Chin J Plant Ecol ›› 2020, Vol. 44 ›› Issue (7): 742-751.DOI: 10.17521/cjpe.2019.0308
Special Issue: 全球变化与生态系统; 生态遥感及应用; 青藏高原植物生态学:遥感生态学
• Research Articles • Previous Articles Next Articles
LI Xue-Ying, ZHU Wen-Quan*(), LI Pei-Xian, XIE Zhi-Ying, ZHAO Cen-Liang
Received:
2019-11-14
Accepted:
2020-03-23
Online:
2020-07-20
Published:
2020-06-08
Contact:
ZHU Wen-Quan,zhuwq75@bnu.edu.cn
Supported by:
LI Xue-Ying, ZHU Wen-Quan, LI Pei-Xian, XIE Zhi-Ying, ZHAO Cen-Liang. Predicting phenology shifts of herbaceous plants on the Qinghai-Xizang Plateau under climate warming with the space-for-time method[J]. Chin J Plant Ecol, 2020, 44(7): 742-751.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2019.0308
站点 Site | 经度 Longitude (E) | 纬度 Latitude (N) | 海拔 Altitude (m) | 车前观测数据时间跨度 Time span of observed data for P. asiatica | 蒲公英观测数据时间跨度 Time span of observed data for T. mongolicum |
---|---|---|---|---|---|
门源 Menyuan | 101.62° | 37.38° | 2 850 | 1987-2011 | 2001-2011 |
海北牧试 Haibeimushi | 100.85° | 36.95° | 3 140 | 1997-2011 | 1997-2011 |
共和 Gonghe | 100.62° | 36.27° | 2 840 | 1991-2011 | 1991-2011 |
兴海 Xinghai | 99.98° | 35.58° | 3 320 | 2000-2011 | 2000-2011 |
曲麻莱 Qumarlêb | 95.78° | 34.13° | 4 180 | 1997-2011 | 1997-2011 |
甘德 Gadê | 99.90° | 33.97° | 4 050 | 1990-2011 | 1990-2011 |
若尔盖 Zoigê | 102.97° | 33.58° | 3 440 | 1983-2011 | 1983-2011 |
稻城 Daocheng | 100.30° | 29.05° | 3 730 | 2002-2011 | 2002-2011 |
日喀则 Xigazê | 88.88° | 29.25° | 3 840 | 2000-2011 | 2000-2011 |
泽当 Zêtang | 91.77° | 29.25° | 3 550 | 2000-2011 | 2000-2011 |
Table 1 Records from phenological sites of Plantago asiatica and Taraxacum mongolicum across the Qinghai-Xizang Plateau
站点 Site | 经度 Longitude (E) | 纬度 Latitude (N) | 海拔 Altitude (m) | 车前观测数据时间跨度 Time span of observed data for P. asiatica | 蒲公英观测数据时间跨度 Time span of observed data for T. mongolicum |
---|---|---|---|---|---|
门源 Menyuan | 101.62° | 37.38° | 2 850 | 1987-2011 | 2001-2011 |
海北牧试 Haibeimushi | 100.85° | 36.95° | 3 140 | 1997-2011 | 1997-2011 |
共和 Gonghe | 100.62° | 36.27° | 2 840 | 1991-2011 | 1991-2011 |
兴海 Xinghai | 99.98° | 35.58° | 3 320 | 2000-2011 | 2000-2011 |
曲麻莱 Qumarlêb | 95.78° | 34.13° | 4 180 | 1997-2011 | 1997-2011 |
甘德 Gadê | 99.90° | 33.97° | 4 050 | 1990-2011 | 1990-2011 |
若尔盖 Zoigê | 102.97° | 33.58° | 3 440 | 1983-2011 | 1983-2011 |
稻城 Daocheng | 100.30° | 29.05° | 3 730 | 2002-2011 | 2002-2011 |
日喀则 Xigazê | 88.88° | 29.25° | 3 840 | 2000-2011 | 2000-2011 |
泽当 Zêtang | 91.77° | 29.25° | 3 550 | 2000-2011 | 2000-2011 |
年份 Year | R2 | a (℃·°-1) | b (℃·°-1) | c (℃·m-1) | d |
---|---|---|---|---|---|
2002 | 0.90* | -0.3 | -1.1* | -0.006 7* | 88.4 |
2003 | 0.90* | -0.2 | -1.1* | -0.006 3* | 83.8 |
2004 | 0.91* | -0.3 | -1.1* | -0.006 3* | 88.9 |
2005 | 0.91* | -0.3 | -1.1* | -0.006 6* | 91.3 |
2006 | 0.90* | -0.3 | -1.1* | -0.006 4* | 89.8 |
2007 | 0.91* | -0.3 | -1.1* | -0.006 7* | 95.8 |
2008 | 0.90* | -0.3 | -1.1* | -0.006 7* | 91.6 |
2009 | 0.90* | -0.3 | -1.2* | -0.006 4* | 92.8 |
2010 | 0.91* | -0.3 | -1.1* | -0.006 7* | 93.6 |
2011 | 0.89* | -0.3 | -1.1 | -0.006 3* | 87.1 |
Table 2 Regression modeling results between mean annual air temperature and altitude across the Qinghai-Xizang Plateau
年份 Year | R2 | a (℃·°-1) | b (℃·°-1) | c (℃·m-1) | d |
---|---|---|---|---|---|
2002 | 0.90* | -0.3 | -1.1* | -0.006 7* | 88.4 |
2003 | 0.90* | -0.2 | -1.1* | -0.006 3* | 83.8 |
2004 | 0.91* | -0.3 | -1.1* | -0.006 3* | 88.9 |
2005 | 0.91* | -0.3 | -1.1* | -0.006 6* | 91.3 |
2006 | 0.90* | -0.3 | -1.1* | -0.006 4* | 89.8 |
2007 | 0.91* | -0.3 | -1.1* | -0.006 7* | 95.8 |
2008 | 0.90* | -0.3 | -1.1* | -0.006 7* | 91.6 |
2009 | 0.90* | -0.3 | -1.2* | -0.006 4* | 92.8 |
2010 | 0.91* | -0.3 | -1.1* | -0.006 7* | 93.6 |
2011 | 0.89* | -0.3 | -1.1 | -0.006 3* | 87.1 |
年份 Year | 车前展叶始期 FLD of P. asiatica | 蒲公英展叶始期 FLD of T. mongolicum | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.95* | 1.1 | 6.3* | 0.033 8* | -342.3 | 0.95* | 1.2 | 6.2* | 0.043 8* | -382.8 | |||||||
2003 | 0.98* | 0.7 | 6.8* | 0.036 2* | -318.3 | 1.00* | 0.9* | 6.3* | 0.045 2* | -362.8 | |||||||
2004 | 0.95* | 1.0 | 6.9* | 0.036 7* | -355.0 | 0.92* | 1.3 | 6.1* | 0.041 2* | -383.3 | |||||||
2005 | 0.90* | 1.0 | 5.9* | 0.032 9* | -320.1 | 0.92* | 1.7 | 6.1* | 0.043 2* | -428.5 | |||||||
2006 | 0.96* | 1.5* | 6.7* | 0.037 3* | -404.9 | 0.92* | 2.0* | 6.6* | 0.044 2* | -470.6 | |||||||
2007 | 0.91* | 1.6 | 5.9* | 0.040 0* | -398.6 | 0.93* | 1.9* | 5.7* | 0.047 8* | -448.9 | |||||||
2008 | 0.85* | 1.5 | 5.0* | 0.032 7* | -327.8 | 0.99* | 1.4* | 5.7* | 0.045 0* | -380.9 | |||||||
2009 | 0.93* | 1.6* | 5.0* | 0.032 9* | -340.4 | 0.91* | 2.0* | 4.3* | 0.039 4* | -385.8 | |||||||
2010 | 0.83* | 0.6 | 4.5* | 0.030 5* | -212.2 | 0.85* | 0.9 | 4.3* | 0.041 5* | -274.2 | |||||||
2011 | 0.67 | 0.7 | 4.5* | 0.025 1 | -199.5 | 0.70* | 0.9 | 4.3 | 0.037 3* | -254.7 | |||||||
年份 Year | 车前开花始期 FFD of P. asiatica | 蒲公英开花始期 FFD of T. mongolicum | |||||||||||||||
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.76* | -0.1 | 3.9* | 0.023 2* | -45.1 | 0.88* | 0.5 | 6.9* | 0.047 9* | -306.5 | |||||||
2003 | 0.96* | 0.9 | 5.3* | 0.032 2* | -226.1 | 0.89* | 0.9 | 6.5* | 0.048 8* | -334.9 | |||||||
2004 | 0.95* | 0.8 | 5.1* | 0.029 8* | -198.4 | 0.88* | 2.0 | 6.5* | -0.059 6* | -480.5 | |||||||
2005 | 0.92* | 1.4* | 3.9* | 0.030 8* | -215.4 | 0.91* | 1.7 | 6.2* | 0.051 7* | -418.4 | |||||||
2006 | 0.95* | 1.5* | 4.7* | 0.030 2* | -248.2 | 0.89* | 2.3 | 5.7* | 0.046 7* | -439.9 | |||||||
2007 | 0.96* | 2.8* | 2.8* | 0.034 7* | -330.0 | 0.91* | 2.1* | 5.5* | 0.054 8* | -440.4 | |||||||
2008 | 0.93* | 2.2* | 6.7* | 0.054 7* | -475.7 | 0.98* | 3.0* | 4.9* | 0.058 8* | -523.0 | |||||||
2009 | 0.83* | 1.9 | 5.5* | 0.044 6* | -367.8 | 0.94* | 2.9* | 3.7* | 0.057 5* | -470.9 | |||||||
2010 | 0.73* | 2.7 | 4.0 | 0.040 2* | -378.8 | 0.89* | 1.6 | 4.8* | 0.040 2* | -313.3 | |||||||
2011 | 0.77* | 2.0 | 4.8* | 0.037 5* | -328.6 | 0.83* | 1.2 | 6.5* | 0.049 6* | -360.7 | |||||||
年份 Year | 车前黄枯普遍期 LCD of P. asiatica | 蒲公英黄枯普遍期 LCD of T. mongolicum | |||||||||||||||
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.82* | -2.7* | -4.0* | -0.035 8* | 803.2 | 0.80* | -2.3 | -4.7* | -0.048 1* | 825.3 | |||||||
2003 | 0.55 | -1.7 | -2.9 | -0.028 4 | 646.4 | 0.74* | -3.2 | -2.9 | -0.041 7* | 847.7 | |||||||
2004 | 0.79* | -1.3 | -3.1* | -0.020 5* | 593.3 | 0.71* | -2.7 | -3.2 | -0.035 3* | 781.8 | |||||||
2005 | 0.87* | -1.2 | -4.4* | -0.031 6* | 666.8 | 0.86* | -1.9* | -4.4* | -0.042 9* | 769.7 | |||||||
2006 | 0.84* | -1.0 | -3.8* | -0.026 6* | 596.2 | 0.91* | -2.0* | -3.9* | -0.043 6* | 762.4 | |||||||
2007 | 0.90* | -1.9* | -4.1* | -0.034 8* | 729.8 | 0.89* | -2.4* | -4.4* | -0.048 7* | 836.1 | |||||||
2008 | 0.79* | -2.5* | -1.8 | -0.029 5* | 693.2 | 0.78* | -3.0* | -1.7 | -0.039 6* | 775.7 | |||||||
2009 | 0.96* | -2.7* | -3.1* | -0.031 2* | 763.4 | 0.90* | -2.6* | -4.2* | -0.044 4* | 831.6 | |||||||
2010 | 0.91* | -3.6* | -2.6 | -0.040 3* | 874.7 | 0.93* | -3.8* | -3.0* | -0.048 3* | 935.5 | |||||||
2011 | 0.91* | -2.5* | -4.0* | -0.038 6* | 801.5 | 0.95* | -3.4* | -5.2* | -0.047 4* | 961.1 |
Table 3 Regression modeling results between each phenological event of Plantago asiatica and Taraxacum mongolicum and geographic factors across the Qinghai-Xizang Plateau
年份 Year | 车前展叶始期 FLD of P. asiatica | 蒲公英展叶始期 FLD of T. mongolicum | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.95* | 1.1 | 6.3* | 0.033 8* | -342.3 | 0.95* | 1.2 | 6.2* | 0.043 8* | -382.8 | |||||||
2003 | 0.98* | 0.7 | 6.8* | 0.036 2* | -318.3 | 1.00* | 0.9* | 6.3* | 0.045 2* | -362.8 | |||||||
2004 | 0.95* | 1.0 | 6.9* | 0.036 7* | -355.0 | 0.92* | 1.3 | 6.1* | 0.041 2* | -383.3 | |||||||
2005 | 0.90* | 1.0 | 5.9* | 0.032 9* | -320.1 | 0.92* | 1.7 | 6.1* | 0.043 2* | -428.5 | |||||||
2006 | 0.96* | 1.5* | 6.7* | 0.037 3* | -404.9 | 0.92* | 2.0* | 6.6* | 0.044 2* | -470.6 | |||||||
2007 | 0.91* | 1.6 | 5.9* | 0.040 0* | -398.6 | 0.93* | 1.9* | 5.7* | 0.047 8* | -448.9 | |||||||
2008 | 0.85* | 1.5 | 5.0* | 0.032 7* | -327.8 | 0.99* | 1.4* | 5.7* | 0.045 0* | -380.9 | |||||||
2009 | 0.93* | 1.6* | 5.0* | 0.032 9* | -340.4 | 0.91* | 2.0* | 4.3* | 0.039 4* | -385.8 | |||||||
2010 | 0.83* | 0.6 | 4.5* | 0.030 5* | -212.2 | 0.85* | 0.9 | 4.3* | 0.041 5* | -274.2 | |||||||
2011 | 0.67 | 0.7 | 4.5* | 0.025 1 | -199.5 | 0.70* | 0.9 | 4.3 | 0.037 3* | -254.7 | |||||||
年份 Year | 车前开花始期 FFD of P. asiatica | 蒲公英开花始期 FFD of T. mongolicum | |||||||||||||||
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.76* | -0.1 | 3.9* | 0.023 2* | -45.1 | 0.88* | 0.5 | 6.9* | 0.047 9* | -306.5 | |||||||
2003 | 0.96* | 0.9 | 5.3* | 0.032 2* | -226.1 | 0.89* | 0.9 | 6.5* | 0.048 8* | -334.9 | |||||||
2004 | 0.95* | 0.8 | 5.1* | 0.029 8* | -198.4 | 0.88* | 2.0 | 6.5* | -0.059 6* | -480.5 | |||||||
2005 | 0.92* | 1.4* | 3.9* | 0.030 8* | -215.4 | 0.91* | 1.7 | 6.2* | 0.051 7* | -418.4 | |||||||
2006 | 0.95* | 1.5* | 4.7* | 0.030 2* | -248.2 | 0.89* | 2.3 | 5.7* | 0.046 7* | -439.9 | |||||||
2007 | 0.96* | 2.8* | 2.8* | 0.034 7* | -330.0 | 0.91* | 2.1* | 5.5* | 0.054 8* | -440.4 | |||||||
2008 | 0.93* | 2.2* | 6.7* | 0.054 7* | -475.7 | 0.98* | 3.0* | 4.9* | 0.058 8* | -523.0 | |||||||
2009 | 0.83* | 1.9 | 5.5* | 0.044 6* | -367.8 | 0.94* | 2.9* | 3.7* | 0.057 5* | -470.9 | |||||||
2010 | 0.73* | 2.7 | 4.0 | 0.040 2* | -378.8 | 0.89* | 1.6 | 4.8* | 0.040 2* | -313.3 | |||||||
2011 | 0.77* | 2.0 | 4.8* | 0.037 5* | -328.6 | 0.83* | 1.2 | 6.5* | 0.049 6* | -360.7 | |||||||
年份 Year | 车前黄枯普遍期 LCD of P. asiatica | 蒲公英黄枯普遍期 LCD of T. mongolicum | |||||||||||||||
R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | R2 | a (d·°-1) | b (d·°-1) | c (d·m-1) | d | ||||||||
2002 | 0.82* | -2.7* | -4.0* | -0.035 8* | 803.2 | 0.80* | -2.3 | -4.7* | -0.048 1* | 825.3 | |||||||
2003 | 0.55 | -1.7 | -2.9 | -0.028 4 | 646.4 | 0.74* | -3.2 | -2.9 | -0.041 7* | 847.7 | |||||||
2004 | 0.79* | -1.3 | -3.1* | -0.020 5* | 593.3 | 0.71* | -2.7 | -3.2 | -0.035 3* | 781.8 | |||||||
2005 | 0.87* | -1.2 | -4.4* | -0.031 6* | 666.8 | 0.86* | -1.9* | -4.4* | -0.042 9* | 769.7 | |||||||
2006 | 0.84* | -1.0 | -3.8* | -0.026 6* | 596.2 | 0.91* | -2.0* | -3.9* | -0.043 6* | 762.4 | |||||||
2007 | 0.90* | -1.9* | -4.1* | -0.034 8* | 729.8 | 0.89* | -2.4* | -4.4* | -0.048 7* | 836.1 | |||||||
2008 | 0.79* | -2.5* | -1.8 | -0.029 5* | 693.2 | 0.78* | -3.0* | -1.7 | -0.039 6* | 775.7 | |||||||
2009 | 0.96* | -2.7* | -3.1* | -0.031 2* | 763.4 | 0.90* | -2.6* | -4.2* | -0.044 4* | 831.6 | |||||||
2010 | 0.91* | -3.6* | -2.6 | -0.040 3* | 874.7 | 0.93* | -3.8* | -3.0* | -0.048 3* | 935.5 | |||||||
2011 | 0.91* | -2.5* | -4.0* | -0.038 6* | 801.5 | 0.95* | -3.4* | -5.2* | -0.047 4* | 961.1 |
Fig. 3 Regression results between fitted values of the first leaf date (FLD), first flowering date (FFD) and the common leaf coloring date (LCD) of Plantago asiatica (A-C) and Taraxacum mongolicum (D-F) and altitudes across the Qinghai-Xizang Plateau.
物候事件 Phenological event | 车前均方根误差 RMSE value of P. asiatica (d) | 蒲公英均方根误差 RMSE value of T. mongolicum (d) |
---|---|---|
展叶始期 FLD | 5.7 | 6.8 |
开花始期 FFD | 6.7 | 7.0 |
黄枯普遍期 LCD | 5.4 | 7.0 |
Table 4 Root Mean Square Error (RMSE) values of each phenological event in all sites and years of Plantago asiatica and Taraxacum mongolicum across the Qinghai-Xizang Plateau
物候事件 Phenological event | 车前均方根误差 RMSE value of P. asiatica (d) | 蒲公英均方根误差 RMSE value of T. mongolicum (d) |
---|---|---|
展叶始期 FLD | 5.7 | 6.8 |
开花始期 FFD | 6.7 | 7.0 |
黄枯普遍期 LCD | 5.4 | 7.0 |
Fig. 4 Regression results between fitted values of the first leaf date (FLD), first flowering date (FFD) and the common leaf coloring date (LCD) of Plantago asiatica (A-C) and Taraxacum mongolicum (D-F) and fitted values of mean annual air temperature across the Qinghai-Xizang Plateau.
[1] | Ahas R, Aasa A, Menzel A, Fedotova VG, Scheifinger H (2002). Changes in European spring phenology. International Journal of Climatology, 22, 1727-1738. |
[2] | Beniston M (2003). Climatic change in mountain regions: a review of possible impacts. Climatic Change, 59, 5-31. |
[3] |
Blois JL, Williams JW, Fitzpatrick MC, Jackson ST, Ferrier S (2013). Space can substitute for time in predicting climate- change effects on biodiversity. Proceedings of the National Academy of Sciences of the United States of America, 110, 9374-9379.
URL PMID |
[4] |
Bolmgren K, Vanhoenacker D, Miller-Rushing AJ (2013). One man, 73 years, and 25 species. Evaluating phenological responses using a lifelong study of first flowering dates. International Journal of Biometeorology, 57, 367-375.
URL PMID |
[5] | Cao YF, Wu RF, Yan WX (2008). Variation characteristics of Plantago phenology and its response to climate change. Meteorology Journal of Inner Mongolia, (6), 8-9,31. |
[ 曹艳芳, 吴瑞芬, 闫伟雄 (2008). 车前草物候变化特征及对气候变化的响应. 内蒙古气象, (6), 8-9,31.] | |
[6] | Chen HL, Liu J (2019). Response of phenological period of Plantago to climate change in grassland henanin county in Qinghai Province. Qinghai Prataculture, 28(3), 39-43. |
[ 陈海莲, 柳静 (2019). 青海省河南县草地车前物候期对气候变化的响应. 青海草业, 28(3), 39-43.] | |
[7] | Chen XQ, Zhang FC (2001). Spring phonological change in Beijing in the last 50 years and its response to the climatic changes. Chinese Journal of Agrometeorology, 22(1), 2-6. |
[ 陈效逑, 张福春 (2001). 近50年北京春季物候的变化及其对气候变化的响应. 中国农业气象, 22(1), 2-6.] | |
[8] | Chmielewski FM, Rötzer T (2001). Response of tree phenology to climate change across Europe. Agricultural and Forest Meteorology, 108, 101-112. |
[9] | Cui S, Meng F, Suonan J, Wang Q, Li B, Liu P, Renzeng W, Lv W, Jiang L, Zhang L, Li X, Li Y, Zhang Z, Luo C, Tsechoe D, Wang S (2017). Responses of phenology and seed production of annual Koenigia islandica to warming in a desertified alpine meadow. Agricultural and Forest Meteorology, 247, 376-384. |
[10] |
Dai JH, Wang HJ, Ge QS (2013). Multiple phenological responses to climate change among 42 plant species in Xiʼan, China. International Journal of Biometeorology, 57, 749-758.
URL PMID |
[11] |
Dai JH, Wang HJ, Ge QS (2014). The spatial pattern of leaf phenology and its response to climate change in China. International Journal of Biometeorology, 58, 521-528.
URL PMID |
[12] | Ding MJ, Zhang YL, Liu LS, Wang ZF (2011). Spatiotemporal changes of commencement of vegetation regreening and its response to climate change on Tibetan Plateau. Advances in Climate Change Research, 7, 317-323. |
[ 丁明军, 张镱锂, 刘林山, 王兆锋 (2011). 青藏高原植物返青期变化及其对气候变化的响应. 气候变化研究进展, 7, 317-323.] | |
[13] | Fan GZ, Jia ZJ (2010). Study advances on plant phenology. Arid Meteorology, 28, 250-255. |
[ 范广洲, 贾志军 (2010). 植物物候研究进展. 干旱气象, 28, 250-255.] | |
[14] | Fang XQ, Yu WH (2002). Progress in the studies on the phenological responding to global warming. Advance in Earth Sciences, 17, 714-719. |
[ 方修琦, 余卫红 (2002). 物候对全球变暖响应的研究综述. 地球科学进展, 17, 714-719.] | |
[15] | Fitzpatrick MC, Sanders NJ, Ferrier S, Longino JT, Weiser MD, Dunn R (2011). Forecasting the future of biodiversity: a test of single- and multi-species models for ants in North America. Ecography, 34, 836-847. |
[16] | Guo SL (2002). Advances in ecology and evolutionary biology of the genus Plantago. Chinese Bulletin of Botany, 19, 567-574. |
[ 郭水良 (2002). 车前属(Plantago L.)植物生态与进化生物学研究进展. 植物学通报, 19, 567-574.] | |
[17] | Huang WJ, Ge QS, Dai JH, Wang HJ (2017). Sensitivity of first flowering dates to temperature change for typical woody plants in Guiyang City, China. Progress in Geography, 36, 1015-1024. |
[ 黄文婕, 葛全胜, 戴君虎, 王焕炯 (2017). 贵阳木本植物始花期对温度变化的敏感度. 地理科学进展, 36, 1015-1024.] | |
[18] | IPCC (2013). Summary for policymakers//Stocker TF, Qin D, Plattner GK, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM. Climate Change 2013: the Physical Science Basis. Cambridge University Press, Cambridge, UK. 3-29. |
[19] |
Jiang LL, Wang SP, Meng FD, Duan JC, Niu HS, Xu GP, Zhu XX, Zhang ZH, Luo CY, Cui SJ, Li YM, Li XE, Wang Q, Zhou Y, Bao XY, Li YN, Dorji T, Piao SL, Ciais P, Peñuelas J, Du MY, Zhao XQ, Zhao L, Zhang FW, Wang GJ (2016). Relatively stable response of fruiting stage to warming and cooling relative to other phenological events. Ecology, 97, 1961-1969.
URL PMID |
[20] |
Johnson EA, Miyanishi K (2008). Testing the assumptions of chronosequences in succession. Ecology Letters, 11, 419-431.
URL PMID |
[21] |
Karl TR, Arguez A, Huang B, Lawrimore JH, McMahon JR, Menne MJ, Peterson TC, Vose RS, Zhang HM (2015). Possible artifacts of data biases in the recent global surface warming hiatus. Science, 348, 1469-1472.
URL PMID |
[22] | Koenig U, Abegg B (1997). Impacts of climate change on winter tourism in the Swiss Alps. Journal of Sustainable Tourism, 5, 46-58. |
[23] | Kong DD, Zhang Q, Huang WL, Gu XH (2017). Vegetation phenology change in Tibetan Plateau from 1982 to 2013 and its related meteorological factors. Acta Geographica Sinica, 72, 39-52. |
[ 孔冬冬, 张强, 黄文琳, 顾西辉 (2017). 1982-2013年青藏高原植被物候变化及气象因素影响. 地理学报, 72, 39-52.] | |
[24] |
Körner C (2007). The use of “altitude” in ecological research. Trends in Ecology & Evolution, 22, 569-574.
URL PMID |
[25] | Li L, Wang ZY, Qin NS, Wang QC (2002). Climate change and its impact on desertization around Qinghai Lake. Plateau Meteorology, 21, 59-65. |
[ 李林, 王振宇, 秦宁生, 汪青春 (2002). 环青海湖地区气候变化及其对荒漠化的影响. 高原气象, 21, 59-65.] | |
[26] | Malhi Y, Silman M, Salinas N, Bush M, Meir P, Saatchi S (2010). Introduction: elevation gradients in the tropics: laboratories for ecosystem ecology and global change research. Global Change Biology, 16, 3171-3175. |
[27] |
Menzel A, Fabian P (1999). Growing season extended in Europe. Nature, 397, 659.
DOI URL |
[28] | Pei SX, Guo QS, Xin XB, Hong M, Kang Y (2009). Research on plant phenological responses to climate change abroad. World Forestry Research, 22(6), 31-37. |
[ 裴顺祥, 郭泉水, 辛学兵, 洪明, 康义 (2009). 国外植物物候对气候变化响应的研究进展. 世界林业研究, 22(6), 31-37.] | |
[29] |
Peñuelas J, Sardans J, Estiarte M, Ogaya R, Carnicer J, Coll M, Barbeta A, Rivas-Ubach A, Llusià J, Garbulsky M, Filella I, Jump AS (2013). Evidence of current impact of climate change on life: a walk from genes to the biosphere. Global Change Biology, 19, 2303-2338.
URL PMID |
[30] | Piao SL, Fang JY, Zhou LM, Ciais P, Zhu B (2006). Variations in satellite-derived phenology in Chinaʼs temperate vegetation. Global Change Biology, 12, 672-685. |
[31] | Qi RY, Zhao LX (2013). Response of plantain phenology to climate change in Qinghai. Journal of Anhui Agricultural Sciences, 41, 3025-3026, 3028. |
[ 祁如英, 赵隆香 (2013). 青海车前草物候对气候变化的响应研究. 安徽农业科学, 41, 3025-3026, 3028.] | |
[32] |
Schaber J, Badeck FW (2002). Evaluation of methods for the combination of phenological time series and outlier detection. Tree Physiology, 22, 973-982.
URL PMID |
[33] |
Sherry RA, Zhou X, Gu S, Arnone JA, Schimel DS, Verburg PS, Wallace LL, Luo YQ (2007). Divergence of reproductive phenology under climate warming. Proceedings of the National Academy of Sciences of the United States of America, 104, 198-202.
URL PMID |
[34] |
Steltzer H, Post E (2009). Seasons and life cycles. Science, 324, 886-887.
DOI URL PMID |
[35] |
Thomas CD, Cameron A, Green RE, Bakkenes M, Beaumont LJ, Collingham YC, Erasmus BFN, de Siqueira MF, Grainger A, Hannah L, Hughes L, Huntley B, van Jaarsveld AS, Midgley GF, Miles L, Ortega-Huerta MA, Townsend Peterson A, Phillips OL, Williams SE (2004). Extinction risk from climate change. Nature, 427, 145-148.
DOI URL PMID |
[36] |
Tierney JE, Russell JM, Eggermont H, Hopmans EC, Verschuren D, Sinninghe Damsté JS (2010). Environmental controls on branched tetraether lipid distributions in tropical East African lake sediments. Geochimica et Cosmochimica Acta, 74, 4902-4918.
DOI URL |
[37] |
Wang HJ, Dai JH, Zheng JY, Ge QS (2014a). Temperature sensitivity of plant phenology in temperate and subtropical regions of China from 1850 to 2009. International Journal of Climatology, 35, 913-922.
DOI URL |
[38] | Wang SP, Wang CS, Duan JC, Zhu XX, Xu GP, Luo CY, Zhang ZH, Meng FD, Li YN, Du MY (2014b). Timing and duration of phenological sequences of alpine plants along an elevation gradient on the Tibetan Plateau. Agricultural and Forest Meteorology, 189-190, 220-228. |
[39] |
Wolkovich EM, Cook BI, Allen JM, Crimmins TM, Betancourt JL, Travers SE, Pau S, Regetz J, Davies TJ, Kraft NJB, Ault TR, Bolmgren K, Mazer SJ, McCabe GJ, McGill BJ, Parmesan C, Salamin N, Schwartz MD, Cleland EE (2012). Warming experiments underpredict plant phenological responses to climate change. Nature, 485, 494-497.
URL PMID |
[40] | Wu RJ, Zheng YF, Zhao GQ, Wang M (2009). Spring phenophase changes of dominant plants in Zhengzhou and their responses to air temperature change. Chinese Journal of Ecology, 28, 1049-1054. |
[ 吴荣军, 郑有飞, 赵国强, 王敏 (2009). 郑州主要植物春季物候变化及其对气温变化的响应. 生态学杂志, 28, 1049-1054.] | |
[41] | Xu GX, Luo SX, Guo QS, Pei SX, Shi ZM, Zhu L, Zhu NN (2014). Responses of leaf unfolding and flowering to climate change in 12 tropical evergreen broadleaf tree species in Jianfengling, Hainan Island. Chinese Journal of Plant Ecology, 38, 585-598. |
[ 许格希, 罗水兴, 郭泉水, 裴顺祥, 史作民, 朱莉, 朱妮妮 (2014). 海南岛尖峰岭12种热带常绿阔叶乔木展叶期与开花期对气候变化的响应. 植物生态学报, 38, 585-598.] | |
[42] | Xu YJ, Zhong SY, Dai JH, Tao ZX, Wang HJ (2017). Changes in flowering phenology of plants and their model simulation in Mudanjiang, China. Geographical Research, 36, 779-789. |
[ 徐韵佳, 仲舒颖, 戴君虎, 陶泽兴, 王焕炯 (2017). 1978-2014年牡丹江地区植物花期变化及模型模拟. 地理研究, 36, 779-789.] | |
[43] | Xu YQ, Lu PL, Yu Q (2005). Response of tree phenology to climate change for recent 50 years in Beijing. Geographical Research, 24, 412-420. |
[ 徐雨晴, 陆佩玲, 于强 (2005). 近50年北京树木物候对气候变化的响应. 地理研究, 24, 412-420.] | |
[44] | Zhang FC (1995). Effects of global warming on plant phenological everts in China. Acta Geographica Sinica, 50, 402-410. |
[ 张福春 (1995). 气候变化对中国木本植物物候的可能影响. 地理学报, 50, 402-410.] | |
[45] | Zhang XX, Ge QS, Zheng JY, Zhang FC (2005). Responses of spring phenology to climate changes in Beijing in last 150 years. Chinese Journal of Agrometeorology, 26, 263-267. |
[ 张学霞, 葛全胜, 郑景云, 张福春 (2005). 近150年北京春季物候对气候变化的响应. 中国农业气象, 26, 263-267.] | |
[46] | Zhao JB, Zhang YP, Song FQ, Xu ZF, Xiao YL (2009). A comparison of the phenological characteristics of introduced plant species in the Xishuangbanna Tropical Botanical Garden. Bulletin of Botany, 44, 464-472. |
[ 赵俊斌, 张一平, 宋富强, 许再富, 肖云来 (2009). 西双版纳热带植物园引种植物物候特征比较. 植物学报, 44, 464-472.] | |
[47] | Zheng ZT (2018). Responses of Net Primary Productivity to Green-Up Dynamics in the Alpine Grassland on the Qinghai-Tibetan Plateau. PhD dissertation, Beijing Normal University, Beijing. 7-29. |
[ 郑周涛 (2018). 青藏高原草地返青期对净初级生产力的调控作用研究. 博士学位论文, 北京师范大学, 北京. 7-29.] | |
[48] | Zheng ZT, Zhu WQ, Chen GS, Jiang N, Fan DQ, Zhang DH (2016). Continuous but diverse advancement of spring- summer phenology in response to climate warming across the Qinghai-Tibetan Plateau. Agricultural and Forest Meteorology, 223, 194-202. |
[49] | Zhu WQ, Zheng ZT, Jiang N, Zhang DH (2018). A comparative analysis of the spatio-temporal variation in the phenologies of two herbaceous species and associated climatic driving factors on the Tibetan Plateau. Agricultural and Forest Meteorology, 248, 177-184. |
[1] | QIN Wen-Kuan, ZHANG Qiu-Fang, AO Gu-Kai-Lin, ZHU Biao. Responses and mechanisms of soil organic carbon dynamics to warming: a review [J]. Chin J Plant Ecol, 2024, 48(4): 403-415. |
[2] | BAI Yu-Xin, YUAN Dan-Yang, WANG Xing-Chang, LIU Yu-Long, WANG Xiao-Chun. Comparison of characteristics of tree trunk xylem vessels among three species of Betula in northeast China and their relationships with climate [J]. Chin J Plant Ecol, 2023, 47(8): 1144-1158. |
[3] | YU Hai-Ying, YANG Li-Lin, FU Su-Jing, ZHANG Zhi-Min, YAO Qi-Fu. Response of leaf-unfolding dates of woody species to variation of chilling and heat accumulation in warm temperate forests [J]. Chin J Plant Ecol, 2022, 46(12): 1573-1584. |
[4] | WANG Yu-Xian, HOU Meng, XIE Yan-Yan, LIU Zuo-Jun, ZHAO Zhi-Gang, LU Ning-Na. Relationships of flower longevity with attractiveness traits and their effects on female fitness of alpine meadow plants on the Qinghai-Xizang Plateau, China [J]. Chin J Plant Ecol, 2020, 44(9): 905-915. |
[5] | XIA Jian-Yang, LU Rui-Ling, ZHU Chen, CUI Er-Qian, DU Ying, HUANG Kun, SUN Bao-Yu. Response and adaptation of terrestrial ecosystem processes to climate warming [J]. Chin J Plant Ecol, 2020, 44(5): 494-514. |
[6] | ZHANG Chan, AN Yu-Meng, Yun JÄSCHKE, WANG Lin-Lin, ZHOU Zhi-Li, WANG Li-Ping, YANG Yong-Ping, DUAN Yuan-Wen. Processes on reproductive ecology of plant species in the Qinghai-Xizang Plateau and adjacent highlands [J]. Chin J Plant Ecol, 2020, 44(1): 1-21. |
[7] | CAI Qin, DING Jun-Xiang, ZHANG Zi-Liang, HU Jun, WANG Qi-Tong, YIN Ming-Zhen, LIU Qing, YIN Hua-Jun. Distribution patterns and driving factors of leaf C, N and P stoichiometry of coniferous species on the eastern Qinghai-Xizang Plateau, China [J]. Chin J Plant Ecol, 2019, 43(12): 1048-1060. |
[8] | SHEN Jia-Yan, LI Shuai-Feng, HUANG Xiao-Bo, LEI Zhi-Quan, SHI Xing-Quan, SU Jian-Rong. Radial growth responses to climate warming and drying in Pinus yunnanensis in Nanpan River Basin [J]. Chin J Plant Ecol, 2019, 43(11): 946-958. |
[9] | MOU Jing, BIN Zhen-Jun, LI Qiu-Xia, BU Hai-Yan, ZHANG Ren-Yi, XU Dang-Hui. Effects of nitrogen and silicon addition on soil nitrogen mineralization in alpine meadows of Qinghai-Xizang Plateau [J]. Chin J Plant Ecol, 2019, 43(1): 77-84. |
[10] | ZHANG Yun, YIN Ding-Cai, TIAN Kun, ZHANG Wei-Guo, HE Rong-Hua, HE Wen-Qing, SUN Jiang-Mei, LIU Zhen-Ya. Radial growth responses of Picea likiangensis to climate variabilities at different altitudes in Yulong Snow Mountain, southwest China [J]. Chin J Plant Ecol, 2018, 42(6): 629-639. |
[11] | ZHOU Tong, CAO Ru-Yin, WANG Shao-Peng, CHEN Jin, TANG Yan-Hong. Responses of green-up dates of grasslands in China and woody plants in Europe to air temperature and precipitation: Empirical evidences based on survival analysis [J]. Chin J Plant Ecol, 2018, 42(5): 526-538. |
[12] | GENG Xiao-Dong, Xu Ri, LIU Yong-Wen. Responses of ecosystem carbon exchange to multi-level water addition in an alpine meadow in Namtso of Qinghai-Xizang Plateau, China [J]. Chin J Plant Ecol, 2018, 42(3): 397-405. |
[13] | SHI Guo-Xi, WANG Wen-Ying, JIANG Sheng-Jing, CHENG Gang, YAO Bu-Qing, FENG Hu-Yuan, ZHOU Hua-Kun. Effects of the spreading of Ligularia virgaurea on soil physicochemical property and microbial functional diversity [J]. Chin J Plant Ecol, 2018, 42(1): 126-132. |
[14] | WANG Guan-Qin, LI Fei, PENG Yun-Feng, CHEN Yong-Liang, HAN Tian-Feng, YANG Gui-Biao, LIU Li, ZHOU Guo-Ying, YANG Yuan-He. Responses of soil N2O emissions to experimental warming regulated by soil moisture in an alpine steppe [J]. Chin J Plan Ecolo, 2018, 42(1): 105-115. |
[15] | GOU Xiao-Lin, ZHOU Qing-Ping, CHEN You-Jun, WEI Xiao-Xing, TU Wei-Guo. Characteristics of nutrients in two dominant plant species and rhizospheric soils in alpine desert of the Qinghai-Xizang Plateau under contrasting climates [J]. Chin J Plan Ecolo, 2018, 42(1): 133-142. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||
Copyright © 2022 Chinese Journal of Plant Ecology
Tel: 010-62836134, 62836138, E-mail: apes@ibcas.ac.cn, cjpe@ibcas.ac.cn