基于Richards扩展方程提取水稻灌浆结实光温特性参数

doi:10.3724/SP.J.1006.2014.01776

Abstract

Abstract:

Richards equation has been widely used to simulate rice grain filling rates, but the lack of capability to relate environmental factors in its simulation impedes the application of Richards equation in evaluating the impact of adverse climate on grain filling process. Therefore, a mathematical modeling method, together with two-year filed-seeding experiment (2012–2013) data, was used in this paper to examine the feasibility of an extended Richards equation on this issue. The two-year experiment was carried out in Nanjing with two indica two-line hybrid rice cultivars, Lingliangyou 268 and Liangyoupeijiu. On the basis of the observations, Richards equation was first used to estimate rice grain filling parameters and calculate mean grain filling rate in each effective grain filling period. Subsequently, a radiation and temperature correction function was introduced into the Richards equation to form an extended equation by linking the mean grain filling rates to daily radiation and mean temperature observations. A set of radiation and temperature characteristic parameters were included in the correction function, which theoretically reflect the response of mean grain filling rates to the change of temperature and radiation conditions and form response curves for the two tested varieties. To estimate these parameters, we applied the Shuffled Complex Evolution (SCE-UA) global optimization algorithm in this paper, since the extended equation was highly nonlinear. Statistical methods were also applied to analyze the relations between retrieved rice grain filling parameters and climatic factors. The results showed that insufficient sun radiation had an indirect and negative effect on mean grain filling rate by imposing an adverse influence on CO₂ assimilation. Daily mean temperature mainly showed an evident effect on mean grain filling rate which could be accelerated under high temperatures or slow down at adverse low temperatures, but it also had a great influence on CO₂ assimilation as well as the accumulation of assimilation products in grains. The estimated critical radiation and critical temperatures for Lingliangyou 268 were 18.94 MJ m^-2 d^-1, 6.81°C, 30.28°C, 33.29°C, respectively, and 21.71 MJ m^-2 d^-1, 6.10°C, 24.16°C, and 33.74°C for Liangyoupeijiu, which demonstrate an evident difference between the two varieties. Quantitative analyses based on the temperature and radiation response curves showed that the correction coefficients for rice seeding dates in May in 2012 for both rice varieties were generally higher than that of other seeding dates, which implies that the time of seeding is critical to grain filling and yield formation. In addition, Lingliangyou 268 exhibited stronger temperature sensitivity in grain filling period, which means that the mean grain filling rate is more sensitive to the temperature change than to the radiation variation. In comparison, Liangyoupeijiu represented greater radiation sensitivity in grain filling, which indicates that this cultivar can be greatly influenced by insufficient radiation during the grain filling stage. On the whole, the mathematical model presented successfully retrieved the critical parameters representing the effects of daily mean temperature and radiation on mean grain filling rates from field observations. Although more validations are expected to examine the reliability and effectiveness of the proposed method, it can be an important reference for developing agro-meteorological indexes for monitoring and evaluating the effects of meteorological factors on rice grain filling as well as on yield formation.

Key words: Rice, Grain filling, Light-temperature, Mathematical model, Parameter optimization

YANG Shen-Bin,JIANG Xiao-Dong,WANG Ying-Ping,SHEN Shuang-He，SHI Chun-Lin,WANG Meng-Meng,CHEN Fei. Charactering Light and Temperature Effects on Rice Grain Filling Using Extended Richards Equation[J].Acta Agron Sin, 2014, 40(10): 1776-1786.

References

[1]Hay R, Porter J. The Physiology of Crop Yield, 2nd edn. Oxford: Blackwell Publishing Ltd, 2006. pp 145–164

[2]曹卫星. 作物栽培学总论(第2版). 北京: 科学出版社, 2011. pp 67–86

Cao W X. General Crop Cultivation Science, 2nd edn. Beijing: Science Press, 2011. pp 67–86 (in Chinese)

[3]Yoshida S. Fundamentals of Rice Crop Science. Los Banos: International Rice Research Institute, 1981. pp 58–60

[4]郑志广. 光温条件对水稻结实及干物质生产的影响. 北京农学院学报, 2003, 18(1): 13–16

Zheng Z G. The Influence of temperature and light on grain-filling and dry matter production of rice. J Beijing Univ Agric, 2003, 18(1):13–16 (in Chinese with English abstract)

[5]符冠富, 王丹英, 李华, 陶龙兴, 章秀福. 水稻不同生育期温光条件对籽粒充实和米质的影响. 中国农业气象, 2009, 30: 375–382

Fu G K, Wang D Y, Li H, Tao L X, Zhang X F. Influence of temperature and sunlight conditions on rice grain filling and quality in different growth stages. Chin J Agrometeorol, 2009, 30: 375–382 (in Chinese with English abstract)

[6]陶炳炎, 汤志成, 彭钊安, 张定琪. 杂交水稻与气象. 南京: 江苏科学技术出版社, 1983. pp 52–54

Tao B Y, Tang Z C, Peng Z A, Zhang D Q. Hybrid Rice and Meteorology. Nanjing: Jiangsu Science and Technology Publishing House, 1983. pp 52–54 (in Chinese with English abstract)

[7]Yao F M, Xu Y L, Lin E D, Yokozawa M, Zhang J H. Assessing the impacts of climate change on rice yields in the main rice areas of China. Climat Change, 2007, 80:395–409

[8]Sun W, Huang Y. Global warming over the period 1961–2008 did not increase high-temperature stress, but did reduce low-temperature stress in irrigated rice across China. Agric For Meteorol, 2011, 151: 1193–1201

[9]Tao F L, Yokozawa M, Liu J Y, Zhang Z. Climate-crop yield relationships at provincial scales in China and the impacts of recent climate trends. Climate Res, 2008, 38: 83–94

[10]杨沈斌, 申双和, 赵小艳, 赵艳霞, 许吟隆, 王主玉, 刘娟, 张玮玮. 气候变化对长江中下游稻区水稻产量的影响. 作物学报, 2010, 36: 1519–1528

Yang S B, Shen S H, Zhao X Y, Zhao Y X, Xu Y L, Wang Z Y, Liu J, Zhang W W. Impact of climate change on rice production in the middle and lower reaches of the Yangtze River. Acta Agron Sin, 2010, 36: 1519–1528 (in Chinese with English abstract)

[11]任万军, 杨文钰, 樊高琼, 朱雪梅, 马周华, 徐精文. 始穗后弱光对水稻干物质积累与产量的影响. 四川农业大学学报, 2003, 21: 292–296

Ren W J, Yang W Y, Fan G Q, Zhu X M, Ma Z H, Xu J W. Effect of low light on dry matter accumulation and yield of rice. J Sichuan Agric Univ, 2003, 21: 292–296 (in Chinese with English abstract)

[12]姜楠. 遮光对北方粳稻产量和品质的形成及其生理机制的研究. 沈阳农业大学博士学位论文, 辽宁沈阳, 2013

Jiang N. Effect of Shading on the Yield and Quality of Japonica Rice from Northern China and its Underlying Physiological Mechanism. Ph.D. Dissertation of Shenyang Agricultural University, Shenyang, China, 2013 (in Chinese with English abstract)

[13]任万军, 杨文钰, 徐精文, 樊高琼, 马周华. 弱光对水稻籽粒生长及品质的影响. 作物学报, 2003, 29: 785–790

Ren W J, Yang W Y, Xu J W, Fan G Q, Ma Z H. Effect of low light on grain growth and quality in rice. Acta Agron Sin, 2003, 29: 785–790 (in Chinese with English abstract)

[14]熊杰, 符冠富, 宋建, 乐明凯, 宋祥甫, 陶龙兴. 植物生长调节物质对灌浆期遮光水稻生长及结实的影响. 中国稻米, 2010, 16(6): 9–13

Xiong J, Fu G F, Song J, Le H K, Song X P, Tao L X. Effects of plant growth regulators on growth and grain setting rate in shading-treated rice at the booting stage. China Rice, 2010, 16(6): 9–13 (in Chinese with English abstract)

[15]邓飞, 王丽, 姚雄, 王建军, 任万军, 杨文钰. 不同生育阶段遮阴对水稻籽粒充实和产量的影响. 生态学杂志, 2009, 38: 265–269

Deng F, Wang L, Yao X, Wang J J, Ren W J, Yang W Y. Effects of different growing-stage shading on rice grain-filling and yield. Chin J Ecol, 2009, 38: 265–269 (in Chinese with English abstract)

[16]Thangaraj M, Sivasubram A V. Effects of low light intensity on growth and productivity of irrigated rice (Oryza sativa L.) grown in the Cauvery delta region. Madras Agric J, 1990, 77: 220–224

[17]Samarajeewa K B D P, Kojima N, Sakagami J I, Chandanie W A. The effect of different timing of top dressing of nitrogen application under low light intensity on the yield of rice (Oryza sativa L.). J Agron Crop Sci, 2005, 191: 99–105

[18]Tanaka K, Onishi R, Miyazaki M, Ishibashi Y, Yuasa T, Iwaya-Inoue M. Changes in NMR relaxation of rice grains, kernel quality and physicochemical properties in response to a high temperature after flowering in heat-tolerant and heat-sensitive rice cultivars. Plant Product Sci, 2009, 12: 185–192

[19]Yan C, Ding Y F, Liu Z H, Wang Q S, Li G H, He Y, Wang S H. Temperature difference between the air and organs of rice plants and its relationship to spikelet fertility. Agric Sci China, 2008, 7: 678–685

[20]马宝, 高温对水稻光合特征、生长发育和产量的影响. 中国农业科学院硕士学位论文, 北京, 2009

Ma B. Effect of High Temperature on Photosynthetic Characteristics, Growth and Development, and Rice Yield. MS Thesis of Chinese Academy of Agricultural Sciences, Beijing, China, 2009 (in Chinese with English abstract)

[21]曹云英, 高温对水稻产量与品质的影响及其生理机制. 扬州大学博士学位论文, 江苏扬州, 2009

Cao Y Y. The Impact of High Temperature on Rice Grain Yield and Quality and the Underlying Physiological Mechanism. PhD. Dissertation of Yangzhou University, Yangzhou, China, 2009 (in Chinese with English abstract)

[22]龚金龙, 张洪程, 胡雅杰, 龙厚元, 常勇, 王艳, 邢志鹏, 霍中洋. 灌浆结实期温度对水稻产量和品质形成的影响. 生态学杂志, 2013, 32: 482–491

Gong J L, Zhang H C, Hu Y J, Long H Y, Chang Y, Wang Y, Xing Z P, Hou Z Y. Effects of air temperature during the rice grain-filling period on the formation of rice grain yield and its quality. Chin J Ecol, 2013, 32: 482–491 (in Chinese with English abstract)

[23]Peng S B, Huang J L, Sheehy J E, Laza R C, Visperas R M, Zhong X H, Centeno G S, Khush G S, Cassman K G. Rice yields decline with higher night temperature from global warming. Proc Natl Acad Sci USA, 2004, 101: 9971–9975

[24]李健陵, 张晓艳, 杜尧东, 王华, 吴丽姬, 胡飞. 高温对抽穗开花期至灌浆结实期水稻源库特性的影响. 中国农业气象, 2013, 34: 23–29

Li J L, Zhang X Y, Du Y D, Wang H, Wu L J, Hu F. Effects of high temperature on rice source-sink characteristics during the heading stage to grain-filling stage. Chin J Agrometeorol, 2013, 34: 23–29 (in Chinese with English abstract)

[25]盛婧, 陶红娟, 陈留根. 灌浆结实期不同时段温度对水稻结实与稻米品质的影响. 中国水稻科学, 2007, 21: 396–402

Sheng J, Tao H J, Chen L G. Response of seed-setting and grain quality of rice to temperature at different times during the grain-filling period. Chin J Rice Sci, 2007, 21: 396–402 (in Chinese with English abstract)

[26]Tashiro T, Wardlaw I F. The effect of high temperature on the accumulation of dry matter, carbon and nitrogen in the kernel of rice. Aust J Plant Physiol, 1991, 18: 259–265

[27]Kobata T, Uemuki N. High temperatures during the grain-filling period do not reduce the potential grain dry matter increase of rice. Agron J, 2004, 96: 406–414

[28]李平, 王以柔, 陈贻竹, 刘鸿先. 低温对杂交稻乳熟期剑叶光合作用和光合产物运输的影响. 植物学报, 1994, 36: 45–52

Li P, Wang Y R, Chen Y Z, Liu H X. The effect of low temperature on photosynthesis of flag leaf and transport of photosynthetic products during the milk stage of hybrid rice. Acta Bot Sin, 1994, 36: 45–52 (in Chinese with English abstract)

[29]袁继超, 刘从军, 朱庆森, 李俊青, 杨建昌. 播期对水稻籽粒灌浆特性的影响. 西南农业学报, 2004, 17(2): 164–168

Yuan J C, Liu C J, Zhu Q S, Li J Q, Yang J C. Effects of sowing date on grain-filling properties of rice. Southwest China J Agric Sci, 2004, 17(2): 164–168 (in Chinese with English abstract)

[30]朱庆森, 曹显祖, 骆亦其. 水稻籽粒灌浆的生长分析. 作物学报, 1988, 14: 182–192

Zhu Q S, Cao X Z, Luo Y Q. Growth analysis of the process of grain filling in rice. Acta Agron Sin, 1988, 14: 182–192 (in Chinese with English abstract)

[31]Yang W, Peng S B, Dionisio-Sese M L, Laza R C, Visperas R M. Grain filling duration, a crucial determinant of genotypic variation of grain yield in field-grown tropical irrigated rice. Field Crops Res, 2008, 105: 221–227

[32]顾世梁, 朱庆森, 杨建昌, 彭少兵. 不同水稻材料籽粒灌浆特性的分析. 作物学报, 2001, 27: 7–14

Gu S L, Zhu Q S, Yang J C, Peng S B. Analysis of grain filling characteristics for different rice types. Acta Agron Sin, 2001, 27: 7–14 (in Chinese with English abstract)

[33]Yu Q, Liu J D, Zhang Y Q, Li J. Simulation of rice biomass accumulation by an extended logistic model including influence of meteorological factors. Int J Biometeorol, 2002, 46: 185–191

[34]Yin X Y, Kropff M J, McLaren G, Visperas R M. A nonlinear model for crop development as a function of temperature. Agric For Meteorol, 1995, 77: 1–16

[35]Yin X Y, Kropff M J, Horie T, Nakagawa H, Centeno H G S, Zhu D, Goudriaan J. A model for photothermal responses of flowering in rice: I. Model description and parameterization. Field Crops Res, 1997, 51: 189–200

[36]Ceglar A, Crepinsek Z, Kajfez-Bogataj L, Pogacar T. The simulation of phenological development in dynamic crop model: the Bayesian comparison of different methods. Agric For Meteorol, 2011, 151: 101–115

[37]van Oort P A J, Zhang T Y, de Vries M E, Heinemann A B, Meinke H. Correlation between temperature and phenology prediction error in rice (Oryza sativa L.). Agric For Meteorol, 2011, 151: 1545–1555

[38]Duan Q Y, Gupta V K, Sorooshian S. Shuffled complex evolution approach for effective and efficient global minimization. J Optimiz Theor Appl, 1993, 76: 501–521

[39]Shen S H, Yang S B, Li B B, Tan B X, Li Z Y, Le Toan T. A scheme for regional rice yield estimation using ENVISAT ASAR data. Sci China Ser D: Earth Sci, 2009, 52: 1183–1194

[40]Duan Q Y, Sorooshian S, Gupta V K. Optimal use of the SCE-UA global optimization method for calibrating Watershed Models. J Hydrol, 1994, 158: 265–284

[41]李致家, 周轶, 哈布•哈其. 新安江模型参数全局优化研究. 河海大学学报(自然科学版), 2004, 32: 376–379

Li Z J, Zhou Y, Habu H. Application of global optimization to calibration of the Xin’anjiang model. J Hohai Univ (Natl Sci), 2004, 32: 376–379 (in Chinese with English abstract)

[42]Kima J, Shona J Y, Leea C K, Yangb W H, Yoona Y H, Yanga W H, Kima Y G, Leec B W. Relationship between grain filling duration and leaf senescence of temperate rice under high temperature. Field Crops Res, 2011, 122: 207–213

[43]邹江石, 吕川根, 王才林, 郑克武, 宗寿余, 赵凌, 孙永华. 两系杂交稻“两优培九”的选育及其栽培特性. 中国农业科学, 2003, 36: 869–872

Zhou J S, Lü C G, Wang C L, Zheng K W, Zong S Y, Zhao L, Sun Y H. Breeding of two-line hybrid rice variety "Liangyoupeijiu" and preliminary studies of its cultivation characteristics. Sci Agric Sin, 2003, 36: 869–872 (in Chinese with English abstract)

[44]赵海燕, 姚凤梅, 张勇, 徐宾, 袁静, 胡亚南, 许吟隆. 长江中下游水稻开花灌浆期气象要素与结实率和粒重的相关性分析. 中国农业科学, 2006, 39: 1765–1771

Zhao H Y, Yao F M, Zhang Y, Xu B, Yuan J, Hu Y N, Xu Y L. Correlation analysis of rice seed setting rate and 1000-grain weight and agro-meteorology over the middle and lower reaches of the Yangtze River. Sci Agric Sin, 2006, 39: 1765–1771 (in Chinese with English abstract)

[45]谭中和, 蓝泰源, 任昌福, 方文. 杂交籼稻开花期高温危害及对策研究. 作物学报, 1985, 11: 103–108

Tan Z H, Lan T Y, Ren C F, Fang W. Damage from high temperatures on Indica hybrid rice at the flowering stage and its countermeasures. Acta Agron Sin, 1985, 11: 103–108 (in Chinese with English abstract)

Metrics

Viewed

Full text

Abstract

Cited

Shared

Discussed

Comments

Recommended 0

No Suggested Reading articles found!

Charactering Light and Temperature Effects on Rice Grain Filling Using Extended Richards Equation

RichHTML

PDF

Cited

Abstract

Cite this article

share this article

References

Related Articles 15

Metrics

Comments

Recommended 0

[1]	TIAN Tian, CHEN Li-Juan, HE Hua-Qin. Identification of rice blast resistance candidate genes based on integrating Meta-QTL and RNA-seq analysis [J]. Acta Agronomica Sinica, 2022, 48(6): 1372-1388.
[2]	ZHENG Chong-Ke, ZHOU Guan-Hua, NIU Shu-Lin, HE Ya-Nan, SUN wei, XIE Xian-Zhi. Phenotypic characterization and gene mapping of an early senescence leaf H5(esl-H5) mutant in rice (Oryza sativa L.) [J]. Acta Agronomica Sinica, 2022, 48(6): 1389-1400.
[3]	ZHOU Wen-Qi, QIANG Xiao-Xia, WANG Sen, JIANG Jing-Wen, WEI Wan-Rong. Mechanism of drought and salt tolerance of OsLPL2/PIR gene in rice [J]. Acta Agronomica Sinica, 2022, 48(6): 1401-1415.
[4]	ZHENG Xiao-Long, ZHOU Jing-Qing, BAI Yang, SHAO Ya-Fang, ZHANG Lin-Ping, HU Pei-Song, WEI Xiang-Jin. Difference and molecular mechanism of soluble sugar metabolism and quality of different rice panicle in japonica rice [J]. Acta Agronomica Sinica, 2022, 48(6): 1425-1436.
[5]	YAN Jia-Qian, GU Yi-Biao, XUE Zhang-Yi, ZHOU Tian-Yang, GE Qian-Qian, ZHANG Hao, LIU Li-Jun, WANG Zhi-Qin, GU Jun-Fei, YANG Jian-Chang, ZHOU Zhen-Ling, XU Da-Yong. Different responses of rice cultivars to salt stress and the underlying mechanisms [J]. Acta Agronomica Sinica, 2022, 48(6): 1463-1475.
[6]	CHEN Jing, REN Bai-Zhao, ZHAO Bin, LIU Peng, ZHANG Ji-Wang. Regulation of leaf-spraying glycine betaine on yield formation and antioxidation of summer maize sowed in different dates [J]. Acta Agronomica Sinica, 2022, 48(6): 1502-1515.
[7]	XU Tian-Jun, ZHANG Yong, ZHAO Jiu-Ran, WANG Rong-Huan, LYU Tian-Fang, LIU Yue-E, CAI Wan-Tao, LIU Hong-Wei, CHEN Chuan-Yong, WANG Yuan-Dong. Canopy structure, photosynthesis, grain filling, and dehydration characteristics of maize varieties suitable for grain mechanical harvesting [J]. Acta Agronomica Sinica, 2022, 48(6): 1526-1536.
[8]	YANG Jian-Chang, LI Chao-Qing, JIANG Yi. Contents and compositions of amino acids in rice grains and their regulation: a review [J]. Acta Agronomica Sinica, 2022, 48(5): 1037-1050.
[9]	DENG Zhao, JIANG Nan, FU Chen-Jian, YAN Tian-Zhe, FU Xing-Xue, HU Xiao-Chun, QIN Peng, LIU Shan-Shan, WANG Kai, YANG Yuan-Zhu. Analysis of blast resistance genes in Longliangyou and Jingliangyou hybrid rice varieties [J]. Acta Agronomica Sinica, 2022, 48(5): 1071-1080.
[10]	YANG De-Wei, WANG Xun, ZHENG Xing-Xing, XIANG Xin-Quan, CUI Hai-Tao, LI Sheng-Ping, TANG Ding-Zhong. Functional studies of rice blast resistance related gene OsSAMS1 [J]. Acta Agronomica Sinica, 2022, 48(5): 1119-1128.
[11]	ZHU Zheng, WANG Tian-Xing-Zi, CHEN Yue, LIU Yu-Qing, YAN Gao-Wei, XU Shan, MA Jin-Jiao, DOU Shi-Juan, LI Li-Yun, LIU Guo-Zhen. Rice transcription factor WRKY68 plays a positive role in Xa21-mediated resistance to Xanthomonas oryzae pv. oryzae [J]. Acta Agronomica Sinica, 2022, 48(5): 1129-1140.
[12]	WANG Xiao-Lei, LI Wei-Xing, OU-YANG Lin-Juan, XU Jie, CHEN Xiao-Rong, BIAN Jian-Min, HU Li-Fang, PENG Xiao-Song, HE Xiao-Peng, FU Jun-Ru, ZHOU Da-Hu, HE Hao-Hua, SUN Xiao-Tang, ZHU Chang-Lan. QTL mapping for plant architecture in rice based on chromosome segment substitution lines [J]. Acta Agronomica Sinica, 2022, 48(5): 1141-1151.
[13]	WANG Ze, ZHOU Qin-Yang, LIU Cong, MU Yue, GUO Wei, DING Yan-Feng, NINOMIYA Seishi. Estimation and evaluation of paddy rice canopy characteristics based on images from UAV and ground camera [J]. Acta Agronomica Sinica, 2022, 48(5): 1248-1261.
[14]	KE Jian, CHEN Ting-Ting, WU Zhou, ZHU Tie-Zhong, SUN Jie, HE Hai-Bing, YOU Cui-Cui, ZHU De-Quan, WU Li-Quan. Suitable varieties and high-yielding population characteristics of late season rice in the northern margin area of double-cropping rice along the Yangtze River [J]. Acta Agronomica Sinica, 2022, 48(4): 1005-1016.
[15]	CHEN Yue, SUN Ming-Zhe, JIA Bo-Wei, LENG Yue, SUN Xiao-Li. Research progress regarding the function and mechanism of rice AP2/ERF transcription factor in stress response [J]. Acta Agronomica Sinica, 2022, 48(4): 781-790.