Articles

BASIC STUDY ON NON-DESTRUCTIVE GROWTH MEASUREMENT OF STRAWBERRY PLANTS USING A MACHINE-VISION SYSTEM

Article number
1037_83
Pages
651 – 656
Language
English
Abstract
The movable bench system is one method of increasing area productivity and minimizing the input energy needed for heating and lighting in a greenhouse.
In the movable bench cultivation system, all plants pass through a single location, termed the access point, for watering every day.
The access point should thus be the ideal place to measure precise growth information.
Machine vision is a promising technique for efficiently monitoring all plants at the access point, since it is non-destructive.
This study examines some basic techniques for developing a non-destructive growth measurement system for strawberry plants cultivated on the movable bench system using machine vision.
First, an experimental system was developed for 3D measurement of strawberry plants cultivated on a 1-m long bench.
It consisted of a depth sensor, a source of illumination and a wheeled platform that ran on rails and carried the bench.
To obtain 3D growth information, the experimental system tiled line image output from the depth sensor while the bench passed below.
A noise reduction method for the tiled images was also developed.
Ten benches were tested and their 3D information was reconstructed; the width and height profiles were then calculated. 3D data were evaluated for accuracy of maximum height and width measurements.
The average estimation error was 3.7 cm for width and 1.6 cm for height.
Second, the characteristics of spectral reflectance of strawberry leaves were investigated, and an algorithm was developed for new leaf detection using an ordinary color camera and green illumination.
After four potted plants were monitored for a month, new leaf detection accuracy proved to be 74.2%.

Publication
Authors
S. Yamamoto, S. Hayashi, S. Saitoh, Y. Ochiai , S. Tsubota, Y. Takeshima, K. Imou, K. Saga
Keywords
growth information, movable bench, depth sensor, 3D measurement, green illumination, spectral reflectance
Full text
Online Articles (152)
L.F.M. Marcelis | F. Buwalda | J.A. Dieleman | T.A. Dueck | A. Elings | A. de Gelder | S. Hemming | F.L.K. Kempkes | T. Li | F. van Noort | P.H.B. de Visser
S. Hemming | S.L. Speetjens | D. Wang | J.R. Tsay
E.G.O.N. Janssen | L.T. Baart de la Faille | W.J.A. Lohman
Y. Ishigami | E. Goto | M. Watanabe | T. Takahashi | L. Okushima
Il-Hwan Seo | In-Bok Lee | Kyeong-Seok Kwon | Se-Joon Park
S. Hemming | H.F. de Zwart | G.L.A.M. Swinkels | H.J.J. Janssen
F. van der Helm | P. van Weel | J. Steenhuizen | F. de Zwart | A. de Gelder
F.J. Baptista | D. Briassoulis | C. Stanghellini | L.L. Silva | A.T. Balafoutis | A. Meyer-Aurich | A. Mistriotis
C.-T. Lin | Y. Ishigami | S. Hikosaka | E. Goto | C.-J. Ting | C.-C. Cheng
J.P. Moon | S.H. Lee | G.C. Kang | J.K. Kwon | Y.K. Kang | S.J. Lee | C.K. Kim | Y. Cho
Youngjung Kim | Siyoung Lee | Jonggoo Kim | Donghyeon Kang | Honggi Choi
Jong Gil Jeon | Yee Paek | Ill Hwan Cho | Hyung Kwon Kim | Namkyu Yun | Dong Geon Lee
V.D. Ngo | D.K. Ryu | S.W. Kang | S.O. Chung | S.U. Park | S.J. Kim | J.T. Park
A. Ito | H. Shimizu | R. Hiroki | H. Nakashima | J. Miyasaka | K. Ohdoi
E. Goto | Y. Ishigami | K. Kimura | K. Arai | K. Kashima | H. Nakajima | S. Maruyama
S. Hayashi | S. Yamamoto | S. Saito | Y. Ochiai | S. Tsubota | H. Inazumi
A. Ruíz-García | I.L. López-Cruz | A. Ramírez-Arias | E. Rico-Garcia
Ningyi Zhang | Lu Lin | Wenwen Li | Jingqing Shao | Yanbao Zhou | Gang Li | Weihong Luo
Doo-Gyung Moon | Kye-Man Cho | Chun-Hwan Kim | Ki-Cheol Seong | Daneil Son | Myeng-Whan Cho | In-Ho Yu | Hee-Ryong Ryu | Ill-Hwan Cho
C. Cirillo | R. Caputo | G. Raimondi | S. De Pascale
H.J. Kim | P. Singleton | J. Lichty | A. Kawabata
R. Salazar | L. Miranda | U. Schmidt | A. Rojano | I. Lopez
D.K. Ryu | S.W. Kang | V.D. Ngo | S.O. Chung | J.M. Choi | S.U. Park | S.J. Kim
J. Hanssens | T. De Swaef | K. Steppe | D. Pinxteren | H. Marien | L. Wittemans | J. Desmedt
M. Teitel | M. Garcia-Teruel | H. Alon | S. Gantz | J. Tanny | I. Esquira | M. Sofer | A. Levi | A. Schwartz | A. Antler
Chenwen Zhu | P. Unachak | J.R. Llera | D.B. Knoester | E.S. Runkle | Lihong Xu | E.D. Goodman
G. Vox | I. Blanco | G. Scarascia Mugnozza | E. Schettini | C. Bibbiani | C. Viola | C.A. Campiotti
J. Balendonck | A.A. Sapounas | F. Kempkes | E.A. van Os | R. van der Schoor | B.A.J. van Tuijl | L.C.P. Keizer
Y. Iwasaki | D. Ahn | S. Matsuo | H. Umeda | K. Yasuba | A. Nakano | M. Takaichi
N. Rigakis | N. Katsoulas | P. Belitsiotis | C. Kittas | T. Bartzanas
A. Rojano | R. Salazar | J. Flores | I. López | F. Rojano | T. Espinosa | U. Schmidt | I. Schuhe | L. Trujillo
S. Yamamoto | S. Hayashi | S. Saitoh | Y. Ochiai | S. Tsubota | Y. Takeshima | K. Imou | K. Saga
Dae Hyun Jung | Hak-Jin Kim | Won Kyung Kim | Gyeong Lee Choi | Chang Ik Kang
K. Takayama | R. Hirota | N. Takahashi | H. Nishina | S. Arima | K. Yamamoto | Y. Sakai | H. Okada
C. Marx | M. Schultz | K. Schymik | A. Krüger | T. Ripken | T. Rath
Hyo Gil Choi | Joon Kook Kwon | Kyoung Sub Park | Sun Yi Lee | B. Khoshimkhujaev | Nam Jun Kang | Byoung Yong Moon
H. Kurosaki | H. Ohmori | H. Hamamoto | Y. Iwasaki
H.S. Doo | H.J. Bae | S.J. Kim | S.I. Jeong | Y.J. Shin | C.H. Chung | T.H. Kwon | J.Y. Park | C.H. Hong
Sun Yi Lee | Joon Kook Kwon | Kyoung Sub Park | Hyo Gil Choi
N. Gruyer | M. Dorais | C. Bastien | N. Dassylva | G. Triffault-Bouchet
E.G. Choi | B.O. Jin | C.H. Kim | M.H. Kim | G.Y. Baek | B.E. Moon | S.Y. Lee | H.T. Kim
Daniel Son | Ki Cheol Seong | Chun Hwan Kim | Seong Cheol Kim | Chan Kyu Lim
E.G. Choi | C.H. Kim | G.Y. Beak | M.H. Kim | H.T. Kim | D.E. Kim | Y.C. Yoon
Y. Liao | Y. Takai | A. Kato | K. Suzuki | D. Zhuang | R. Ogasawara | T. Shimazu | E. Kawamoto | H. Fukui
R. Hiroki | H. Shimizu | A. Ito | H. Nakashima | J. Miyasaka | K. Ohdoi
G. Vox | E. Schettini | G. Scarascia Mugnozza | L. Tarricone | L. de Palma
G. Santagata | M. Malinconico | B. Immirzi | E. Schettini | G. Scarascia Mugnozza | G. Vox
B. Khoshimkhujaev | J.K. Kwon | K.S. Park | S.Y. Lee | H.G. Choi
T. Kuroyanagi | S. Matsuda | H. Kawashima | Y. Nagasaki
F. Rojano | J. Flores-Velázquez | F. Villarreal-Guerrero | A. Rojano
Il-Hwan Seo | In-bok Lee | J.P. Bitog | Rack-Woo Kim
J.C. Roy | J.B. Pouillard | T. Boulard | H. Fatnassi | A. Grisey
H. Fatnassi | T. Boulard | C. Poncet | T. Bartzanas | N. Katsoulas | M. Kacira
F. Rojano | J. Flores-Velázquez | F. Villarreal-Guerrero | A. Rojano
A. Ramírez-Arias | J. Pineda-Pineda | M. Gutiérrez | W. Ojeda-Bustamante
M. Albaho | B. Thomas | S. Isathali | P. George | D. Ghloum
Yu Zhang | Jin Sun | Shuhai Li | Sheng Shu | Shirong Guo
C. Kittas | N. Katsoulas | T. Bartzanas | M. Kacira | T. Boulard