Water Requirement and Precipitation Suitability of Apple Planting in Northern China
-
摘要: 以中国北方7个苹果主产省为研究区域,基于研究区域及周边100 m范围内210个气象站1970—2019年逐日气象数据和1 km分辨率的数字高程数据,采用最小湿度法对作物系数(Kc)进行逐日估算,并利用基于样条函数插值理论的专业气象插值软件ANUSPLIN对逐日气象数据进行空间插值,计算苹果各关键生育期需水量和降水适宜度。结合苹果优势主产区地理分布确定降水适宜度阈值范围。利用相关数理统计方法明确苹果需水特征和降水适宜度时空变化特征,并对苹果全生育期降水适宜性进行评价。结果表明:苹果全年平均需水量大多数区域为500.0~800.0 mm,萌芽-幼果期、果实膨大期和着色-成熟期平均需水量占全年平均需水量的比率分别为0.186~0.282,0.392~0.562和0.159~0.282。苹果全年、萌芽-幼果期、果实膨大期和着色-成熟期降水适宜度阈值范围分别为0.49~2.07,0.25~1.70,0.54~2.25和0.46~2.65。各生育阶段降水适宜度处在阈值范围内的区域分别占85.4%,87.4%,85.6%和84.9%。苹果全生育期降水的最适宜、次适宜和不适宜区分别占研究区域的31.9%,50.6%和17.5%。Abstract: Precipitation is the main water source of apple production in northern China. Under the background of climate change, it is of great significance for apple planning to study the apple water requirement and precipitation suitability. Based on daily meteorological data and 1 km resolution digital elevation data of 210 meteorological stations in the study area and its surrounding area, the minimum humidity method is used to estimate the daily crop coefficient (Kc), and the spatial interpolation software ANUSPLIN based on spline function interpolation theory is applied. Then the water requirement and precipitation suitability of apple are calculated. According to the geographical distribution of the main planting area and percentile method, the threshold value range of precipitation suitability and optimal critical value of precipitation suitability are determined respectively. Using geographic information system (GIS) software ArcGIS, coefficient of variation, climate tendency rate and other related mathematical statistical methods, the spatial and temporal variation characteristics of apple water requirement and precipitation suitability in the study area are analyzed, and the precipitation suitability index model of apple in whole growth period is constructed to evaluate the precipitation suitability. Results show that, the average annual water requirement in most areas is 500-800 mm, accounting for 87.1% of the study area. The average water requirement in the main planting areas is basically 500-800 mm.The ratios of the average water requirement in the germination and young fruit stage, fruit expanding stage and coloring and maturity stage to the annual average water demand are 0.186-0.282, 0.392-0.562 and 0.159-0.282, respectively. The threshold ranges of precipitation suitability of apple in the annual, germination and young fruit stage, fruit expanding stage and coloring and maturity stage are 0.49-2.07, 0.25-1.70, 0.54-2.25 and 0.46-2.65, respectively. The optimal threshold values are 0.71, 0.55, 0.82 and 0.56, respectively. Therefore 85.4%, 87.4%, 85.6% and 84.9% of the study area are suitable during each stage. The area from the most suitable critical value to the balance of water supply and demand account for 39.8%, 36.9%, 20.4% and 47.1% of the study area. The most suitable, sub suitable and unsuitable areas in the whole growth stage of apple account for 31.9%, 50.6% and 17.5% of the study area, respectively.
-
表 1 各生育阶段降水适宜度阈值的划分
Table 1 Division of precipitation suitability threshold in different growth stages
统计量 全年 萌芽-幼果期 果实膨大期 着色-成熟期 阈值上限 2.07 1.7 2.25 2.65 供需平衡 1.00 1.00 1.00 1.00 最适宜临界值 0.71 0.55 0.82 0.56 阈值下限 0.49 0.25 0.54 0.46 表 2 陕西省黄陵县东部塬面苹果计算需水量相对误差(单位:%)
Table 2 Relative error of simulated water requirement of apple on the eastern tableland in Huangling County, Shaanxi Province(unit:%)
年份 全年 萌芽-幼果期 果实膨大期 着色-成熟期 2008 1.4 5.6 6.1 7.1 2009 5.2 6.1 4.1 9.0 2010 8.9 8.5 9.9 4.6 -
[1] 赵政阳.中国果树科学与实践·苹果.西安:陕西科学技术出版社,2015.Zhao Z Y. Science and Practice of Fruit Trees in China·Apple. Xi'an: Shaanxi Science and Technology Press, 2015. [2] 邬定荣, 霍治国, 王培娟, 等. 陕西苹果花期机理性预报模型的适用性评价. 应用气象学报, 2019, 30(5): 555-564. doi: 10.11898/1001-7313.20190504Wu D R, Huo Z G, Wang P J, et al. The applicability of mechanism phenology models to simulating apple flowering date in Shaanxi province. J Appl Meteor Sci, 2019, 30(5): 555-564. doi: 10.11898/1001-7313.20190504 [3] 李亚楠, 蔺晓琨, 张春吉, 等. 中国对俄罗斯苹果出口竞争力提升研究. 山东农业科学, 2020, 52(6): 167-172. https://www.cnki.com.cn/Article/CJFDTOTAL-AGRI202006029.htmLi Y N, Lin X K, Zhang C J, et al. Research on China's apple export competitiveness promotion to Russia. Shandong Agricultural Sciences, 2020, 52(6): 167-172. https://www.cnki.com.cn/Article/CJFDTOTAL-AGRI202006029.htm [4] 张慧. 苹果产业组织形式对果农经营行为的影响研究. 泰安: 山东农业大学, 2014.Zhang H.Study on the Influence of Apple Industrial Organization Form on Fruit Farmers' Management Behavior.Taian: Shandong Agricultural University, 2014. [5] 陈瑞剑, 杨易. 我国苹果生产的国际地位与差距分析. 中国食物与营养, 2012, 18(12): 22-25. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGWY201212006.htmChen R J, Yang Y. International status and gap of China's apple production. Food and Nutrition in China, 2012, 18(12): 22-25. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGWY201212006.htm [6] 程立平, 刘文兆. 黄土塬区土壤水分分布特征及其对不同土地利用方式的响应. 农业工程学报, 2011, 27(9): 203-207. https://www.cnki.com.cn/Article/CJFDTOTAL-NYGU201109036.htmCheng L P, Liu W Z. Soil moisture distribution in deep layers and its response to different land use patterns on Loess Tableland. Transactions of the Chinese Society of Agricultural Engineering, 2011, 27(9): 203-207. https://www.cnki.com.cn/Article/CJFDTOTAL-NYGU201109036.htm [7] 杨伟伟. 不同栽培方式和水分胁迫对苹果树体结构和功能影响的数字化模拟研究. 杨凌: 西北农林科技大学, 2016.Yang W W.Studying the Planting System and Water Stress Effects on Apple Tree Atchitecture and Function with Digitizing Modelling.Yangling: Northwest A&F University, 2016. [8] 刘伯奇, 祝从文. 中国夏季降水预测因子潜在技巧分布图及应用. 应用气象学报, 2020, 31(5): 570-582. doi: 10.11898/1001-7313.20200505Liu B Q, Zhu C W. Potential skill map of predictors applied to the seasonal forecast of summer rainfall in China. J Appl Meteor Sci, 2020, 31(5): 570-582. doi: 10.11898/1001-7313.20200505 [9] 杨建莹, 霍治国, 王培娟, 等. 江西早稻高温热害发生时间分布特征. 应用气象学报, 2020, 31(1): 42-51. doi: 10.11898/1001-7313.20200104Yang J Y, Huo Z G, Wang P J, et al. Occurrence characteristics of early rice heat disaster in Jiangxi Province. J Appl Meteor Sci, 2020, 31(1): 42-51. doi: 10.11898/1001-7313.20200104 [10] 郭建平. 植物对降水截留的研究进展. 应用气象学报, 2020, 31(6): 641-652. doi: 10.11898/1001-7313.20200601Guo J P. Research progress of precipitation interception by plants. J Appl Meteor Sci, 2020, 31(6): 641-652. doi: 10.11898/1001-7313.20200601 [11] 李颖, 陈怀亮. 机器学习技术在现代农业气象中的应用. 应用气象学报, 2020, 31(3): 257-266. doi: 10.11898/1001-7313.20200301Li Y, Cheng H L. Review of machine learning approaches for modern agrometeorology. J Appl Meteor Sci, 2020, 31(3): 257-266. doi: 10.11898/1001-7313.20200301 [12] Testi L, Villalobos F J, Orgaz F. Evapotranspiration of a young irrigated olive orchard in southern Spain. Agric For Meteorol, 2004, 21(12): 1-18. http://www.sciencedirect.com/science/article/pii/S0168192303001680 [13] Paco T A, Conceicao N, Ferreira M I. Measurements and estimates of peach orchard evapotranspiration in Mediterranean conditions. Acta Horticulturae, 2006, 664: 505-512. http://www.researchgate.net/publication/260639201_Measurements_and_estimates_of_peach_orchard_evapotranspiration_in_Mediterranean_conditions [14] 王华田, 马履一. 利用热扩式边材液流探针(TDP)测定树木整株蒸腾耗水量的研究. 植物生态学报, 2002, 26(6): 661-667. https://www.cnki.com.cn/Article/CJFDTOTAL-ZWSB200206004.htmWang H T, Ma L Y. Measurement of whole tree's water consumption with thermal dissipation sap flow probe (TDP). Acta Phytoecologica Sinica, 2002, 26(6): 661-667. https://www.cnki.com.cn/Article/CJFDTOTAL-ZWSB200206004.htm [15] 苗博, 孟平, 张劲松, 等. 基于稳定同位素和热扩散技术的张北杨树水分关系差异. 应用生态学报, 2017, 28(7): 2111-2118. https://www.cnki.com.cn/Article/CJFDTOTAL-YYSB201707003.htmMiao B, Meng P, Zhang J S, et al. Difference of water relationships of poplar trees in Zhangbei County, Hebei, China based on stable isotope and thermal dissipation method. Chinese Journal of Applied Ecology, 2017, 28(7): 2111-2118. https://www.cnki.com.cn/Article/CJFDTOTAL-YYSB201707003.htm [16] Xu C Y, Singh V P. Evaluation of three complementary relationship evapotranspiration models by water balance approach to estimate actual regional evapotranspiration in different climatic regions. J Hydrol, 2005, 308(1/2): 105-121. [17] Douglas E M, Jacobs J M, Sumner D M, et al. A comparison of models for estimating potential evapotranspiration for Florida land cover types. J Hydrol, 2009, 373(3/4): 366-376. http://www.sciencedirect.com/science/article/pii/S0022169409002911 [18] 吴霞, 王培娟, 陈鹏狮, 等. 黄淮海平原冬小麦最大可能蒸散的估算. 应用气象学报, 2017, 28(6): 690-699. doi: 10.11898/1001-7313.20170605Wu X, Wang P J, Cheng P S, et al. Estimation of crop evapotranspiration under standard conditions for winter wheat in the Huang-Huai-Hai Plain. J Appl Meteor Sci, 2017, 28(6): 690-699. doi: 10.11898/1001-7313.20170605 [19] 程雪, 孙爽, 张镇涛, 等. 我国北方地区苹果不同干旱等级时空特征. 应用气象学报, 2020, 31(4): 405-416. doi: 10.11898/1001-7313.20200403Cheng X, Sun S, Zhang Z T, et al. Spatial-temporal distribution of apples with different drought levels in northern China. J Appl Meteor Sci, 2020, 31(4): 405-416. doi: 10.11898/1001-7313.20200403 [20] 程雪, 孙爽, 张方亮, 等. 我国北方地区苹果干旱时空分布特征. 应用气象学报, 2020, 31(1): 63-73. doi: 10.11898/1001-7313.20200106Cheng X, Sun S, Zhang F L, et al. Spatial and temporal distributions of apple drought in northern China. J Appl Meteor Sci, 2020, 31(1): 63-73. doi: 10.11898/1001-7313.20200106 [21] 魏瑞江, 王鑫. 气候适宜度国内外研究进展及展望. 地球科学进展, 2019, 34(6): 584-595. https://www.cnki.com.cn/Article/CJFDTOTAL-DXJZ201906006.htmWei R J, Wang X. Progress and prospects of research on climatic suitability at home and abroad. Advances in Earth Science, 2019, 34(6): 584-595. https://www.cnki.com.cn/Article/CJFDTOTAL-DXJZ201906006.htm [22] 王纯枝, 霍治国, 张蕾, 等. 北方地区小麦蚜虫气象适宜度预报模型构建. 应用气象学报, 2020, 31(3): 280-289. doi: 10.11898/1001-7313.20200303Wang C Z, Huo Z G, Zhang L, et al. Construction of forecasting model of meteorological suitability for wheat aphids in the northern China. J Appl Meteor Sci, 2020, 31(3): 280-289. doi: 10.11898/1001-7313.20200303 [23] 蒋定生, 黄国俊, 帅启富, 等. 渭北旱塬降水对农作物生长适宜度的模糊分析. 水土保持研究, 1992(2): 61-71. https://www.cnki.com.cn/Article/CJFDTOTAL-STBY199202007.htmJiang D S, Huang G J, Shuai Q F, et al. Fuzzy analysis the suitable degrees of the precipitation to the agro-crops growing in the arid plain of northern Wei River. Research of Soil and Water Conservation, 1992(2): 61-71. https://www.cnki.com.cn/Article/CJFDTOTAL-STBY199202007.htm [24] 李玥, 牛俊义, 李广, 等. 黄土丘陵区旱地春小麦气候适宜度及其变化特征——以定西市李家堡乡麻子川村为例. 干旱区研究, 2014, 31(4): 627-635. https://www.cnki.com.cn/Article/CJFDTOTAL-GHQJ201404007.htmLi Y, Niu J Y, Li G, et al. Climate suitability degree and its change for spring wheat in dryland in the hilly-gully region of the Loess Plateau-A case study in Mazichuan Village, Lijiabao township, Dingxi City. Arid Zone Research, 2014, 31(4): 627-635. https://www.cnki.com.cn/Article/CJFDTOTAL-GHQJ201404007.htm [25] 程晋昕, 段长春, 闫生杰. 基于MaxEnt模型的薄壳山核桃气候适宜性区划. 应用气象学报, 2020, 31(5): 631-640. doi: 10.11898/1001-7313.20200510Cheng J X, Duan C C, Yan S J. Climate suitability regionalization of pecan based on MaxEnt model. J Appl Meteor Sci, 2020, 31(5): 631-640. doi: 10.11898/1001-7313.20200510 [26] 张彩霞, 肖金香, 叶清, 等. 近60年中国南方早稻气候适宜度变化特征分析. 气象与减灾研究, 2015, 38(1): 45-52. https://www.cnki.com.cn/Article/CJFDTOTAL-HXQO201501006.htmZhang C X, Xiao J X, Ye Q, et al. Variation characteristics of climate suitability of early rice in southern China over the past 60 years. Meteorology and Disaster Reduction Research, 2015, 38(1): 45-52. https://www.cnki.com.cn/Article/CJFDTOTAL-HXQO201501006.htm [27] 申双和, 褚荣浩, 吕厚荃, 等. 气候变化情景下黄淮海冬麦区降水量及其适宜度变化分析. 中国农业气象, 2015, 36(4): 454-464. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGNY201504009.htmSheng S H, Chu R H, Lv H Q, et al. Precipitation variation and its suitability for winter wheat in Huang-Huai-Hai region under climate change. Chinese Journal of Agrometeorology, 2015, 36(4): 454-464. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGNY201504009.htm [28] 邱美娟, 郭巧, 郭春明, 等. 吉林省春玉米农业气候资源适宜度时空分布特征. 气象与环境学报, 2018, 34(2): 82-91. https://www.cnki.com.cn/Article/CJFDTOTAL-LNQX201802011.htmQiu M J, Guo Q, Guo C M, et al. Temporal and spatial distribution characteristics of spring maize agro-climatic resources suitability in Jilin Province. Journal of Meteorology and Environment, 2018, 34(2): 82-91. https://www.cnki.com.cn/Article/CJFDTOTAL-LNQX201802011.htm [29] 刘新, 赵艳丽, 刘林春, 等. 内蒙古玉米气候适宜度及其变化特征. 干旱气象, 2018, 36(6): 1020-1026. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201806017.htmLiu X, Zhao Y L, Liu L C, et al. Climate suitability of maize and its changes in Inner Mongolia. Journal of Arid Meteorology, 2018, 36(6): 1020-1026. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201806017.htm [30] 王春玲, 李宏宇, 曾剑, 等. 黄土高原半干旱区马铃薯气候适宜度模拟及其时空变化特征. 干旱气象, 2017, 35(5): 751-760. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201705005.htmWang C L, Li H Y, Zeng J, et al. Spatial and temporal changes of climatic suitability of potato in semi-arid region of Loess Plateau. Journal of Arid Meteorology, 2017, 35(5): 751-760. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201705005.htm [31] 王景红, 梁轶, 柏秦凤. 陕西主要果树气候适宜性与气象灾害风险区划图集. 西安: 陕西科学技术出版社, 2012: 177-181.Wang J H, Liang Y, Bai Q F. Atlas of Climatic Suitability and Meteorological Disaster Risk Zoning of Main Fruit Trees in Shaanxi Province. Xi'an: Shaanxi Science and Technology Press, 2012: 177-181. [32] 贾洋, 崔鹏. 高山区多时间尺度Anusplin气温插值精度对比分析. 高原气象, 2018, 37(3): 757-766. https://www.cnki.com.cn/Article/CJFDTOTAL-GYQX201803015.htmJia Y, Cui P. Contrastive analysis of temperature interpolation at different time scales in the alpine region by Anusplin. Plateau Meteorology, 2018, 37(3): 757-766. https://www.cnki.com.cn/Article/CJFDTOTAL-GYQX201803015.htm [33] 李任君, 高懋芳, 李强, 等. 基于ANUSPLIN的降水空间插值方法研究. 中国农业信息, 2019, 31(1): 48-57. https://www.cnki.com.cn/Article/CJFDTOTAL-NXTS201901008.htmLi R J, Gao M F, Li Q, et al. Research on rainfall spatial interpolation method based on ANUSPLIN. China Agricultural Information, 2019, 31(1): 48-57. https://www.cnki.com.cn/Article/CJFDTOTAL-NXTS201901008.htm [34] 刘钰, Pereira L S. 对FAO推荐的作物系数计算方法的验证. 农业工程学报, 2000, 16(5): 26-30. https://www.cnki.com.cn/Article/CJFDTOTAL-NYGU200005006.htmLiu Y, Pereira L S. Validation of FAO methods for estimating crop coefficients. Transactions of the Chinese Society of Agricultural Engineering, 2000, 16(5): 26-30. https://www.cnki.com.cn/Article/CJFDTOTAL-NYGU200005006.htm [35] Allen R G, Pereira L S, Raes D, et al.Crop Evapotranspiration-Guidelines for Computing Crop Water Requirements-FAO Irrigation and Drainage Paper 56.Rome: Food and Agriculture Organization of the United Nations, 1998: 37-58. [36] 周珊珊. 渭北高原红富士苹果树蒸腾规律的研究. 杨凌: 西北农林科技大学, 2011.Zhou S S.Transpiration of Fuji Apple Tree in the Weibei Plateau.Yangling: Northwest A & F University, 2011. [37] 王进鑫, 张晓鹏, 高保山, 等. 渭北旱塬红富士苹果需水量与限水灌溉效应研究. 水土保持研究, 2000, 7(1): 69-80. https://www.cnki.com.cn/Article/CJFDTOTAL-STBY200001017.htmWang J X, Zhang X P, Gao B S, et al. Study on water requirement and limited irrigation effects of dwarfing red Fuji apple tree on Weibei of Loess Plateau. Research of Soil and Water Conservation, 2000, 7(1): 69-80. https://www.cnki.com.cn/Article/CJFDTOTAL-STBY200001017.htm [38] 冯志文, 姜远茂, 田玉政, 等. 气象因子对红富士苹果树干茎流特性的影响. 山东农业大学学报(自然科学版), 2013, 44(1): 18-24. https://www.cnki.com.cn/Article/CJFDTOTAL-SCHO201301005.htmFeng Z W, Jiang Y M, Tian Y Z, et al. Research on stem sap flow character of 'Fuji' apple trees and the response to main meteorological factors. Journal of Shandong Agricultural University(Natural Science), 2013, 44(1): 18-24. https://www.cnki.com.cn/Article/CJFDTOTAL-SCHO201301005.htm [39] Ma Q J, Sun M H, Lu J, et al. An apple CIPK protein kinase targets a novel residue of AREB transcription factor for ABA-dependent phosphorylation. Plant, Cell & Environment, 2017, 40: 2207-2219. http://www.ncbi.nlm.nih.gov/pubmed/28667821/ [40] 孙洪泉, 吕娟, 苏志诚, 等. 分位数法对多指标干旱等级划分一致性的作用. 灾害学, 2017, 32(2): 13-17. https://www.cnki.com.cn/Article/CJFDTOTAL-ZHXU201702003.htmSun H Q, Lv J, Su Z C, et al. The effectiveness of the quantile method on the consistency of the drought classification by Multiple Indices. Journal of Catastrophology, 2017, 32(2): 13-17. https://www.cnki.com.cn/Article/CJFDTOTAL-ZHXU201702003.htm [41] 姚小英, 张强, 王劲松, 等. 近30 a陇东南旱作区特色林果水分适宜性变化特征. 干旱区研究, 2015, 32(2): 229-234. https://www.cnki.com.cn/Article/CJFDTOTAL-GHQJ201502003.htmYao X Y, Zhang Q, Wang J X, et al. Variation of water suitability for special fruit trees in the dryland area of Southeast Gansu in recent 30 years. Arid Zone Research, 2015, 32(2): 229-234. https://www.cnki.com.cn/Article/CJFDTOTAL-GHQJ201502003.htm [42] 邱美娟, 刘布春, 刘园, 等. 中国北方苹果主产省降水分布特征分析. 中国农业气象, 2020, 41(5): 263-274. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGNY202005002.htmQiu M J, Liu B C, Liu Y, et al. Analysis on distribution characteristics of precipitation in major production provinces of apple in northern China. Chinese Journal of Agrometeorology, 2020, 41(5): 263-274. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGNY202005002.htm