留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

ENSO事件对山东苹果生产的影响Ⅱ: 不同ENSO年型下农业气象灾害变化及对苹果产量的影响

崔成 刘园 刘布春 孙彦坤 杨凡 张晓男 刘珊珊 朱永昶 贺金娜

崔成, 刘园, 刘布春, 孙彦坤, 杨凡, 张晓男, 刘珊珊, 朱永昶, 贺金娜. ENSO事件对山东苹果生产的影响Ⅱ: 不同ENSO年型下农业气象灾害变化及对苹果产量的影响[J]. 中国生态农业学报 (中英文), 2023, 31(0): 1−16 doi: 10.12357/cjea.20220533
引用本文: 崔成, 刘园, 刘布春, 孙彦坤, 杨凡, 张晓男, 刘珊珊, 朱永昶, 贺金娜. ENSO事件对山东苹果生产的影响Ⅱ: 不同ENSO年型下农业气象灾害变化及对苹果产量的影响[J]. 中国生态农业学报 (中英文), 2023, 31(0): 1−16 doi: 10.12357/cjea.20220533
CUI C, LIU Y, LIU B C, SUN Y K, YANG F, ZHANG X N, LIU S S, ZHU Y C, HE J N. ENSO events impacts to Shandong apple production Ⅱ: changes of agricultural meteorological disasters under different ENSO scenarios and affected to apple yield[J]. Chinese Journal of Eco-Agriculture, 2023, 31(0): 1−16 doi: 10.12357/cjea.20220533
Citation: CUI C, LIU Y, LIU B C, SUN Y K, YANG F, ZHANG X N, LIU S S, ZHU Y C, HE J N. ENSO events impacts to Shandong apple production Ⅱ: changes of agricultural meteorological disasters under different ENSO scenarios and affected to apple yield[J]. Chinese Journal of Eco-Agriculture, 2023, 31(0): 1−16 doi: 10.12357/cjea.20220533

ENSO事件对山东苹果生产的影响Ⅱ: 不同ENSO年型下农业气象灾害变化及对苹果产量的影响

doi: 10.12357/cjea.20220533
基金项目: 国家重点研发计划重点专项(2017YFC1502803)、中国农业科学院基本科研业务费(BSRF201902)、中国农业科学院科技创新工程协同创新任务(CAAS-XTCX2018023)和中国农业科学院科技创新工程(CAAS-ASTIP-2014-IEDA)资助
详细信息
    作者简介:

    崔成, 主要从事农业灾害风险评估研究。E-mail: dc_cuicheng@163.com

    通讯作者:

    刘园, 主要从事农业灾害风险评估研究。E-mail: liuyuan@caas.cn

  • 中图分类号: S162

ENSO events impacts to Shandong apple production Ⅱ: changes of agricultural meteorological disasters under different ENSO scenarios and affected to apple yield

Funds: This study was supported by the National Key Research and Development Program (2017YFC1502803), the Basic Research Funds of Chinese Academy of Agricultural Sciences (BSRF201902), the Collaborative Innovation Task of Science and Technology Innovation Project of CAAS (CAAS-XTCX2018023), and the Science and Technology Innovation Project, Chinese Academy of Agricultural Sciences (CAAS-ASTIP-2014-IEDA).
More Information
  • 摘要: 苹果作为山东优势果品之一, 其生产受农业气象灾害影响较大。探究在ENSO事件下山东农业气象灾害演变规律及其对山东苹果产量的影响, 对指导当地苹果生产具有重大意义。本文基于山东1991—2019年逐日气象观测数据、地市级苹果种植统计数据及ENSO事件数据, 利用数理统计分析和ArcGIS空间表达, 得出以下结论1) 1991−2019年不同ESNO年型下农业气象灾害发生情况区域差异显著。6—8月果实膨大期厄尔尼诺年干旱灾害发生较为频繁, 共计78次, 干旱频率最高约50%; 中性年雨涝灾害较为严重, 高达60次。鲁西、鲁中等热量资源充足地区, 干旱发生较为频繁; 鲁南降水资源较为充沛地区, 雨涝灾害发生频繁。鲁东、胶东半岛等地3—5月苹果花期极端低温灾害发生较为频繁, 发生日数约7~9 d·a−1, 频率约为60%—100%。鲁西等地是6—8月苹果果实膨大期高温热害的高发区, 发生天数11~15 d·a−1。2)不同ESNO年型下, 干旱与厄尔尼诺年呈正相关, 与拉尼娜年呈负相关。3—10月苹果可生长期厄尔尼诺年南方涛动指数与雨涝呈正相关相关, 拉尼娜年、中性年南方涛动指数与雨涝呈负相关。3—5月苹果花期低温灾害与厄尔尼诺年南方涛动指数呈负相关; 与拉尼娜年、中性年南方涛动指数呈正相关。3) 3—10月苹果可生长期, 厄尔尼诺年, 胶东半岛地区干旱加剧, 导致苹果减产率上升; 中性年, 雨涝灾害, 也使得苹果减产减收影响加重。6—8月苹果果实膨大期, 拉尼娜年、中性年下, 鲁西地区干旱与苹果减产率呈正相关; 中性年, 山东大部分地区雨涝与苹果减产率呈正相关。厄尔尼诺年苹果减产率受极端低温灾害影响较小, 高温热害影响较大; 拉尼娜年、中性年山东大部分地区低温冷害、冻害天数增加, 导致苹果减产率上升, 风险加大。苹果生产中, 谨防厄尔尼诺年高温、干旱, 拉尼娜年、中性年应预防低温、雨涝灾害对苹果产量、品质的损害, 确保苹果产业而健康可持续的生产。
  • 图  1  研究区域及气象站点分布图

    Figure  1.  Distribution of study area and meteorological stations

    图  2  不同ENSO年型山东6-8月降水距平百分率及旱涝等级(1991-2019年)

    Figure  2.  Percentage of precipitation anomalies and grade of droughts and floods from June to August under different ENSO years in Shandong (1991−2019)

    图  3  不同ENSO年型山东6-8月旱涝频率分布

    Figure  3.  Frequency of drought and flood from June to August under different ENSO years in Shandong

    图  4  不同ENSO年型下山东6-8月旱涝灾害站次比

    Figure  4.  The stations ratio of drought and flood disaster from June to August under different ENSO years in Shandong

    图  5  1991-2019年不同ENSO年型下低温冷害发生日数、频率空间分布

    Figure  5.  Spatial distribution of occurrence days and frequency of cold injury under different ENSO years during 1991−2019

    图  6  1991-2019年不同ENSO年型下低温冻害发生日数、频率空间分布

    Figure  6.  Spatial distribution of days and frequency of low temperature freezing injury under different ENSO years during 1991−2019

    图  7  1991-2019年不同ENSO年型下高温热害发生日数空间、频率分布

    Figure  7.  Spatial distribution of occurrence days and frequency of high temperature under different ENSO years during 1991−2019

    图  8  1991—2019年不同ENSO年型下旱涝灾害与ENSO事件南方涛动指数相关性的空间分布(从上至下: 3—10月干旱、6—8月干旱、3—10月雨涝、6—8月雨涝)

    Figure  8.  Spatial distribution of correlation between drought and flood disasters and ENSO events in different ENSO years from 1991 to 2019 (from top to bottom: drought in March-October ,drought in June-August, flood in March-October, flood in June-August)

    图  9  1991—2019年不同ENSO年型下低温灾害与ENSO事件相关性的空间分布

    Figure  9.  Spatial distribution of correlation between cold damage and ENSO events in different ENSO years from 1991 to 2019

    图  10  1991—2019年不同ENSO年型下高温热害与ENSO事件相关性的空间分布

    Figure  10.  Spatial distribution of correlation between high temperature heat damage and ENSO events under different ENSO years during 1991−2019

    图  11  1991—2019年不同ENSO年型下旱涝灾害与苹果减产率相关性的空间分布(从上至下: 3—10月干旱、3—10月雨涝、6—8月干旱、6—8月雨涝)

    Figure  11.  Spatial distribution of correlation between drought and flood disasters and apple yield reduction rate under different ENSO years during 1991−2019 (from top to bottom: drought in March-October, drought in June-August, flood in March-October, flood in June-August)

    图  12  1991—2019年不同ENSO年型下低温冷害、冻害与苹果减产率相关性的空间分布

    Figure  12.  Spatial distribution of correlation between chilling injury, freezing injury and apple yield reduction rate under different ENSO years during 1991−2019

    图  13  1991—2019年不同ENSO年型下高温热害与苹果减产率相关性的空间分布

    Figure  13.  Spatial distribution of correlation between high temperature and apple yield reduction rate under different ENSO years during 1991−2019

    表  1  1991—2019年ENSO事件不同年型的统计[25-26]

    Table  1.   Classification of different ENSO events from 1991 to 2019

    ENSO年份 Years总计 Total
    厄尔尼诺年 El Nino years1991, 1992, 1993, 1994, 1997, 2002, 2004, 2005, 2006, 2009, 2014, 2015, 201613年 13 years
    中性年 Neutral years1996, 1998, 2001, 2003, 2007, 2012, 2013, 2017, 20189年 9 Years
    拉尼娜年 La Nina years1995, 1999, 2000, 2008, 2010, 2011, 20197年 7 Years
    下载: 导出CSV

    表  2  根据降水距平百分率划分旱涝等级

    Table  2.   Drought and flood grades according to the percentage of precipitation anomaly

    等级 Level季节 Season年 Year
    重涝 Heavy waterlogging$ Pa\geqslant 80\text{%} $$ Pa\geqslant 45\text{%} $
    大涝 Flooding$ 80\text{%} > Pa\geqslant 50\text{%} $$ 45\text{%} > Pa\geqslant 30\text{%} $
    偏涝 Partial waterlogging$ 50\text{%} > Pa > 25\text{%} $$ 30\text{%} > Pa > 15\text{%} $
    正常 Normal$ 25\text{%}\geqslant Pa\geqslant -25\text{%} $$ 15\text{%}\geqslant Pa\geqslant -15\text{%} $
    偏旱 Partial drought$ -25\text{%} > Pa > -50\text{%} $$ -15\text{%} > Pa > -30\text{%} $
    大旱 Drought$ -50\text{%}\geqslant Pa > -80\text{%} $$ -30\text{%}\geqslant Pa > -45\text{%} $
    重旱 Heavy drought$ -80\mathrm{\text{%}}\geqslant \mathrm{P}\mathrm{a} $$ -45\mathrm{\text{%}}\geqslant \mathrm{P}\mathrm{a} $
    下载: 导出CSV

    表  3  以旱涝站次比划分区域灾害影响范围

    Table  3.   The influence area of regional disasters by the stations ratio of drought and flood

    旱涝站次比 Drought / flood station ratio影响范围 Affected region
    Pj≥70%全域性干旱(雨涝) Drought (flooding) in the whole region
    70%>Pj≥50%区域性干旱(雨涝) Regional drought (flooding)
    50%>Pj≥30%部分地区干旱(雨涝) Drought (flooding) in the most part of study region
    30%>Pj≥10%局部地区干旱(雨涝) Drought (flooding) in the local region
    Pj<10%全域无明显干旱(雨涝)发生 Not occurred drought (flooding)
    下载: 导出CSV

    表  4  山东苹果极端温度指标

    Table  4.   Extreme temperature index of apple in Shandong

    灾害类型
    Agro - Disasters
    研究时段
    The research period
    灾害种类
    Types
    指标
    Indicators
    极端低温
    Extreme low temperature
    3-5月苹果开花期
    Apple flowering period from March to May
    低温冷害
    Chilling damages
    −2 ℃<$ {t}_{min} $≤0 ℃
    低温冻害
    Low temperature freezing
    $ {t}_{min} $≤−2 ℃
    极端高温
    Extreme heat
    6-8月果实膨大期
    Fruit enlargement period from June to August
    高温热害
    High temperature
    $ {t}_{max} $≥35 ℃
    下载: 导出CSV
  • [1] 郑小华. 陕西苹果产业与气象条件关系研究[D]. 兰州大学, 2006.

    Zheng X H. Study on the relationship between apple industry and meteorological conditions in Shaanxi Province[D]. Lanzhou University, 2006.
    [2] 徐泽华, 韩美. 山东省干旱时空分布特征及其与ENSO的相关性[J]. 中国生态农业学报, 2018, 26(8): 1236−1248 doi: 10.13930/j.cnki.cjea.171024

    Xu Zehua, Han Mei. Spatial and temporal distribution characteristics of drought and its correlation with ENSO in Shandong province[J]. Chinese journal of eco-agriculture, 2018, 26(8): 1236−1248 doi: 10.13930/j.cnki.cjea.171024
    [3] 郑冬晓, 杨晓光. ENSO对全球及中国农业气象灾害和粮食产量影响研究进展[J]. 气象与环境科学, 2014, 37(4): 90−101 doi: 10.3969/j.issn.1673-7148.2014.04.013

    Zheng Dongxiao, Yang Xiaoguang. Effects of ENSO on agrometeorological disasters and Grain Yield in China and the World[J]. Meteorological and environmental science, 2014, 37(4): 90−101 doi: 10.3969/j.issn.1673-7148.2014.04.013
    [4] 王璐璐, 延军平, 韩晓敏. 环渤海地区旱涝灾害与太阳黑子活动、ENSO关系的统计研究[J]. 中山大学学报(自然科学版), 2016, 55(1): 123−130 doi: 10.13471/j.cnki.acta.snus.2016.01.021

    Wang Lulu, Yan Junping, Han Xiaomin. A statistical study on the relationship between drought and flood disasters and sunspot activity and ENSO in the Bohai Rim Region[J]. Journal of sun yat-sen university (natural science edition), 2016, 55(1): 123−130 doi: 10.13471/j.cnki.acta.snus.2016.01.021
    [5] 郭飞燕, 毕玮, 郭飞龙, 王建林. 山东气候年际变化特征及其与ENSO的关系[J]. 海洋与湖沼, 2017, 48(3): 465−474

    Guo Feiyan, BI Wei, GUO Feilong, WANG Jianlin. Characteristics of climate interannual variation and its relationship with ENSO in Shandong province[J]. Oceanologia et limnologia sinica, 2017, 48(3): 465−474
    [6] 马露, 杨东, 曾婷. 1961—2012年山东省气候变化特征及其与ENSO的关系[J]. 中国农学通报, 2015, 31(16): 241−249

    Ma L, Yang D, Zeng T. Characteristics of climate change and its relationship with ENSO in Shandong Province during 1961-2012[J]. Chinese agricultural science bulletin, 2015, 31(16): 241−249
    [7] 初军玲, 宋华丽. 文登区气候变化与厄尔尼诺/拉尼娜的关系[J]. 农技服务, 2017, 34(12): 79−80

    Chu Junling, Song Huali. Relationship between climate change and El nino/La Nina in Wendeng district[J]. Agricultural technology services, 2017, 34(12): 79−80
    [8] 奚秀芬, 郑世芳. 厄尔尼诺现象与山东旱涝的关系[J]. 山东气象, 1988(4): 18−21+34

    Xi Xiufen, Zheng Shifang. The relationship between El Nino and drought and flood in Shandong[J]. , 1988(4): 18−21+34
    [9] 张克新, 董小刚, 廖空太, 蒋志成, 曹立国. 1960—2017年黄河流域极端气温的季节变化特征及其与ENSO的相关性分析[J]. 水土保持研究, 2020, 27(2): 185−192 doi: 10.13869/j.cnki.rswc.2020.02.027

    Zhang Kexin, Dong Xiaogang, Liao Kongtai, Jiang Zhicheng, Cao Liguo. Seasonal variation characteristics of extreme temperature and its correlation with ENSO in the Yellow River Basin from 1960 to 2017[J]. Research of soil and water conservation, 2020, 27(2): 185−192 doi: 10.13869/j.cnki.rswc.2020.02.027
    [10] 苗正伟, 李娜, 路梅, 徐利岗. 1961—2017年京津冀地区极端气温指数时空变化分析[J]. 北京师范大学学报(自然科学版), 2019, 55(3): 369−380

    Miao Z W, Li Na, Lu M, Xu L G. Spatial-temporal variation of extreme temperature index in Beijing-Tianjin-Hebei region from 1961 to 2017[J]. Journal of Beijing normal university (Natural science), 2019, 55(3): 369−380
    [11] 周丹. 1961—2013年华北地区气象干旱时空变化及其成因分析[D]. 西北师范大学, 2015.

    Zhou Dan. Spatial-temporal variation of meteorological drought and its causes in North China from 1961 to 2013 [D]. Northwest Normal University, 2015.
    [12] 程雪, 孙爽, 张方亮, 张镇涛, 刘志娟, 王培娟, 霍治国, 杨晓光. 我国北方地区苹果干旱时空分布特征[J]. 应用气象学报, 2020, 31(1): 63−73

    Cheng Xue, Sun Shuang, Zhang Fangliang, Zhang Zhentao, Liu Zhijuan, Wang Peijuan, Huo Zhiguo, Yang Xiaoguang. Spatial and temporal distribution of apple drought in Northern China[J]. Journal of applied meteorological science, 2020, 31(1): 63−73
    [13] 杨建莹, 霍治国, 王培娟, 邬定荣, 毛红丹, 孔瑞. 中国北方苹果干旱等级指标构建及危险性评价[J]. 应用气象学报, 2021, 32(1): 25−37 doi: 10.11898/1001-7313.20210103

    Yang Jianying, Huo Zhiguo, Wang Peijuan. etc, Construction of drought rating index and risk assessment of apple in Northern China[J]. Journal of applied meteorological science, 2021, 32(1): 25−37 doi: 10.11898/1001-7313.20210103
    [14] 李星敏, 柏秦凤, 朱琳. 气候变化对陕西苹果生长适宜性影响[J]. 应用气象学报, 2011, 22(2): 241−248 doi: 10.3969/j.issn.1001-7313.2011.02.013

    Li Xingmin, Bai Qinfeng, Zhu Lin. Effects of climate change on growth suitability of apple in Shaanxi province[J]. Journal of applied meteorological science, 2011, 22(2): 241−248 doi: 10.3969/j.issn.1001-7313.2011.02.013
    [15] 刘璐, 闫亮, 李红梅. 陕西省降水对苹果产量的影响分析[J]. 陕西农业科学, 2010, 56(5): 40−43 doi: 10.3969/j.issn.0488-5368.2010.05.014

    Liu Lu, Yan Liang, Li Hongmei. Effect of precipitation on apple yield in Shaanxi province[J]. Shaanxi agricultural sciences, 2010, 56(5): 40−43 doi: 10.3969/j.issn.0488-5368.2010.05.014
    [16] 马丽君. 苹果坐果率低的原因及应对措施[J]. 果树实用技术与信息, 2020(10): 4−5

    Ma Lijun. The causes and countermeasures of low fruit set rate of apple[J]. Practical Technology and Information of Fruit Trees, 2020(10): 4−5
    [17] 程婷婷, 王猛. 北京市延庆地区苹果种植气象条件及灾害分析[J]. 现代农业科技, 2019(14): 100−101 doi: 10.3969/j.issn.1007-5739.2019.14.060

    Cheng T T, Wang M. Analysis on meteorological conditions and disasters of apple planting in Yanqing area of Beijing[J]. Modern Agricultural Science and Technology, 2019(14): 100−101 doi: 10.3969/j.issn.1007-5739.2019.14.060
    [18] 张雯. 苹果花期冻害研究进展[J]. 陕西农业科学, 2021, 67(11): 103−107 doi: 10.3969/j.issn.0488-5368.2021.11.024

    Zhang Wen. Research progress on freezing damage of apple at flowering stage[J]. Shaanxi agricultural sciences, 2021, 67(11): 103−107 doi: 10.3969/j.issn.0488-5368.2021.11.024
    [19] 周军伟. 苹果低温冻害气象指数保险产品设计研究[D]. 山东农业大学, 2014.

    Zhou Junwei. Research on the design of insurance products for apple cryogenic freezing damage meteorological index [D]. Shandong Agricultural University, 2014.
    [20] 李普越. 苹果树高温落果预防技术[J]. 河北果树, 2005(4): 36 doi: 10.3969/j.issn.1006-9402.2005.04.022

    Li Puyue. Prevention techniques of apple tree falling at high temperature[J]. Hebei Fruit Trees, 2005(4): 36 doi: 10.3969/j.issn.1006-9402.2005.04.022
    [21] 李艳莉, 刘映宁, 李美荣, 李健. 陕西果树高温热害气象特征分析[A]. 中国气象学会. 中国气象学会2007年年会生态气象业务建设与农业气象灾害预警分会场论文集[C]. 中国气象学会: 中国气象学会, 2007: 981-989.

    Li Yanli, Liu Yingning, Li Meirong, Li Jian. Meteorological characteristics of high temperature heat damage on fruit trees in Shaanxi Province [A]. Chinese Meteorological Society. Proceedings of Eco-meteorological Operation Construction and Agrometeorological Disaster Warning Conference of the Annual Meeting of the Chinese Meteorological Society in 2007 [C]. Chinese Meteorological Society: Chinese Meteorological Society, 2007: 981-989.
    [22] 魏丽欣, 张良玉, 赵春雷, 张会, 孙小诺, 刘宏举. 河北省苹果膨大期高温热害和气候适宜性分析[J]. 气象与环境科学, 2019, 42(4): 10−15 doi: 10.16765/j.cnki.1673-7148.2019.04.002

    Wei Lixin, ZHANG Liangyu, Zhao Chunlei, Zhang Hui, Sun Xiaonuo, Liu Hongju. Analysis of high temperature heat damage and climate suitability during apple expansion in Hebei province[J]. Meteorological and environmental science, 2019, 42(4): 10−15 doi: 10.16765/j.cnki.1673-7148.2019.04.002
    [23] 高菊红. 基于GIS的山东省苹果花期冻害风险分析与区划[D]. 山东农业大学, 2014.

    Gao J H. Risk Analysis and zoning of apple freezing damage in Shandong Province based on GIS [D]. Shandong Agricultural University, 2014.
    [24] 山东省统计局, 国家统计局山东调查总队. 山东统计年鉴[M], 北京, 中国统计出版社, [1991—2019].

    Shandong Provincial Bureau of Statistics, Shandong Survey Group, National Bureau of Statistics. Shandong Statistical Yearbook [M], Beijing, China Statistics Press, [1991-2019].
    [25] 国家气候中心. ENSO监测、分析和预测系统, 中国气象局[DB/OL], http://cmdp.ncc-cma.net

    National Climate Center. ENSO Monitoring, Analysis and Prediction System, China Meteorological Administration [DB/OL], http://cmdp.ncc-cma.net
    [26] 邹德全, 邹承立, 田洪进, 吴心路. 1960-2019年遵义市降水对2类ENSO的响应特征[J]. 现代农业科技, 2020(24): 167-171.

    Zou Dequan, Zou Chengli, Tian Hongjin, Wu Xinlu. Response characteristics of precipitation to two types of ENSO in Zunyi city from 1960 to 2019. [J] Modern Agricultural Science and Technology, 2020(24): 167-171.
    [27] 李世奎, 朱佳满, 周远明, 祁国选. 我国苹果种植区划研究[J]. 山西果树, 1985(4): 2−7

    Li Shikui, Zhu Jiaman, Zhou Yuanming, Qi Guoxuan. Study on apple planting regionalization in China[J]. Shanxi Fruit Trees, 1985(4): 2−7
    [28] 屈振江, 周广胜. 中国富士苹果种植气候适宜区的年代际变化[J]. 生态学报, 2016, 36(23): 7551−7561

    Qu Zhenjiang, Zhou Guangsheng. Interdecadal variation of climate suitable area for Fuji apple cultivation in China[J]. Acta ecologica sinica, 2016, 36(23): 7551−7561
    [29] 郭珊珊. 苹果品质评价和气候区划进展分析[J]. 农村. 农业. 农民(B版), 2020(9): 55−56

    Guo S S. Analysis of apple quality evaluation and climate zoning progress[J]. Rural area. Farmer (B edition), 2020(9): 55−56
    [30] 屈振江, 周广胜. 中国富士苹果种植的气候适宜性研究[J]. 气象学报, 2016, 74(3): 479−490 doi: 10.11676/qxxb2016.027

    Qu Zhenjiang, Zhou Guangsheng. Research on climate suitability of Fuji apple planting in China[J]. Acta climatologica sinica, 2016, 74(3): 479−490 doi: 10.11676/qxxb2016.027
    [31] 张光伦. 苹果生态适宜条件与四川阿坝州苹果生态适宜性研究[J]. 果树科学, 1987: 10−18

    Zhang Guanglun. Study on ecological suitability of apple and its ecological suitability in Aba Prefecture, Sichuan Province[J]. Fruit Science, 1987: 10−18
    [32] 魏钦平, 张继祥, 毛志泉, 李嘉瑞. 苹果优质生产的最适气象因子与气候区划[J]. 应用生态学报, 2003(5): 713−716 doi: 10.3321/j.issn:1001-9332.2003.05.014

    Wei Qinping, Zhang Jixiang, Mao Zhiquan. etc, Optimal meteorological factors and climatic regionalization for apple quality production[J]. Chinese Journal of Applied Ecology, 2003(5): 713−716 doi: 10.3321/j.issn:1001-9332.2003.05.014
    [33] 马露, 杨东, 钱大文. ENSO事件对山东省区域降水量及干旱指数的影响[J]. 中国农业气象, 2015, 36(6): 666−673 doi: 10.3969/j.issn.1000-6362.2015.06.002

    Ma Lu, Yang Dong, Qian Dawen. Effects of ENSO events on regional precipitation and drought index in Shandong province[J]. Chinese journal of agrometeorology, 2015, 36(6): 666−673 doi: 10.3969/j.issn.1000-6362.2015.06.002
    [34] 刘佳. 山东省气象干旱时空变化分析及农业气象干旱风险评估[D]. 山东科技大学, 2019.

    Liu J. Spatial-temporal variation analysis of meteorological drought and agrometeorological drought risk assessment in Shandong Province. [D] Shandong University of Science and Technology, 2019.
    [35] 任建成, 张婷婷. 基于标准化降水指数的山东省近45年旱涝演变特征[J]. 水土保持研究, 2021, 28(2): 149−154+162 doi: 10.13869/j.cnki.rswc.2021.02.021

    Ren Jiancheng, Zhang Tingting. Evolution characteristics of drought and flood in Shandong Province in recent 45 years based on standardized precipitation index[J]. Research of soil and water conservation, 2021, 28(2): 149−154+162 doi: 10.13869/j.cnki.rswc.2021.02.021
    [36] 马露, 杨东, 钱大文. ENSO事件对山东省区域降水量及干旱指数的影响[J]. 中国农业气象, 2015, 36(6): 666−673 doi: 10.3969/j.issn.1000-6362.2015.06.002

    Ma Lu, Yang Dong, Qian Dawen. Effects of ENSO events on regional precipitation and drought index in Shandong province[J]. Chinese journal of agrometeorology, 2015, 36(6): 666−673 doi: 10.3969/j.issn.1000-6362.2015.06.002
    [37] 柏秦凤, 霍治国, 王景红, 张勇. 中国主要果树气象灾害指标研究进展[J]. 果树学报, 2019, 36(9): 1229−1243 doi: 10.13925/j.cnki.gsxb.20180506

    Bai Qinfeng, Huo Zhiguo, Wang Jinghong, Zhang Yong. Research progress on meteorological disaster indicators of fruit trees in China[J]. Journal of fruit science, 2019, 36(9): 1229−1243 doi: 10.13925/j.cnki.gsxb.20180506
    [38] 张永红, 葛徽衍, 郭建茂. 苹果花期低温冻害风险区划与评估[J]. 陕西农业科学, 2013, 59(4): 61−63+109 doi: 10.3969/j.issn.0488-5368.2013.04.018

    Zhang Yonghong, Ge Huiyan, Guo Jianmao. Risk zoning and assessment of low temperature freezing damage of apple at flowering stage[J]. Shaanxi agricultural sciences, 2013, 59(4): 61−63+109 doi: 10.3969/j.issn.0488-5368.2013.04.018
    [39] 李健, 刘映宁, 李美荣, 李艳莉. 陕西果树花期低温冻害特征及防御对策[J]. 气象科技, 2008(03): 318−322 doi: 10.19517/j.1671-6345.2008.03.015

    Li Jian, LIU Yingning, Li Meirong, Li Yanli. Characteristics and prevention strategies of low temperature freezing damage of fruit trees at flowering stage in Shaanxi Province[J]. Meteorological Science and Technology, 2008(03): 318−322 doi: 10.19517/j.1671-6345.2008.03.015
    [40] 李心怡, 张祎, 赵艳霞, 杜子璇, 杨沈斌. 主要作物产量分离方法比较[J]. 应用气象学报, 2020, 31(1): 74−82 doi: 10.11898/1001-7313.20200107

    Li Xinyi, Zhang Yi, Zhao Yanxia, Du Zixuan, Yang Shenbin. Comparison of yield separation methods of main crops[J]. Journal of applied meteorological science, 2020, 31(1): 74−82 doi: 10.11898/1001-7313.20200107
    [41] 李健, 刘映宁, 李美荣, 李艳莉. 陕西果树花期低温冻害特征及防御对策[J]. 气象科技, 2008(3): 318−322.\ doi: 10.19517/j.1671-6345.2008.03.015

    Li Jian, LIU Yingning, Li Meirong, Li Yanli. Characteristics and prevention strategies of low temperature freezing damage of fruit trees at flowering stage in Shaanxi Province[J]. Meteorological Science and Technology, 2008(3): 318−322.\ doi: 10.19517/j.1671-6345.2008.03.015
    [42] 焦文慧, 张勃, 马彬, 崔艳强, 黄浩, 王晓丹. 近58 a中国北方地区极端气温时空变化及影响因素分析[J]. 干旱区地理, 2020, 43(5): 1220−1230

    Wenhui Jiao, Bo Zhang, Bin Ma, Yanqiang Cui, Hao Huang, Xiaodan Wang. Spatial and temporal Variation of extreme temperature and its influencing factors in Northern China during recent 58 years[J]. Arid land geography, 2020, 43(5): 1220−1230
    [43] 刘玄, 唐培军, 吴同帅, 冯忠伦, 刁艳芳, 王刚. 山东省极端气候指数变化特征研究[J]. 水利水运工程学报, 2022(02): 40−50

    Liu Xuan, TANG Peijun, WU Tongshuai, Feng Zhonglun, Diao Yanfang, Wang Gang. Study on the change characteristics of extreme climate index in Shandong Province[J]. Journal of Water Resources and Transport Engineering, 2022(02): 40−50
    [44] 董旭光, 周强, 刘焕彬, 邱粲, 高理, 曹洁. 山东夏季极端热事件变化特征分析[J]. 海洋气象学报, 2020, 40(3): 60−76

    Dong Xuguang, Zhou Qiang, Liu Huanbin, Qiu Can, Gao Li, Cao Jie. Variation characteristics of extreme heat events in summer in Shandong province[J]. Journal of Marine meteorology, 2020, 40(3): 60−76
    [45] 姜德娟, 李志, 王昆. 1961—2008年山东省极端温度事件时空特征分析[J]. 科技导报, 2011, 29(1): 30−35

    Jiang D J, Li Z, Wang K. Spatial-temporal characteristics of extreme temperature events in Shandong Province during 1961-2008[J]. Science and technology review, 2011, 29(1): 30−35
    [46] 崔成, 刘布春, 刘园, 孙彦坤, 杨凡, 张晓男, 邱美娟. ENSO事件对山东苹果生产的影响I: 不同ENSO年型下苹果气候资源及产量的变化研究. [J]中国生态农业学报. DOI: 10.12357/cjea.20210925

    Cui Cheng, Liu Buchun, Liu Yuan, Sun Yankun, Yang Fan, Zhang Xiaonan, Qiu Meijuan. Effects of ENSO events on apple production in Shandong Province I: Changes of apple climate resources and yield under different ENSO years. [J]Chinese Journal of Eco-Agriculture. DOI: 10.12357 / cjea. 20210925
  • 加载中
图(13) / 表(4)
计量
  • 文章访问数:  56
  • HTML全文浏览量:  15
  • PDF下载量:  4
  • 被引次数: 0
出版历程
  • 收稿日期:  2022-07-12
  • 录用日期:  2022-12-25
  • 修回日期:  2022-12-25
  • 网络出版日期:  2022-12-27

目录

    /

    返回文章
    返回