
Chinese Agricultural Science Bulletin ›› 2026, Vol. 42 ›› Issue (14): 84-89.doi: 10.11924/j.issn.1000-6850.casb2025-0637
• Original article • Previous Articles Next Articles
SUN Xiangwei1,2(
), LIU Jia1,2, WANG Min1,2, HONG Ruiqi1,2, CHEN Xiaoping1,2, GAO Feixiang3(
)
Received:2025-07-26
Revised:2026-03-31
Online:2026-07-25
Published:2026-07-24
CLC Number:
SUN Xiangwei, LIU Jia, WANG Min, HONG Ruiqi, CHEN Xiaoping, GAO Feixiang. Construction of Oil Sunflower Yield Model Based on Meteorological Factors[J]. Chinese Agricultural Science Bulletin, 2026, 42(14): 84-89.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.casb.org.cn/EN/10.11924/j.issn.1000-6850.casb2025-0637
| 年份 | 实际产量 | 趋势产量 | 气象产量 |
|---|---|---|---|
| 2005 | 2832.0 | 2795.7 | 36.3 |
| 2006 | 2784.0 | 2820.4 | -36.4 |
| 2007 | 2856.0 | 2845.1 | 10.9 |
| 2008 | 2844.0 | 2869.7 | -25.7 |
| 2009 | 2928.0 | 2894.4 | 33.6 |
| 2010 | 3000.0 | 2919.1 | 80.9 |
| 2011 | 2988.0 | 2943.8 | 44.2 |
| 2012 | 2832.0 | 2968.5 | -136.5 |
| 2013 | 2940.0 | 2993.2 | -53.2 |
| 2014 | 3072.8 | 3017.9 | 54.9 |
| 2015 | 3145.5 | 3042.6 | 102.9 |
| 2016 | 2970.0 | 3067.2 | -97.2 |
| 2017 | 3060.0 | 3091.9 | -31.9 |
| 2018 | 3045.0 | 3116.6 | -71.6 |
| 2019 | 3225.0 | 3141.3 | 83.7 |
| 2020 | 3078.0 | 3166.0 | -88.0 |
| 2021 | 3253.5 | 3190.7 | 62.8 |
| 2022 | 3060.0 | 3215.4 | -155.4 |
| 2023 | 3450.0 | 3240.1 | 209.9 |
| 2024 | 3240.0 | 3264.7 | -24.7 |
| 年份 | 实际产量 | 趋势产量 | 气象产量 |
|---|---|---|---|
| 2005 | 2832.0 | 2795.7 | 36.3 |
| 2006 | 2784.0 | 2820.4 | -36.4 |
| 2007 | 2856.0 | 2845.1 | 10.9 |
| 2008 | 2844.0 | 2869.7 | -25.7 |
| 2009 | 2928.0 | 2894.4 | 33.6 |
| 2010 | 3000.0 | 2919.1 | 80.9 |
| 2011 | 2988.0 | 2943.8 | 44.2 |
| 2012 | 2832.0 | 2968.5 | -136.5 |
| 2013 | 2940.0 | 2993.2 | -53.2 |
| 2014 | 3072.8 | 3017.9 | 54.9 |
| 2015 | 3145.5 | 3042.6 | 102.9 |
| 2016 | 2970.0 | 3067.2 | -97.2 |
| 2017 | 3060.0 | 3091.9 | -31.9 |
| 2018 | 3045.0 | 3116.6 | -71.6 |
| 2019 | 3225.0 | 3141.3 | 83.7 |
| 2020 | 3078.0 | 3166.0 | -88.0 |
| 2021 | 3253.5 | 3190.7 | 62.8 |
| 2022 | 3060.0 | 3215.4 | -155.4 |
| 2023 | 3450.0 | 3240.1 | 209.9 |
| 2024 | 3240.0 | 3264.7 | -24.7 |
| 要素 | 6月 | 7月 | 8月 | 9月 |
|---|---|---|---|---|
| 平均气温 | 0.191 | 0.277 | -0.044 | 0.400 |
| 平均最高气温 | 0.092 | 0.283 | 0.152 | 0.159 |
| 平均最低气温 | 0.152 | -0.025 | -0.369 | 0.418 |
| 降水量 | -0.337 | -0.130 | -0.517* | -0.069 |
| 降水量≥0.1 mm日数 | -0.225 | -0.238 | -0.291 | 0.127 |
| 日照时数 | 0.339 | 0.448* | 0.450* | -0.243 |
| 要素 | 6月 | 7月 | 8月 | 9月 |
|---|---|---|---|---|
| 平均气温 | 0.191 | 0.277 | -0.044 | 0.400 |
| 平均最高气温 | 0.092 | 0.283 | 0.152 | 0.159 |
| 平均最低气温 | 0.152 | -0.025 | -0.369 | 0.418 |
| 降水量 | -0.337 | -0.130 | -0.517* | -0.069 |
| 降水量≥0.1 mm日数 | -0.225 | -0.238 | -0.291 | 0.127 |
| 日照时数 | 0.339 | 0.448* | 0.450* | -0.243 |
| 要素 | 6月 | 7月 | 8月 | 9月 | |
|---|---|---|---|---|---|
| 上旬 | 平均气温 | 0.009 | -0.070 | -0.157 | 0.547* |
| 平均最高气温 | -0.085 | -0.116 | -0.103 | 0.263 | |
| 平均最低气温 | -0.183 | -0.221 | -0.284 | 0.725** | |
| 降水量 | -0.122 | -0.434 | -0.263 | -0.037 | |
| 降水量≥0.1 mm日数 | 0.313 | 0.268 | -0.091 | 0.233 | |
| 日照时数 | 0.453* | -0.460* | -0.050 | -0.275 | |
| 中旬 | 平均气温 | 0.202 | 0.193 | -0.090 | 0.095 |
| 平均最高气温 | 0.031 | 0.234 | 0.169 | -0.025 | |
| 均最低气温 | 0.389 | 0.012 | -0.378 | 0.141 | |
| 降水量 | -0.040 | 0.139 | -0.387 | 0.130 | |
| 降水量≥0.1 mm日数 | -0.087 | 0.176 | 0.041 | 0.164 | |
| 日照时数 | 0.313 | 0.385 | 0.304 | -0.194 | |
| 下旬 | 平均气温 | 0.154 | 0.289 | 0.159 | 0.231 |
| 平均最高气温 | 0.216 | 0.255 | 0.206 | 0.120 | |
| 平均最低气温 | 0.124 | 0.181 | -0.196 | 0.165 | |
| 降水量 | -0.366 | -0.031 | -0.373 | -0.167 | |
| 降水量≥0.1 mm日数 | -0.226 | -0.144 | 0.094 | 0.117 | |
| 日照时数 | 0.008 | 0.221 | 0.436 | 0.012 | |
| 要素 | 6月 | 7月 | 8月 | 9月 | |
|---|---|---|---|---|---|
| 上旬 | 平均气温 | 0.009 | -0.070 | -0.157 | 0.547* |
| 平均最高气温 | -0.085 | -0.116 | -0.103 | 0.263 | |
| 平均最低气温 | -0.183 | -0.221 | -0.284 | 0.725** | |
| 降水量 | -0.122 | -0.434 | -0.263 | -0.037 | |
| 降水量≥0.1 mm日数 | 0.313 | 0.268 | -0.091 | 0.233 | |
| 日照时数 | 0.453* | -0.460* | -0.050 | -0.275 | |
| 中旬 | 平均气温 | 0.202 | 0.193 | -0.090 | 0.095 |
| 平均最高气温 | 0.031 | 0.234 | 0.169 | -0.025 | |
| 均最低气温 | 0.389 | 0.012 | -0.378 | 0.141 | |
| 降水量 | -0.040 | 0.139 | -0.387 | 0.130 | |
| 降水量≥0.1 mm日数 | -0.087 | 0.176 | 0.041 | 0.164 | |
| 日照时数 | 0.313 | 0.385 | 0.304 | -0.194 | |
| 下旬 | 平均气温 | 0.154 | 0.289 | 0.159 | 0.231 |
| 平均最高气温 | 0.216 | 0.255 | 0.206 | 0.120 | |
| 平均最低气温 | 0.124 | 0.181 | -0.196 | 0.165 | |
| 降水量 | -0.366 | -0.031 | -0.373 | -0.167 | |
| 降水量≥0.1 mm日数 | -0.226 | -0.144 | 0.094 | 0.117 | |
| 日照时数 | 0.008 | 0.221 | 0.436 | 0.012 | |
| [1] |
孙向伟, 赵宇新, 于亮亮, 等. 不同改良剂对河套灌区盐渍土理化性质及向日葵生长的影响研究[J]. 中国农学通报, 2024, 40(26):53-57.
doi: 10.11924/j.issn.1000-6850.casb2023-0795 |
| [2] |
朱孔艳, 韩升才, 温玉洁, 等. 中国向日葵生产、消费现状与前景[J]. 农业展望, 2023, 19(7):64-71.
|
| [3] |
薛思嘉, 魏瑞江, 王明明, 等. 基于关键气象因子的河北省马铃薯产量预报[J]. 干旱气象, 2021, 39(1):138-143.
|
| [4] |
刘维, 宋迎波. 基于气象要素的逐日玉米产量气象影响指数[J]. 应用气象学报, 2022, 33(3):364-374.
|
| [5] |
金林雪, 李云鹏, 吴瑞芬, 等. 基于气候适宜度预报内蒙古大豆发育期及产量[J]. 中国油料作物学报, 2020, 42(5):903-910.
|
| [6] |
苏朝丞, 葛怡成, 谢葭颖, 等. 石河子棉花生长关键期与产量动态预报研究[J]. 中国农学通报, 2024, 40(2):102-106.
doi: 10.11924/j.issn.1000-6850.casb2023-0078 |
| [7] |
陈怀亮, 祝新建. 获嘉县小麦产量的灰色预测预报模型[J]. 中国农业气象, 1991, 12(1):44-47.
|
| [8] |
李树岩, 刘伟昌. 基于气象关键因子的河南省夏玉米产量预报研究[J]. 干旱地区农业研究, 2014, 32(5):223-227.
|
| [9] |
薛思嘉, 魏瑞江, 王明明, 等. 基于产量历史丰歉气象影响指数的河北省马铃薯产量预报[J]. 沙漠与绿洲气象, 2021, 15(3):137-143.
|
| [10] |
常耀杰, 刘敏, 王文忠, 等. 文水县气候变化对冬小麦产量的影响[J]. 干旱区资源与环境, 2017, 31(6):123-129.
|
| [11] |
吴冰洁, 王婧, 唐建昭, 等. 华北平原冬小麦产量变异的气象影响因子分析[J]. 中国农业气象, 2018, 39(10):623-635.
doi: 10.3969/j.issn.1000-6362.2018.10.001 |
| [12] |
郝宏飞, 辜永强, 郝宏蕾. 巴楚县冬小麦生育期气温变化及其对小麦产量的影响[J]. 沙漠与绿洲气象, 2016, 10(5):52-57.
|
| [13] |
王颖, 施能, 顾骏强, 等. 中国雨日的气候变化[J]. 大气科学, 2006, 30(1):162-170.
|
| [14] |
杨松, 刘俊林, 卢淑贤, 等. 河套灌区向日葵适宜播种农业气象指标研究[J]. 中国农学通报, 2009, 25(11):176-179.
|
| [15] |
沈姣姣, 王靖, 李建科, 等. 农牧交错带地区油葵适时播种气象条件分析[J]. 干旱地区农业研究, 2013, 31(3):237-243.
|
| [16] |
云文丽, 贾成朕. 河套地区食用向日葵干旱等级指标研究[J]. 干旱地区农业研究, 2021, 39(3):218-223.
|
| [17] |
云文丽, 侯琼, 李建军, 等. 基于作物函数与水分生产函数的向日葵产量预测[J]. 应用气象学报, 2015, 26(6):705-713.
|
| [18] |
云文丽, 李建军, 侯琼. 土壤水分对向日葵生长状况的影响[J]. 干旱地区农业研究, 2014, 32(2):186-190.
|
| [19] |
孙向伟. 河套灌区春玉米苗期土壤板结降水指标研究[J]. 中国农学通报, 2020, 36(9):65-68.
doi: 10.11924/j.issn.1000-6850.casb18120018 |
| [20] |
孙向伟, 高飞翔. 内蒙古河套灌区油用向日葵高温胁迫的关键温度[J]. 中国农学通报, 2017, 33(25):110-115.
doi: 10.11924/j.issn.1000-6850.casb16070110 |
| [21] |
云文丽, 侯琼, 王海梅, 等. 河套灌区食用向日葵光合作用的光响应曲线分析[J]. 中国油料作物学报, 2013, 34(4):405-410.
|
| [22] |
王晓晨, 马雪晴, 和骅芸, 等. 1961—2020年中国北方向日葵种植区干湿变化特征及其成因分析[J]. 干旱气象, 2022, 40(6):1033-1041.
doi: 10.11755/j.issn.1006-7639(2022)-06-1033 |
| [23] |
刘伟, 包佳婧, 刘艳丽. 气象条件对河套地区向日葵品质的影响[J]. 农学学报, 2025, 15(3):1430-1440.
|
| [24] |
于海峰, 牟英男, 李美娜, 等. 不同生态区域向日葵油酸含量对气候因子的响应规律[J]. 西北植物学报, 2022, 42(8):1430-1440.
|
| [25] |
刘照, 李华朋, 陈慧, 等. 基于时序影像及不同模型的玉米早期估产研究[J]. 光谱学与光谱分析, 2023, 43(8):2627-2637.
|
| [26] |
张斌斌, 魏峭嵘, 尹燕斌, 等. 基于无人机遥感影像的马铃薯产量估算[J]. 中国马铃薯, 2023, 37(6):498-513.
|
| [1] | WEN Jianchuan, LAI Zhengrong, WU Lyu, RUAN Lingli, WU Biliang, LIANG Ping. Meteorological Forecast of Rice Blast Risk Level in Qiandongnan Prefecture [J]. Chinese Agricultural Science Bulletin, 2026, 42(7): 171-175. |
| [2] | LIU Wei, DUAN Xiaofeng, WU Guozhou, BAO Jiajing, LI Shuqi. Sunflower Seed Quality Zoning in Hetao Irrigation District Based on Meteorological Conditions [J]. Chinese Agricultural Science Bulletin, 2026, 42(6): 133-140. |
| [3] | LIU Yingxia, GUO Haiyang, GUO Chunhui, GAO Junjie, ZHU Huaiwei, HUANG Tianwen. Evaluation of Suitable Sowing Date of Late Rice Based on Climate Suitability Model: A Case Study of Zhaoqing, Guangdong [J]. Chinese Agricultural Science Bulletin, 2026, 42(13): 161-169. |
| [4] | ZHANG Fangli, CHEN Xin, ZHANG Runhua, MENG Cuili, LIU Kequn, GONG Linxin, HUANG Xingxue, ZHOU Guolin, LI Yiyang. Regional Quality Differences of Hongshan Vegetable Shoots and Response Characteristics of Key Meteorological Factors [J]. Chinese Agricultural Science Bulletin, 2026, 42(12): 127-135. |
| [5] | HU Juan, GUO Tao, XU Hongbin, HAO Rui, WANG Bin. Effect of Meteorological Factors on Population Quantity of Macrosiphum Avenae [J]. Chinese Agricultural Science Bulletin, 2025, 41(33): 88-95. |
| [6] | JIA Yuanyuan, WANG Ying, XIA Junbo, TIAN Xin, LI Haibo, GONG Zihui, LI Lu. Effects of Sowing Date Adjustment on Maize Yield and Meteorological Adaptability in Hohhot City [J]. Chinese Agricultural Science Bulletin, 2025, 41(32): 95-101. |
| [7] | YANG Fei, LIU Wenbing, ZHANG Haichun, MA Wenyuan. Meteorological Driving Mechanisms and Predictive Modeling of Alpine Grassland Forage Yield Based on Temporal Grouping [J]. Chinese Agricultural Science Bulletin, 2025, 41(30): 131-136. |
| [8] | HE Liu, YUAN Xiaoyan, ZHANG Yusong, LIU Lijing, ZHONG Liqiong, ZHAO Kaiqin, ZHANG Lifan, HE Xiaoying, FU Minglian. Correlation Analysis Between Sucrose Content in Peanuts and Meteorological Factors and Quality Traits [J]. Chinese Agricultural Science Bulletin, 2025, 41(3): 18-24. |
| [9] | QIU Ninggang, ZHANG Hongfen, ZHANG Tianfeng, ZHOU Zhongwen, MA Yuanhui, QIU Yalin, DU Jun. Research on Correlation Between Meteorological Factors and Apple Leaf Fall Disease in Longdong Region and Its Prediction Methods [J]. Chinese Agricultural Science Bulletin, 2025, 41(27): 99-105. |
| [10] | LI Zhouxin, CHEN Bo, LI Xiangdong. Key Meteorological Factors Features of Adlay During Growth Stage in Xingren Area of Guizhou [J]. Chinese Agricultural Science Bulletin, 2025, 41(27): 106-117. |
| [11] | SHANG Na, YU Fagang, LI Tong, YIN Huihui, WEN Xiaoxia, LI Qing’en, LI Xiaoyu, LI Haitao, LI Qiuzhi. Impact of Meteorological Factors on Peanut Yield in Western Shandong [J]. Chinese Agricultural Science Bulletin, 2025, 41(24): 88-97. |
| [12] | YANG Yang, KE Liping, ZHU Jun, HU Yanyan, GUN Yi. Research on Dynamic Forecasting Model and Suitability Zoning of Rice Meteorological Yield in Zhijin County [J]. Chinese Agricultural Science Bulletin, 2025, 41(23): 64-73. |
| [13] | HOU Mengyuan. Cotton Yield Forecast in Shandong Province Based on Meteorological Key Factors [J]. Chinese Agricultural Science Bulletin, 2024, 40(9): 37-41. |
| [14] | LIU Wei, WANG Huimin, KONG Deyin, SU Yuanhong, BAO Jiajing, KONG Mingchuan. Prediction of Sunflower Sclerotinia Sclerotiorum Grades in Hetao Irrigation Area [J]. Chinese Agricultural Science Bulletin, 2024, 40(8): 140-147. |
| [15] | LIU Lu, LIU Jing, REN Yongjian, CHENG Dan. Climate Influencing Factors in Growing Period of Chinese Cigars——A Case Study of Laifeng, Hubei [J]. Chinese Agricultural Science Bulletin, 2024, 40(26): 73-79. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||