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基于YOLOv5与ResNet的圣女果种植监测与信息管理系统 被引量:1
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作者 王富达 卞晓晓 +1 位作者 王瀚翔 李晓阳 《信息技术与信息化》 2023年第4期83-86,共4页
为提高圣女果种植过程中的信息管理效率,减少人力投入,提出了一套针对圣女果种植大棚的监测与信息管理系统。系统包含果实测产、病害监测和信息采集与管理三大功能。首先,基于深度学习的方法,利用YOLO v5算法训练圣女果目标检测模型,可... 为提高圣女果种植过程中的信息管理效率,减少人力投入,提出了一套针对圣女果种植大棚的监测与信息管理系统。系统包含果实测产、病害监测和信息采集与管理三大功能。首先,基于深度学习的方法,利用YOLO v5算法训练圣女果目标检测模型,可识别图像信息中的圣女果位置信息,并按照成熟、即将成熟和未成熟进行分类。然后,为了实现果实测产功能,提出了一种基于平均果实密度的测产算法,能够分别预测短期内成熟果实产量和总产量。最后,基于ResNet分类算法,训练了病害分类模型,可通过植株叶片有效区分5类圣女果病害。实验结果表明,系统能够满足圣女果种植过程中的测产、病害监测需求,同时配合各类传感器,系统可以采集并记录温湿度、二氧化碳浓度等信息。 展开更多
关键词 卷积神经网络 目标检测 病害检测 果实测产 信息管理
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Predicting Pepper Fruit Yield Based on Temperature and Solar Radiation
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作者 Eviatar Ityel Lior Avraham +1 位作者 Hana Alon Rivka Offenbach 《Journal of Agricultural Science and Technology(B)》 2014年第5期360-367,共8页
Two separate experiments were conducted in bell pepper (Capsicum annum L.) in order to evaluate the effects of temperature and radiation on fruit yield. The results of the temperature experiment were integrated into... Two separate experiments were conducted in bell pepper (Capsicum annum L.) in order to evaluate the effects of temperature and radiation on fruit yield. The results of the temperature experiment were integrated into the radiation experiment to give an overall empirical model for potential pepper fruit yield grown in greenhouse. In the temperature experiment, pepper plants were planted during the summer time of Israel in the Arava region in a commercial, one hectare greenhouse, equipped with a cooling wet-mat system. Eleven plots were assigned along the 80 m down the row from the wet mat. Air seasonal temperatures were affected by the distance from the wet-mat and linearly increased at the rate of 0.036 ℃/m, while relative humidity was not affected. Fruit yield dropped from 19.4 kg/m at a distance of 20 m, to 13.1 kg/m2 at 80 m away from the wet-mat, respectively. Yield regression decreased linearly with increased temperature at -11%/℃. In the radiation experiment, during the summer time of Israel in the Western Negev region, three sweet pepper varieties were grown under six radiation treatments, which accumulated to the following relative global radiation fractions (lint/lout): 0.72, 0.61, 0.46, 0.38, 0.32 and 0.21 from outside radiation. The three varieties did not differ in their response to radiation. The seasonal temperature normalized yield response to radiation quantity at 21 ℃ (Y21) yielded a linear regression formula with a slope of 7.6 × 10^-3 kg/m^2/MJ. The multiplicative model of temperature and radiation on fruit yield was found to predict well the potential fruit yield for various locations and seasons in Israel. 展开更多
关键词 Sweet pepper GREENHOUSE RADIATION TEMPERATURE MODEL fruit yield.
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