{"title":"Evaluation of real-time stereo vision-controlled variable rate sprayer performance in grapevine shoot detections and spray application","authors":"Hongyoung Jeon, Heping Zhu","doi":"10.1016/j.atech.2025.101101","DOIUrl":null,"url":null,"abstract":"<div><div>The use of plant protection products (PPP) for plant protection can be substantially reduced by applying PPP on plants only. A novel variable–rate sprayer with a stereo vision system to apply PPP only to grapevines was developed for vineyard applications. The stereo vision system was evaluated as a grapevine shoot detection sensor under various conditions in average grapevine shoot lengths (4.1–29.1 cm), travel speeds (3.2–8.0 km h<sup>-1</sup>) and outdoor illuminations (12,718 – 67,912.0 lx). A real-time variable–rate sprayer prototype with two air assistance levels at the air outlet (low (air speed of 5.9 m s<sup>-1</sup>) and high (11.3 m s<sup>-1</sup>)) tested for its spray performance against a conventional sprayer. The results show that the stereo vision system detected 95.1 % to 99.8 % of grapevine shoots in average under various conditions, and no influences of the shoot size, outdoor illuminations, and travel speeds on the shoot detection were observed under the test conditions. The prototype sprayer had up to approximately 2.8 times more spray deposit averages compared to the conventional sprayer, which was a significant increase (<em>p</em> < 0.05). Insignificant increases of spray deposit on grapevine shoots next to the sprayer, and spray drift to an adjacent row were observed from spray applications with low and high air assistance. A similar trend was observed in spray coverage data. These results demonstrate that the novel stereo vision real-time variable rate sprayer is feasible for vineyard applications.</div></div>","PeriodicalId":74813,"journal":{"name":"Smart agricultural technology","volume":"12 ","pages":"Article 101101"},"PeriodicalIF":5.7000,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Smart agricultural technology","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S277237552500334X","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURAL ENGINEERING","Score":null,"Total":0}
引用次数: 0
Abstract
The use of plant protection products (PPP) for plant protection can be substantially reduced by applying PPP on plants only. A novel variable–rate sprayer with a stereo vision system to apply PPP only to grapevines was developed for vineyard applications. The stereo vision system was evaluated as a grapevine shoot detection sensor under various conditions in average grapevine shoot lengths (4.1–29.1 cm), travel speeds (3.2–8.0 km h-1) and outdoor illuminations (12,718 – 67,912.0 lx). A real-time variable–rate sprayer prototype with two air assistance levels at the air outlet (low (air speed of 5.9 m s-1) and high (11.3 m s-1)) tested for its spray performance against a conventional sprayer. The results show that the stereo vision system detected 95.1 % to 99.8 % of grapevine shoots in average under various conditions, and no influences of the shoot size, outdoor illuminations, and travel speeds on the shoot detection were observed under the test conditions. The prototype sprayer had up to approximately 2.8 times more spray deposit averages compared to the conventional sprayer, which was a significant increase (p < 0.05). Insignificant increases of spray deposit on grapevine shoots next to the sprayer, and spray drift to an adjacent row were observed from spray applications with low and high air assistance. A similar trend was observed in spray coverage data. These results demonstrate that the novel stereo vision real-time variable rate sprayer is feasible for vineyard applications.
植物保护产品(PPP)在植物保护中的使用可以通过仅在植物上应用PPP而大大减少。研制了一种具有立体视觉系统的新型可变速率喷雾器,该喷雾器仅适用于葡萄园。在葡萄枝平均长度(4.1-29.1 cm)、行进速度(3.2-8.0 km h-1)和室外照度(12,718 - 67,912.0 lx)等条件下,对立体视觉系统作为葡萄枝检测传感器进行了评估。一个实时可变速率喷雾器原型,在出风口有两个空气辅助水平(低(空气速度为5.9 m s-1)和高(11.3 m s-1)),测试了它与传统喷雾器的喷雾性能。结果表明:在不同条件下,立体视觉系统对葡萄藤芽的平均检出率为95.1% ~ 99.8%,且在不同条件下,对葡萄藤芽的检出率不受茎粗、室外光照和行走速度的影响。与传统喷雾器相比,原型喷雾器的平均喷雾沉积量约为2.8倍,这是一个显着的增加(p <;0.05)。在低空气辅助和高空气辅助的情况下,喷雾沉降在喷雾器旁边的葡萄藤茎上没有显著增加,喷雾漂移到相邻行。在喷雾覆盖数据中也观察到类似的趋势。这些结果表明,新型立体视觉实时可变速率喷雾器在葡萄园的应用是可行的。