), SHI Pei-Jun1, XU Ming2
Received:
2004-12-07
Accepted:
2005-03-15
Online:
2005-12-07
Published:
2005-08-30
Contact:
CHEN Jin
摘要:
陆地生态系统对气候变化的响应关系一直是全球变化研究的热点。大量研究表明表征植被生长状况的遥感植被指数——NDVI与温度、降水的相关性非常高。但这些研究都忽略了NDVI数据本身的累积性,而这一点对研究较短时间尺度上植被生长与气候因子间的关系尤为重要。因此,本文提出应以NDVI的变化量序列取代一般研究中使用的NDVI时间序列数据。基于该论点,该文采用1983~1999年NOAA/AVHRR的NDVI逐旬变化量数据序列对锡林郭勒盟草原的草原植被生长与气象因子的相互关系进行了研究。研究结果表明:1)NDVI变化量与气象因子之间的相关性最高的时间段为植被生长过程中NDVI增长阶段部分,这一时期草原植被的生长对气候反映最为敏感,在衰败阶段,其相关性比较弱;2)在典型草原,温度和降水与NDVI变化量的相关性随其主要植被类型的不同而不同,在以羊草(Leymus chinensis)为主的典型草原,温度比降水的影响作用高;而在以克氏针茅(Stipa krylovii)为主的典型草原,降水的影响高于温度;在大针茅(Stipa grandis)为主的草原,两者与NDVI变化量的相关性相差不大。而在荒漠草原,降水是最主要的影响因子,同期的温度作用并不显著;3)无论是典型草原还是荒漠草原,该地区草原植被的生长对同期的降水反应最为敏感,而非前期。而在荒漠草原以及以旱生性较强的克氏针茅为主的典型草原,温度对NDVI变化量会有较明显的时滞效应;4)在温度升高、降水基本不变的情况下,典型草原和荒漠草原NDVI变化量对温度的响应能力都有所提高,降水的响应能力则变化不大。
辜智慧, 陈晋, 史培军, 徐明. 锡林郭勒草原1983~1999年NDVI逐旬变化量与气象因子的相关分析. 植物生态学报, 2005, 29(5): 753-765. DOI: 10.17521/cjpe.2005.0100
GU Zhi-Hui, CHEN Jin, SHI Pei-Jun, XU Ming. CORRELATION ANALYSIS OF NDVI DIFFERENCE SERIES AND CLIMATE VARIABLES IN XILINGOLE STEPPE FROM 1983 TO 1999. Chinese Journal of Plant Ecology, 2005, 29(5): 753-765. DOI: 10.17521/cjpe.2005.0100
经度 Longitude | 纬度 Latitude | 草原类型 Steppe types | 主要植被类型 Main vegetation types | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
站点1 Site 1 | 116°58' | 45°31' | 典型草原 Typical steppe | 大针茅草原、芨芨草草甸 Stipa grandis, Achnatherum splendens steppe | ||||||||||
站点2 Site 2 | 114°09' | 44°37' | 典型草原 Typical steppe | 克氏针茅草原、糙隐子草草原 Stipa krylovii, Cleistogenes squarrosa steppe | ||||||||||
站点3 Site 3 | 117°36' | 44°35' | 典型草原 Typical steppe | 大针茅草原、羊草草原 Stipa grandis, Leymus chinensis steppe | ||||||||||
站点4 Site 4 | 114°57' | 44°01' | 典型草原 Typical steppe | 大针茅草原、杂类草草甸 Stipa grandis, forb steppe | ||||||||||
站点5 Site 5 | 116°04' | 43°57' | 典型草原 Typical steppe | 大针茅草原、芨芨草草甸 Stipa grandis, Achnatherum splendens steppe | ||||||||||
站点6 Site 6 | 115°59' | 42°31' | 典型草原 Typical steppe | 羊草草原、糙隐子草草原 Leymus chinensis, Cleistogenes squarrosa steppe | ||||||||||
站点7 Site 7 | 113°50' | 42°14' | 典型草原 Typical steppe | 克氏针茅草原、芨芨草草原 Stipa krylovii, Achnatherum splendens steppe | ||||||||||
站点8 Site 8 | 113°38' | 43°52' | 荒漠草原 Desert steppe | 石生针茅草原、戈壁针茅草原 Stipa klemenzii, Stipa gobica steppe | ||||||||||
站点9 Site 9 | 111°58' | 43°39' | 荒漠草原 Desert steppe | 戈壁针茅草原、石生针茅草原 Stipa gobica, Stipa klemenzii steppe | ||||||||||
站点10 Site 10 | 112°39' | 42°45' | 荒漠草原 Desert steppe | 戈壁针茅草原、石生针茅草原 Stipa gobica, Stipa klemenzii steppe | ||||||||||
站点11 Site 11 | 112°54' | 42°24' | 荒漠草原 Desert steppe | 短花针茅草原、克氏针茅草原 Stipa breviflora, Stipa krylovii steppe |
表1 气象站点位置及其10 km范围内主要植被类型
Table 1 Location of meteorological stations and vegetation types within their 10 km buffer areas
经度 Longitude | 纬度 Latitude | 草原类型 Steppe types | 主要植被类型 Main vegetation types | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
站点1 Site 1 | 116°58' | 45°31' | 典型草原 Typical steppe | 大针茅草原、芨芨草草甸 Stipa grandis, Achnatherum splendens steppe | ||||||||||
站点2 Site 2 | 114°09' | 44°37' | 典型草原 Typical steppe | 克氏针茅草原、糙隐子草草原 Stipa krylovii, Cleistogenes squarrosa steppe | ||||||||||
站点3 Site 3 | 117°36' | 44°35' | 典型草原 Typical steppe | 大针茅草原、羊草草原 Stipa grandis, Leymus chinensis steppe | ||||||||||
站点4 Site 4 | 114°57' | 44°01' | 典型草原 Typical steppe | 大针茅草原、杂类草草甸 Stipa grandis, forb steppe | ||||||||||
站点5 Site 5 | 116°04' | 43°57' | 典型草原 Typical steppe | 大针茅草原、芨芨草草甸 Stipa grandis, Achnatherum splendens steppe | ||||||||||
站点6 Site 6 | 115°59' | 42°31' | 典型草原 Typical steppe | 羊草草原、糙隐子草草原 Leymus chinensis, Cleistogenes squarrosa steppe | ||||||||||
站点7 Site 7 | 113°50' | 42°14' | 典型草原 Typical steppe | 克氏针茅草原、芨芨草草原 Stipa krylovii, Achnatherum splendens steppe | ||||||||||
站点8 Site 8 | 113°38' | 43°52' | 荒漠草原 Desert steppe | 石生针茅草原、戈壁针茅草原 Stipa klemenzii, Stipa gobica steppe | ||||||||||
站点9 Site 9 | 111°58' | 43°39' | 荒漠草原 Desert steppe | 戈壁针茅草原、石生针茅草原 Stipa gobica, Stipa klemenzii steppe | ||||||||||
站点10 Site 10 | 112°39' | 42°45' | 荒漠草原 Desert steppe | 戈壁针茅草原、石生针茅草原 Stipa gobica, Stipa klemenzii steppe | ||||||||||
站点11 Site 11 | 112°54' | 42°24' | 荒漠草原 Desert steppe | 短花针茅草原、克氏针茅草原 Stipa breviflora, Stipa krylovii steppe |
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1 | 0.313 49*** | 0.377 4*** | 0.153 74*** | 0.267 3*** | 0.403 36*** |
站点2 Site 2 | 0.296*** | 0.368 83*** | 0.145 81*** | 0.270 55*** | 0.392 94*** | |
站点3 Site 3 | 0.265 16*** | 0.262 9*** | 0.154 85*** | 0.150 74*** | 0.302 39*** | |
站点4 Site 4 | 0.295 52*** | 0.365 66*** | 0.148 61*** | 0.267 91*** | 0.390 95*** | |
站点5 Site 5 | 0.287 2*** | 0.331 23*** | 0.162 42*** | 0.235 1*** | 0.364 96*** | |
站点6 Site 6 | 0.251 75*** | 0.311 91*** | 0.098 47* | 0.213 43*** | 0.325 64*** | |
站点7 Site 7 | 0.261 99*** | 0.354 78*** | 0.107 76** | 0.268 97*** | 0.368 8*** | |
荒漠草原 Desert steppe | 站点8 Site 8 | 0.228 98*** | 0.236 26*** | 0.140 61*** | 0.152 55*** | 0.272 92*** |
站点9 Site 9 | 0.161 53*** | 0.274 25*** | 0.059 1 | 0.231 85*** | 0.280 08*** | |
站点10 Site 10 | 0.187 49*** | 0.370 43*** | 0.029 94 | 0.326 48*** | 0.371 48*** | |
站点11 Site 11 | 0.215 19*** | 0.392 21*** | 0.042 44 | 0.338 15*** | 0.394 15*** |
表2 全时间序列NDVI变化量与同期温度、降水的相关系数表
Table 2 Correlation analysis between completed NDVI difference series and climate variables over the same time
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1 | 0.313 49*** | 0.377 4*** | 0.153 74*** | 0.267 3*** | 0.403 36*** |
站点2 Site 2 | 0.296*** | 0.368 83*** | 0.145 81*** | 0.270 55*** | 0.392 94*** | |
站点3 Site 3 | 0.265 16*** | 0.262 9*** | 0.154 85*** | 0.150 74*** | 0.302 39*** | |
站点4 Site 4 | 0.295 52*** | 0.365 66*** | 0.148 61*** | 0.267 91*** | 0.390 95*** | |
站点5 Site 5 | 0.287 2*** | 0.331 23*** | 0.162 42*** | 0.235 1*** | 0.364 96*** | |
站点6 Site 6 | 0.251 75*** | 0.311 91*** | 0.098 47* | 0.213 43*** | 0.325 64*** | |
站点7 Site 7 | 0.261 99*** | 0.354 78*** | 0.107 76** | 0.268 97*** | 0.368 8*** | |
荒漠草原 Desert steppe | 站点8 Site 8 | 0.228 98*** | 0.236 26*** | 0.140 61*** | 0.152 55*** | 0.272 92*** |
站点9 Site 9 | 0.161 53*** | 0.274 25*** | 0.059 1 | 0.231 85*** | 0.280 08*** | |
站点10 Site 10 | 0.187 49*** | 0.370 43*** | 0.029 94 | 0.326 48*** | 0.371 48*** | |
站点11 Site 11 | 0.215 19*** | 0.392 21*** | 0.042 44 | 0.338 15*** | 0.394 15*** |
图5 典型草原和荒漠草原类型全时间序列NDVI变化量与前期温度、降水的相关性 对于草原主要植被类型相同的气象站点其点符号图例相同
Fig.5 The relationship between completed NDVI difference series and climate variables with different time lags at typical steppe and desert steppe Sites with same symbols indicate they have similar vegetation types
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1(188) | 0.406 15*** | 0.417 24*** | 0.318 15*** | 0.333 24*** | 0.507 63*** |
站点2 Site 2(171) | 0.245 29** | 0.469 32*** | 0.174 77* | 0.442 36*** | 0.494 04*** | |
站点3 Site 3(213) | 0.356 29*** | 0.193 49** | 0.309 77*** | 0.057 18 | 0.360 28*** | |
站点4 Site 4(189) | 0.318 61*** | 0.428 39*** | 0.238 49*** | 0.378 1*** | 0.479 54*** | |
站点5 Site 5(179) | 0.231 55** | 0.244 21*** | 0.208 29** | 0.222 43** | 0.316 92*** | |
站点6 Site 6(266) | 0.631 15*** | 0.493 39*** | 0.508 49*** | 0.260 1*** | 0.662 61*** | |
站点7 Site 7(153) | 0.161 48* | 0.341 95*** | 0.149 62 | 0.337 02*** | 0.369 73*** | |
荒漠草原 Desert steppe | 站点8 Site 8(100) | 0.196 67 | 0.277 34** | 0.162 37 | 0.255 13* | 0.318 21* |
站点10 Site 10(60) | 0.042 95 | 0.393 42** | 0.015 85 | 0.391 7** | 0.393 69* | |
站点11 Site 11(91) | 0.186 13 | 0.385 89*** | 0.191 4 | 0.388 16*** | 0.424 37** |
表3 植被生长过程中增长阶段NDVI变化量与同期温度、降水之间的相关系数
Table 3 Correlation analyses between climate variables and NDVI difference series at the increasing phase of vegetation growing season
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1(188) | 0.406 15*** | 0.417 24*** | 0.318 15*** | 0.333 24*** | 0.507 63*** |
站点2 Site 2(171) | 0.245 29** | 0.469 32*** | 0.174 77* | 0.442 36*** | 0.494 04*** | |
站点3 Site 3(213) | 0.356 29*** | 0.193 49** | 0.309 77*** | 0.057 18 | 0.360 28*** | |
站点4 Site 4(189) | 0.318 61*** | 0.428 39*** | 0.238 49*** | 0.378 1*** | 0.479 54*** | |
站点5 Site 5(179) | 0.231 55** | 0.244 21*** | 0.208 29** | 0.222 43** | 0.316 92*** | |
站点6 Site 6(266) | 0.631 15*** | 0.493 39*** | 0.508 49*** | 0.260 1*** | 0.662 61*** | |
站点7 Site 7(153) | 0.161 48* | 0.341 95*** | 0.149 62 | 0.337 02*** | 0.369 73*** | |
荒漠草原 Desert steppe | 站点8 Site 8(100) | 0.196 67 | 0.277 34** | 0.162 37 | 0.255 13* | 0.318 21* |
站点10 Site 10(60) | 0.042 95 | 0.393 42** | 0.015 85 | 0.391 7** | 0.393 69* | |
站点11 Site 11(91) | 0.186 13 | 0.385 89*** | 0.191 4 | 0.388 16*** | 0.424 37** |
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1(147) | -0.022 95 | 0.123 88 | -0.081 84 | 0.146 37 | 0.148 12 |
站点2 Site 2(136) | 0.054 57 | 0.207 67* | -0.027 42 | 0.202 46* | 0.209 39 | |
站点3 Site 3(174) | -0.034 21 | 0.073 19 | -0.072 27 | 0.096 92 | 0.102 72 | |
站点4 Site 4(157) | 0.048 04 | 0.180 84* | -0.011 99 | 0.174 95* | 0.181 23 | |
站点5 Site 5(154) | -0.110 21 | -0.016 26 | -0.110 8 | 0.019 89 | 0.111 97 | |
站点6 Site 6(153) | -0.093 67 | 0.111 69 | -0.167 95 | 0.178 42* | 0.200 82 | |
站点7 Site 7(133) | 0.061 31 | 0.106 52 | 0.029 53 | 0.092 1 | 0.110 5 | |
荒漠草原 Desert steppe | 站点8 Site 8(106) | 0.265 43** | 0.096 21 | 0.249 29** | 0.020 08 | 0.266 14 |
站点10 Site 10(89) | 0.195 79 | 0.228 11* | 0.166 79 | 0.204 13 | 0.280 01* | |
站点11 Site 11(96) | 0.312 44** | 0.092 72 | 0.308 9** | 0.078 61 | 0.321 24** |
表4 植被生长过程中衰败阶段NDVI变化量与同期温度、降水间的相关系数表
Table 4 Correlation analyses between climate variables and NDVI difference series at the decreasing phase of vegetation growing season
相关系数 Correlation coefficient (温度) (Mean temperature) | 相关系数 Correlation coefficient (降水) (Precipitation) | 偏相关系数 P-correlation coefficient (温度/降水) (Mean temperature/precipitation) | 偏相关系数 P-correlation coefficient (降水/温度) (Precipitation/mean temperature) | 复相关系数 M-correlation coefficient (温度-降水) (Mean temperature-precipitation) | ||
---|---|---|---|---|---|---|
典型草原 Typical steppe | 站点1 Site 1(147) | -0.022 95 | 0.123 88 | -0.081 84 | 0.146 37 | 0.148 12 |
站点2 Site 2(136) | 0.054 57 | 0.207 67* | -0.027 42 | 0.202 46* | 0.209 39 | |
站点3 Site 3(174) | -0.034 21 | 0.073 19 | -0.072 27 | 0.096 92 | 0.102 72 | |
站点4 Site 4(157) | 0.048 04 | 0.180 84* | -0.011 99 | 0.174 95* | 0.181 23 | |
站点5 Site 5(154) | -0.110 21 | -0.016 26 | -0.110 8 | 0.019 89 | 0.111 97 | |
站点6 Site 6(153) | -0.093 67 | 0.111 69 | -0.167 95 | 0.178 42* | 0.200 82 | |
站点7 Site 7(133) | 0.061 31 | 0.106 52 | 0.029 53 | 0.092 1 | 0.110 5 | |
荒漠草原 Desert steppe | 站点8 Site 8(106) | 0.265 43** | 0.096 21 | 0.249 29** | 0.020 08 | 0.266 14 |
站点10 Site 10(89) | 0.195 79 | 0.228 11* | 0.166 79 | 0.204 13 | 0.280 01* | |
站点11 Site 11(96) | 0.312 44** | 0.092 72 | 0.308 9** | 0.078 61 | 0.321 24** |
图6 典型草原与荒漠草原在植被生长过程增长阶段NDVI变化量与前期的温度降水的相关关系 对于草原主要植被类型相同的气象站点其点符号图例相同
Fig.6 Relationship between NDVI difference series and climate variables over previous time at the increasing phase of vegetation growing season for typical steppe and desert steppe Sites with same symbols indicate they have similar vegetation types
相关系数(温度) Correlation coefficient (Mean temperature) | 相关系数(降水) Correlation coefficient (Precipitation) | ||||
---|---|---|---|---|---|
1983~1989 | 1990~1999 | 1983~1989 | 1990~1999 | ||
典型草原 Typical steppe | 站点1 Site 1(68/120) | 0.210 66 | 0.481 7*** | 0.546 68*** | 0.367 78*** |
站点2 Site 2(70/101) | 0.179 85 | 0.291 6** | 0.581 54*** | 0.407 64*** | |
站点3 Site 3(91/122) | 0.384 1*** | 0.334 14*** | 0.300 6** | 0.125 09 | |
站点4 Site 4(77/112) | 0.125 15 | 0.419 99*** | 0.290 52** | 0.484 43*** | |
站点5 Site 5(77/102) | 0.111 33 | 0.311 93** | 0.066 13 | 0.322 01*** | |
站点6 Site 6(102/164) | 0.518 14*** | 0.710 05*** | 0.513 06*** | 0.484 6*** | |
站点7 Site 7(70/83) | -0.056 87 | 0.259 6* | 0.332 62** | 0.372 81*** | |
荒漠草原 Desert steppe | 站点8 Site 8(39/61) | -0.003 71 | 0.240 73 | 0.157 73 | 0.254 71* |
站点10 Site 10(17/43) | -0.063 49 | 0.067 71 | 0.498 18* | 0.382 3** | |
站点11 Site 11(39/52) | -0.032 3 | 0.306 11* | 0.496 26*** | 0.299 52* |
表5 不同年代下生长季增长阶段NDVI变化量与同期温度、降水之间的相关系数
Table 5 Correlation analyses between climate variables and NDVI difference series at the increasing phase of vegetation growing season during 1980s and 1990s
相关系数(温度) Correlation coefficient (Mean temperature) | 相关系数(降水) Correlation coefficient (Precipitation) | ||||
---|---|---|---|---|---|
1983~1989 | 1990~1999 | 1983~1989 | 1990~1999 | ||
典型草原 Typical steppe | 站点1 Site 1(68/120) | 0.210 66 | 0.481 7*** | 0.546 68*** | 0.367 78*** |
站点2 Site 2(70/101) | 0.179 85 | 0.291 6** | 0.581 54*** | 0.407 64*** | |
站点3 Site 3(91/122) | 0.384 1*** | 0.334 14*** | 0.300 6** | 0.125 09 | |
站点4 Site 4(77/112) | 0.125 15 | 0.419 99*** | 0.290 52** | 0.484 43*** | |
站点5 Site 5(77/102) | 0.111 33 | 0.311 93** | 0.066 13 | 0.322 01*** | |
站点6 Site 6(102/164) | 0.518 14*** | 0.710 05*** | 0.513 06*** | 0.484 6*** | |
站点7 Site 7(70/83) | -0.056 87 | 0.259 6* | 0.332 62** | 0.372 81*** | |
荒漠草原 Desert steppe | 站点8 Site 8(39/61) | -0.003 71 | 0.240 73 | 0.157 73 | 0.254 71* |
站点10 Site 10(17/43) | -0.063 49 | 0.067 71 | 0.498 18* | 0.382 3** | |
站点11 Site 11(39/52) | -0.032 3 | 0.306 11* | 0.496 26*** | 0.299 52* |
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