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基于热量和日照时数法的苹果果实直径与长度估算及其在数字果园管理信息系统中的应用

Apple fruit diameter and length estimation by using the thermal and sunshine hours approach and its application to the digital orchard management information system.

作者信息

Li Ming, Chen Meixiang, Zhang Yong, Fu Chunxia, Xing Bin, Li Wenyong, Qian Jianping, Li Sha, Wang Hui, Fan Xiaodan, Yan Yujing, Wang Yan'an, Yang Xinting

机构信息

National Engineering Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Science, Beijing, PR China.

National Engineering Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Science, Beijing, PR China; State Key Laboratory of Crop Biology/College of Life Science, Shandong Agricultural University, Tai'an, Shandong, PR China.

出版信息

PLoS One. 2015 Apr 1;10(4):e0120124. doi: 10.1371/journal.pone.0120124. eCollection 2015.

DOI:10.1371/journal.pone.0120124
PMID:25831065
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4382048/
Abstract

In apple cultivation, simulation models may be used to monitor fruit size during the growth and development process to predict production levels and to optimize fruit quality. Here, Fuji apples cultivated in spindle-type systems were used as the model crop. Apple size was measured during the growing period at an interval of about 20 days after full bloom, with three weather stations being used to collect orchard temperature and solar radiation data at different sites. Furthermore, a 2-year dataset (2011 and 2012) of apple fruit size measurements were integrated according to the weather station deployment sites, in addition to the top two most important environment factors, thermal and sunshine hours, into the model. The apple fruit diameter and length were simulated using physiological development time (PDT), an indicator that combines important environment factors, such as temperature and photoperiod, as the driving variable. Compared to the model of calendar-based development time (CDT), an indicator counting the days that elapse after full bloom, we confirmed that the PDT model improved the estimation accuracy to within 0.2 cm for fruit diameter and 0.1 cm for fruit length in independent years using a similar data collection method in 2013. The PDT model was implemented to realize a web-based management information system for a digital orchard, and the digital system had been applied in Shandong Province, China since 2013. This system may be used to compute the dynamic curve of apple fruit size based on data obtained from a nearby weather station. This system may provide an important decision support for farmers using the website and short message service to optimize crop production and, hence, economic benefit.

摘要

在苹果种植中,模拟模型可用于监测果实生长发育过程中的大小,以预测产量水平并优化果实品质。在此,以纺锤形系统栽培的富士苹果作为模型作物。在生长期间,于盛花后每隔约20天测量苹果大小,并使用三个气象站在不同地点收集果园温度和太阳辐射数据。此外,根据气象站部署地点,将2年(2011年和2012年)的苹果果实大小测量数据集,连同最重要的两个环境因素——热量和日照时数,纳入模型。使用生理发育时间(PDT)模拟苹果果实直径和长度,PDT是一个综合了温度和光周期等重要环境因素的指标,作为驱动变量。与基于日历的发育时间(CDT)模型(一种计算盛花后经过天数的指标)相比,我们证实,在2013年使用类似数据收集方法的独立年份中,PDT模型将果实直径的估计精度提高到了0.2厘米以内,果实长度的估计精度提高到了0.1厘米以内。实施PDT模型以实现数字果园的基于网络的管理信息系统,该数字系统自2013年起已在中国山东省应用。该系统可用于根据从附近气象站获得的数据计算苹果果实大小的动态曲线。该系统可为农民利用网站和短信服务优化作物产量从而提高经济效益提供重要的决策支持。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/06e7f69ac1bf/pone.0120124.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/4ae21bfa4e99/pone.0120124.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/f0eb28b69d9e/pone.0120124.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/872b3bacc8d1/pone.0120124.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/c0a836692823/pone.0120124.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/06e7f69ac1bf/pone.0120124.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/4ae21bfa4e99/pone.0120124.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/f0eb28b69d9e/pone.0120124.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/872b3bacc8d1/pone.0120124.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/c0a836692823/pone.0120124.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae99/4382048/06e7f69ac1bf/pone.0120124.g005.jpg

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