Plant phenology becoming a focus of current research worldwide is a sensitive indicator of global climate change. To understand observed soybean phenology and explore its climatic determinants in frigid region (Northeast China and northeast in Inner Mongolia), we studied the phenological changes of soybean [Glycine max (L.) Merr.] for the frigid region during 1981–2017, then analyzed the contribution of major causal climate factors to phenology based on multiple stepwise regression. Altogether, the average temperature from sowing to maturity (WGP) was significant increasing, accumulated precipitation and sunshine hours were decreasing. More than 50% of observations showed delays in sowing, emergence and maturity stage and short durations of sowing to flowering (VGP), flowering to maturity (RGP) and sowing to maturity (WGP). The late sowing was getting the following phenological timing backward, but the flowering and maturity delaying trends were much less than that of sowing timing due to the warming accelerated growth of soybean. Detailed analysis indicated mean temperature and accumulated precipitation of the 1–3 months immediately preceding the mean emergence, flowering and maturity dates influenced the phenological timing in higher latitude areas (HLJ and FL), while in JL and LN, accumulated precipitation and sunshine hours(replacing mean temperature) were the climatic determinants. These results brought light the importance of research and policy to support strategies for adaptation to local condition under the climate change.
机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Zhang, Yuhu
Yao, Yunjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Sch Geog, Beijing 100875, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Yao, Yunjun
Lin, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Inst Remote Sensing & GIS, Beijing 100871, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Lin, Yi
Xiang, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
机构:
Childrens Specialists San Diego, Div Paediat Urol, San Diego, CA 92123 USAChildrens Specialists San Diego, Div Paediat Urol, San Diego, CA 92123 USA
机构:
Chinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Jin, Shaofei
Yan, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Yan, Xiaodong
Zhang, Heng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, Key Lab East China Sea & Ocean Fishery Resources, Minist Agr, East China Sea Fisheries Res Inst, Shanghai 200090, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Zhang, Heng
Xiao, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Oceanol, Qingdao 266070, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Xiao, Ning
Zhang, Junlong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Oceanol, Qingdao 266070, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Zhang, Junlong
Liu, Wenliang
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
Liu, Wenliang
Xiong, Zhe
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R ChinaChinese Acad Sci, Key Lab Reg Climate Environm Temperate East Asia, Inst Atmospher Phys, Beijing 100029, Peoples R China
机构:
China Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Chinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Li, Yanzhen
Zhang, Rui
论文数: 0引用数: 0
h-index: 0
机构:
Hubei Normal Univ, Coll Urban & Environm Sci, Huangshi 435002, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Zhang, Rui
Long, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci NIGLAS, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Long, Hao
Cheng, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Cheng, Peng
Kemp, David B.
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Kemp, David B.
Zhang, Ze
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Zhang, Ze
Huang, Chunju
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Huang, Chunju
Hou, Mengyang
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Hou, Mengyang
Li, Yue
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Li, Yue
Jia, Shizhen
论文数: 0引用数: 0
h-index: 0
机构:
China Coal Technol & Engn Grp, Shenyang Res Inst, Shenyang 13122, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Jia, Shizhen
Wang, Zhixiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Qinghai Inst Salt Lakes, Qinghai Prov Key Lab Geol & Environm Salt Lakes, Xining 810008, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
Wang, Zhixiang
Tan, Liangcheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Earth Environm, State Key Lab Loess & Quaternary Geol, Xian 710061, Peoples R China
Xi An Jiao Tong Univ, Inst Global Environm Change, Xian 710049, Peoples R ChinaChina Univ Geosci, State Key Lab Geol Proc & Mineral Resources, Wuhan 430074, Peoples R China
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Yang, Ning
Yang, Lei
论文数: 0引用数: 0
h-index: 0
机构:
Nankai Univ, Tianjin Key Lab Urban Transport Emiss Res, Tianjin 300071, Peoples R China
Nankai Univ, Coll Environm Sci & Engn, State Environm Protect Key Lab Urban Ambient Air P, Tianjin 300071, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Yang, Lei
Xu, Feng
论文数: 0引用数: 0
h-index: 0
机构:
CARARC Automot Test Ctr Kunming Co Ltd, Kunming 651701, Peoples R China
China Automot Technol & Res Ctr Co Ltd, Tianjin 300300, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Xu, Feng
Han, Xue
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Geol & Mineral Cent Lab, Baoding 071051, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Han, Xue
Liu, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Liu, Bin
Zheng, Naiyuan
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Zheng, Naiyuan
Li, Yuan
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Li, Yuan
Bai, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Bai, Yu
Li, Liwei
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Tianjin Ecoenvironm Monitoring Ctr, 19 Fukang Rd, Tianjin 300071, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
Li, Liwei
Wang, Jiguang
论文数: 0引用数: 0
h-index: 0
机构:
CARARC Automot Test Ctr Kunming Co Ltd, Kunming 651701, Peoples R China
China Automot Technol & Res Ctr Co Ltd, Tianjin 300300, Peoples R ChinaTianjin Ecoenvironm Monitoring Ctr, Tianjin 300191, Peoples R China
机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Zhang, Mengwei
Liu, Xingqi
论文数: 0引用数: 0
h-index: 0
机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China