TY - JOUR
T1 - Winter wheat yield responses to growing degree days
T2 - Long-term trends and adaptability in major producing areas of China
AU - Liu, Ziyang
AU - Cammarano, Davide
AU - Liu, Xiaojun
AU - Tian, Yongchao
AU - Zhu, Yan
AU - Cao, Weixing
AU - Cao, Qiang
N1 - Publisher Copyright:
© 2024 The Author(s)
PY - 2025/1
Y1 - 2025/1
N2 - Global warming significantly impacts wheat production, altering growing degree days (GDD), a key indicator of heat accumulation essential for crop growth. However, understanding the specific spatiotemporal patterns of GDD and its influence on wheat yields remains limited. This study used 40 years of data from experimental stations in China's main winter wheat-producing areas to explore the spatiotemporal changes in GDD in the context of climate change and a linear mixed-effects regression model to elucidate the relationship between accumulated GDD at different growth stages and wheat yield. The study found that the accumulated GDD in wheat sowing-to-jointing stage and the accumulated GDD in jointing-to-flowering and flowering-to-maturity stages showed an opposite trend in latitudinal distribution. Over time, the total GDD accumulation increased by an average of 345.23 ℃·d, and the GDD accumulation in the three key growth stages increased by an average of 273.26 ℃·d, 27.21 ℃·d, and 44.77 ℃·d. The accumulated GDD for winter wheat during the sowing-to-jointing stage and flowering-to-maturity stage showed significant increases over 40 years, the GDD during the jointing-to-flowering stage remained relatively stable. The number of days in the growth period during the sowing-to-jointing stage and jointing-to-flowering stage decreased significantly, the number of days during the flowering-to-maturity stage increased significantly. In the northern region, the increase in accumulated GDD in the jointing-to-flowering, and flowering-to-maturity stages was beneficial to the increase in yield. In all regions, the increase in accumulated GDD in the sowing-to-jointing stage causes yield losses, and the losses in the southern region are greater than those in the northern region. For different regions, we have proposed management and breeding plans to make winter wheat better adapted to future changes in GDD. This study provides crucial insights into current challenges and offers a foundation for future research on yield forecasting under varying climate scenarios.
AB - Global warming significantly impacts wheat production, altering growing degree days (GDD), a key indicator of heat accumulation essential for crop growth. However, understanding the specific spatiotemporal patterns of GDD and its influence on wheat yields remains limited. This study used 40 years of data from experimental stations in China's main winter wheat-producing areas to explore the spatiotemporal changes in GDD in the context of climate change and a linear mixed-effects regression model to elucidate the relationship between accumulated GDD at different growth stages and wheat yield. The study found that the accumulated GDD in wheat sowing-to-jointing stage and the accumulated GDD in jointing-to-flowering and flowering-to-maturity stages showed an opposite trend in latitudinal distribution. Over time, the total GDD accumulation increased by an average of 345.23 ℃·d, and the GDD accumulation in the three key growth stages increased by an average of 273.26 ℃·d, 27.21 ℃·d, and 44.77 ℃·d. The accumulated GDD for winter wheat during the sowing-to-jointing stage and flowering-to-maturity stage showed significant increases over 40 years, the GDD during the jointing-to-flowering stage remained relatively stable. The number of days in the growth period during the sowing-to-jointing stage and jointing-to-flowering stage decreased significantly, the number of days during the flowering-to-maturity stage increased significantly. In the northern region, the increase in accumulated GDD in the jointing-to-flowering, and flowering-to-maturity stages was beneficial to the increase in yield. In all regions, the increase in accumulated GDD in the sowing-to-jointing stage causes yield losses, and the losses in the southern region are greater than those in the northern region. For different regions, we have proposed management and breeding plans to make winter wheat better adapted to future changes in GDD. This study provides crucial insights into current challenges and offers a foundation for future research on yield forecasting under varying climate scenarios.
KW - Climate change
KW - Growing degree days trends
KW - Management practices
KW - Winter wheat
KW - Yield response
UR - http://www.scopus.com/inward/record.url?scp=85213836371&partnerID=8YFLogxK
U2 - 10.1016/j.ecolind.2024.113058
DO - 10.1016/j.ecolind.2024.113058
M3 - Journal article
AN - SCOPUS:85213836371
SN - 1470-160X
VL - 170
JO - Ecological Indicators
JF - Ecological Indicators
M1 - 113058
ER -