[1]董京铭,刘瑞翔,马晨晨,等.利用主成分回归方法预估连云港地区水稻气象产量[J].江苏农业学报,2021,(03):606-612.[doi:doi:10.3969/j.issn.1000-4440.2021.03.008]
 DONG Jing-ming,LIU Rui-xiang,MA Chen-chen,et al.Estimation of the meteorological yield of rice in Lianyungang area using principal component regression method[J].,2021,(03):606-612.[doi:doi:10.3969/j.issn.1000-4440.2021.03.008]
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利用主成分回归方法预估连云港地区水稻气象产量()
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江苏农业学报[ISSN:1006-6977/CN:61-1281/TN]

卷:
期数:
2021年03期
页码:
606-612
栏目:
耕作栽培·资源环境
出版日期:
2021-06-30

文章信息/Info

Title:
Estimation of the meteorological yield of rice in Lianyungang area using principal component regression method
作者:
董京铭刘瑞翔马晨晨郝玲史达伟
(连云港市气象局,江苏连云港222000)
Author(s):
DONG Jing-mingLIU Rui-xiangMA Chen-chenHAO LingSHI Da-wei
(Lianyungang Meteorological Bureau, Lianyungang 222000,China)
关键词:
连云港水稻气象产量主成分回归
Keywords:
Lianyungangricemeteorological yieldprincipal component regression
分类号:
S511
DOI:
doi:10.3969/j.issn.1000-4440.2021.03.008
文献标志码:
A
摘要:
根据连云港地区1974-2016年5个站点的气象资料和水稻产量资料,利用主成分回归方法研究该地区水稻不同生长期内,气象要素与水稻气象产量的关系,构建预估模型并对其进行检验。结果表明,抽穗开花期和灌浆成熟期的气温、积温等热力因子对连云港地区水稻气象产量影响最大;主成分分析的前3个分量为“抽穗开花期因子”、“灌浆成熟期因子”和“移栽返青期因子”,可以解释连云港地区85%左右的水稻相对气象产量变化;回归模型组合出3个新的因子,分别对应抽穗开花期的热力条件、灌浆成熟期的热力条件和移栽返青期的温差,该模型可以较好地预估连云港地区水稻的气象产量。
Abstract:
The relationship between meteorological elements and the meteorological yield of rice during different growing periods of rice in Lianyungang region was studied based on the meteorological data and rice yield data of five stations from 1974 to 2016, using principal component regression method. A prediction model was constructed and tested. The results showed that, thermal factors such as air temperature and accumulated temperature at heading-flowering stage and filling-maturity stage had the greatest impact on the meteorological yield of rice in Lianyungang region. The first three components of principal component analysis were “heading-flowering period factor”, “filling-maturity period factor” and “transplanting-returning green period factor”, which could explain about 85% of the relative meteorological yield changes of rice in Lianyungang area. Three new factors were combined by the regression model, which corresponded to the thermal conditions of the :“heading-flowering period” the thermal conditions of the “filling-maturity period” and the temperature difference in the “transplanting-returning green period”, respectively. The model can well predict the meteorological yield of rice in Lianyungang area.

参考文献/References:

[1]包云轩,刘维,高苹,等. 气候变暖背景下江苏省水稻热害发生规律及其对产量的影响[J].中国农业气象,2012,33(2):289-296.
[2]艾玉春,董摇月,汪吉东,等. 水稻产量主要养分限制因子及养分运筹应对技术研究[J].江苏农业学报,2015,31(3):558-563.
[3]陈雅子,申双和. 江苏省水稻高温热害保险的天气指数研制[J].江苏农业科学,2016,44(10):461-464.
[4]张正球,胡曙鋆,范郁尔,等. 连云港市水稻生产制约因素及发展对策[J].北方水稻,2013,43(2):70-72.
[5]SATAKE T,YOSHIDA S.High temperature induced sterility in indica rice at flowering[J].Proceedings of the Crop Science Society of Japan,1978,47(1):6-17.
[6]李守华,田小海,黄永平,等. 江汉平原近 50 年中稻花期危害高温发生的初步分析[J].中国农业气象,2007,28(1):5-8.
[7]任义方,高苹,王春乙. 江苏高温热害对水稻的影响及成因分析[J].自然灾害学报,2010,19(5):101-107.
[8]程勇翔,王秀珍,郭建平,等. 农作物低温冷害监测评估及预报方法评述[J].中国农业气象,2012,33(2):297-303.
[9]徐敏,徐经纬,高苹,等. 江苏水稻障碍型冷害时空变化特征及敏感性分析[J].气象,2015, 41(11):1367-1373.
[10]陶炳炎,汤志成,彭钊安,等. 江苏杂交水稻气候分析和区划[J].南京气象学院学报,1981(1):65-73.
[11]于堃,宋静,高苹. 江苏水稻高温热害的发生规律与特征[J].气象科学, 2010, 30(4):530-533.
[12]陈斐,杨沈斌,申双和,等. 基于主成分回归法的长江中下游双季早稻相对气象产量模拟模型[J].中国农业气象,2014,35(5):522-528.
[13]秦剑. 气候变化与昆明粮食生产的研究[J].南京气象学院学报,1999,22(4):671-679.
[14]朱自玺,刘荣花,方文松,等. 华北地区冬小麦干旱评估指标研究[J].自然灾害学报,2003,12(1):145-150.
[15]房世波. 分离趋势产量和气候产量的方法探讨[J].自然灾害学报,2011,20(6):13-18.
[16]孙卫国,程炳岩,杨沈斌,等. 区域气候变化对华东地区水稻产量的影响[J].中国农业气象,2011,32(2):227-234.
[17]季彪俊. 影响水稻产量因子的研究[J].西南农业大学学报(自然科学版),2005, 27(5):579-583.
[18]沈航,陈娇,黎佰杨,等. 低温胁迫对不同杂交水稻组合苗期耐冷性及生理生化指标的影响[J].江苏农业科学,2020,48(12): 59-63.
[19]田孟祥,张时龙,何友勋,等. 水稻耐低温基因bZIP73分子标记的开发与验证[J].江苏农业学报,2019,35(6):1265-1270.
[20]胡雪琼,刘文英,张明达,等. 云南省水稻低温冷害风险研究[J].江苏农业科学,2019,47(18):283-286.
[21]任国玉,初子莹,周雅清,等. 中国气温变化研究最新进展[J].气候与环境研究,2005,10(4):701-716.
[22]丁一汇,任国玉,石广玉,等. 气候变化国家评估报告I:中国气候变化的历史和未来趋势[J].气候变化研究进展,2006,2(1):3-8.
[23]周晓兰,高庆九,邓自旺,等. 江苏气温长期变化趋势及年代际变化空间差异分析[J].南京气象学院学报,2006,29(2):196-202.
[24]LI Z B,SUN Y,LI T,et al.Future changes in East Asian summer monsoon circulation and precipitation under 1.5 to 5.0 ℃ of warming[J].Earth’s Future,2019,7:1391-1406.

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备注/Memo

备注/Memo:
收稿日期:2020-09-21基金项目:连云港市气象局科技计划项目(LG202001)作者简介:董京铭(1989-),江苏连云港人,硕士,工程师,主要从事农业气象研究。(E-mail)792156709@qq.com通讯作者:史达伟,(E-mail)395158610@qq.com
更新日期/Last Update: 2021-07-05