清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

In-situ fruit analysis by means of LiDAR 3D point cloud of normalized difference vegetation index (NDVI)

果园 激光雷达 成熟度 均方误差 点云 遥感 环境科学 数学 归一化差异植被指数 园艺 植被(病理学) 叶绿素 叶面积指数 植物 地理 统计 成熟 生物 计算机科学 医学 病理 计算机视觉
作者
Nikos Tsoulias,Kowshik Kumar Saha,Manuela Zude-Sasse
出处
期刊:Computers and Electronics in Agriculture [Elsevier BV]
卷期号:205: 107611-107611 被引量:18
标识
DOI:10.1016/j.compag.2022.107611
摘要

A feasible method to analyse fruit at the tree is requested in precise production management. The employment of light detection and ranging (LiDAR) was approached aimed at measuring the number of fruit, quality-related size, and ripeness-related chlorophyll of fruit skin. During fruit development (65 – 130 day after full bloom, DAFB), apples were harvested and analysed in the laboratory (n = 225) with two LiDAR laser scanners measuring at 660 and 905 nm. From these two 3D point clouds, the normalized difference vegetation index (NDVILiDAR) was calculated. The correlation analysis of NDVILiDAR and chemically analysed fruit chlorophyll content showed R2 = 0.81 and RMSE = 3.63 % on the last measuring date, when fruit size reached 76 mm. The method was tested on 3D point clouds of 12 fruit trees measured directly in the orchard, during fruit growth on five measuring dates, and validated with manual fruit analysis in the orchard (n = 4632). Point clouds of individual apples were segmented from 3D point clouds of trees and fruit NDVILiDAR were calculated. The non-invasively obtained field data showed good calibration performance capturing number of fruit, fruit size, fruit NDVILiDAR, and chemically analysed chlorophyll content of R2 = 0.99, R2 = 0.98 with RMSE = 3.02 %, R2 = 0.65 with RMSE = 0.65 %, R2 = 0.78 with RMSE = 1.31 %, respectively, considering the related reference data at last measuring date 130 DAFB. The new approach of non-invasive laser scanning provided physiologically and agronomically valuable time series data on differences in fruit chlorophyll affected by the leaf area to number of fruit and leaf area to fruit fresh mass ratios. Concluding, the method provides a tool for gaining production-relevant plant data for, e.g., crop load management and selective harvesting by harvest robots.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
WhiteCaramel完成签到 ,获得积分10
5秒前
Hiram完成签到,获得积分0
21秒前
22秒前
22秒前
gent完成签到,获得积分10
27秒前
ding应助arniu2008采纳,获得10
38秒前
56秒前
1分钟前
arniu2008发布了新的文献求助10
1分钟前
姚老表发布了新的文献求助100
1分钟前
海盗船长完成签到,获得积分10
2分钟前
You完成签到,获得积分20
2分钟前
无悔完成签到 ,获得积分0
2分钟前
2分钟前
桔梗完成签到 ,获得积分10
2分钟前
忧郁的千萍完成签到 ,获得积分10
2分钟前
美丽心情完成签到,获得积分10
2分钟前
姚老表发布了新的文献求助100
3分钟前
ninini完成签到 ,获得积分10
3分钟前
爱笑半莲发布了新的文献求助30
3分钟前
yindi1991完成签到 ,获得积分10
3分钟前
junzzz完成签到 ,获得积分10
3分钟前
合不着完成签到 ,获得积分10
3分钟前
爱笑半莲完成签到,获得积分10
3分钟前
SJW--666完成签到,获得积分0
3分钟前
蓓蓓发布了新的文献求助10
4分钟前
小孟小孟完成签到 ,获得积分10
4分钟前
jixiekaifa完成签到 ,获得积分10
4分钟前
4分钟前
姚老表发布了新的文献求助100
4分钟前
南国完成签到,获得积分10
4分钟前
郭磊完成签到 ,获得积分10
5分钟前
迷路旭发布了新的文献求助10
5分钟前
SCI的芷蝶完成签到 ,获得积分10
5分钟前
6分钟前
6分钟前
dandan发布了新的文献求助10
6分钟前
dandan完成签到,获得积分10
6分钟前
Lillianzhu1完成签到,获得积分10
7分钟前
激动的似狮完成签到,获得积分0
7分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
The Graphene Handbook (2019 Edition) 800
Adhesion Science: Principles & Practice 800
Signals, Systems, and Signal Processing 610
IEST-RP-CC018: Cleanroom Cleaning and Sanitization: Operating and Monitoring Procedures 600
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 600
Rehabilitation of Long-Standing Groin Pain in Athletes: A Scoping Review of Exercise Content and Reporting 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6574377
求助须知:如何正确求助?哪些是违规求助? 8351692
关于积分的说明 17888655
捐赠科研通 5707043
什么是DOI,文献DOI怎么找? 2945925
邀请新用户注册赠送积分活动 1921850
关于科研通互助平台的介绍 1801593