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Home > International Symposium on New Technologies for Environment Control, Energy-Saving and Crop Production in Greenhouse and Plant Factory – Greensys 2013 > AUTOMATED MACHINE VISION GUIDED PLANT MONITORING SYSTEM FOR GREENHOUSE CROP DIAGNOSTICS

Articles

AUTOMATED MACHINE VISION GUIDED PLANT MONITORING SYSTEM FOR GREENHOUSE CROP DIAGNOSTICS

Article number

1037_81

Pages

635 – 641

Language

English

Abstract

A machine vision guided plant sensing and monitoring system was designed and constructed to autonomously monitor and extract color features (Red-Green-Blue, Hue-Saturation-Luminance, and Color Brightness), textural features (Contrast, Energy, Entropy, and Homogeneity), morphological feature (Top Projected Canopy Area), plant indices (from NIR band relationships with color bands), and plant thermal radiation.
A total of 17 features were extracted to monitor the growth and development of lettuce plants growing in a Nutrient Film Technique (NFT) system.
From these 17 features, it was found that only 14 features were significant markers to separate the treatment group (induced water stress by withholding nutrient solution from selected rows) from the control.
Using these 14 features at a 99% confidence interval and detecting when half of the features are shown to be significant as a threshold for onset of induced stress, it was shown that the system was able to detect the water stress 2 hours before human visual detection.

Publication

International Symposium on New Technologies for Environment Control, Energy-Saving and Crop Production in Greenhouse and Plant Factory – Greensys 2013

Authors

D. Story , M. Kacira

Keywords

computer vision, crop monitoring, data acquisition, greenhouse, image processing

Full text

https://doi.org/10.17660/ActaHortic.2014.1037.81

Online Articles (152)

1. INNOVATIONS IN CROP PRODUCTION: A MATTER OF PHYSIOLOGY AND TECHNOLOGY

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

2. AN ACTIVE HEAT STORAGE-RELEASE SYSTEM USING CIRCULATING WATER TO SUPPLEMENT HEAT IN A CHINESE SOLAR GREENHOUSE

Q. Yang | Y. Zhang | H. Fang | W. Li | W. Lu | Y. Tong

3. COMPARATIVE PERFORMANCE OF A GREENHOUSE COOLING STRATEGY WITH NATURAL VENTILATION AND FOGGING UNDER DIFFERENT OUTSIDE CLIMATES

F. Villarreal-Guerrero | J. Flores-Velazquez | M. Kacira

4. GREENHOUSE DESIGN FOR VEGETABLE PRODUCTION IN SUBTROPICAL CLIMATE IN TAIWAN

S. Hemming | S.L. Speetjens | D. Wang | J.R. Tsay

5. SYSTEM INTEGRATION AND OPTIMIZATION MODEL (SIOM)

E.G.O.N. Janssen | L.T. Baart de la Faille | W.J.A. Lohman

6. GREENHOUSE CONCEPT WITH HIGH INSULATING DOUBLE GLASS WITH COATINGS AND NEW CLIMATE CONTROL STRATEGIES; FROM DESIGN TO RESULTS FROM TOMATO EXPERIMENTS

F.L.K. Kempkes | J. Janse | S. Hemming

7. DEVELOPMENT OF A SIMULATION MODEL TO EVALUATE ENVIRONMENTAL CONTROLS IN A TOMATO GREENHOUSE

Y. Ishigami | E. Goto | M. Watanabe | T. Takahashi | L. Okushima

8. ANALYSIS OF WORKING LOAD ON GREENHOUSE FOUNDATION CONSIDERING WIND AND SNOW LOAD

S.W. Yun | Y.S. Shin | C. Yu | Y.C. Yoon

9. SYSTEM DYNAMICS OF A PHOTOVOLTAIC INTEGRATED GREENHOUSE

P. Juang | M. Kacira

10. BES COMPUTATION FOR PERIODICAL ENERGY LOAD OF GREENHOUSE WITH GEOTHERMAL HEATING SYSTEM

Il-Hwan Seo | In-Bok Lee | Kyeong-Seok Kwon | Se-Joon Park

11. SPATIOTEMPORAL DISTRIBUTIONS OF ENERGY AND WATER CONSUMPTION IN OPEN, SEMI-CLOSED AND CLOSED LOOP HEAT PUMP GREENHOUSE SYSTEMS, AND ASSOCIATED MANAGEMENT STRATEGIES IN CANADA

I. Yildiz | J. Yue | J. Lowrey

12. DEVELOPMENT OF ELECTRICITY PRODUCING GREENHOUSES – TWO CASE STUDIES

S. Hemming | H.F. de Zwart | G.L.A.M. Swinkels | H.J.J. Janssen

13. LATENT HEAT TRANSFER IN A LOW ENERGY GREENHOUSE (ZINEG)

H.-J. Tantau | G. Akyazi

14. “SUSTAINABLE ENERGY GREENHOUSE” RESULTS OF THE PROJECT: REDUCTION OF ENERGY CONSUMPTION AND ENERGY STORAGE IN AQUIFER

A. Grisey | L. Rosso | E. Auger | R. Tisiot | F. d'Amaral

15. WINTER PRODUCTION OF GREEN ASPARAGUS BY USING SURPLUS HEAT FROM MACHINERY ROOM AND USED HOT WATER FROM HOTEL’S SPA

H. Araki | S. Fujiwara | T. Jishi | M. Fujii | T. Yokota | T. Nishida

16. ENERGY SAVING BY SOIL INSULATION IN GREENHOUSE FREESIA PRODUCTION

F. van der Helm | P. van Weel | J. Steenhuizen | F. de Zwart | A. de Gelder

17. SPATIOTEMPORAL DISTRIBUTIONS OF ENERGY AND WATER CONSUMPTION IN OPEN, SEMI-CLOSED AND CLOSED LOOP HEAT PUMP GREENHOUSE SYSTEMS, AND ASSOCIATED MANAGEMENT STRATEGIES IN THE CANADIAN NORTH

I. Yildiz | J. Yue | J. Lowrey

18. ENERGY EFFICIENCY IN TOMATO GREENHOUSE PRODUCTION. A PRELIMINARY STUDY

F.J. Baptista | D. Briassoulis | C. Stanghellini | L.L. Silva | A.T. Balafoutis | A. Meyer-Aurich | A. Mistriotis

19. SOLAR LIGHT-GUIDE POWER WINDOWS FOR THE GREENHOUSE

C.-T. Lin | Y. Ishigami | S. Hikosaka | E. Goto | C.-J. Ting | C.-C. Cheng

20. ZINEG PROJECT – ENERGETIC EVALUATION OF A SOLAR COLLECTOR GREENHOUSE WITH ABOVE-GROUND HEAT STORAGE IN GERMANY

I. Schuch | D. Dannehl | L. Miranda-Trujillo | T. Rocksch | U. Schmidt

21. ENERGY CONSERVING DEHUMIDIFICATION OF GREENHOUSES

H.F. de Zwart

22. AN ACTIVE HEAT STORAGE-RELEASE UNIT ASSISTED WITH A WATER-WATER HEAT PUMP FOR HEATING IN A CHINESE SOLAR GREENHOUSE

H. Fang | Q. Yang | Y. Zhang | W. Sun | R. Cheng

23. MEASUREMENT OF OVERALL HEAT TRANSFER COEFFICIENT OF COVERING MATERIAL WITH THERMAL SCREENS FOR PLASTIC GREENHOUSE

H.W. Lee | J.W. Lee | S. Diop | O.H. Na

24. GREENHOUSE HEATING TECHNOLOGY DEVELOPMENT BY USING RIVERBANK FILTRATION WATER SOURCE HEAT PUMP

J.P. Moon | S.H. Lee | G.C. Kang | J.K. Kwon | Y.K. Kang | S.J. Lee | C.K. Kim | Y. Cho

25. ENERGY EFFICIENCY CLASSIFICATION OF AGRICULTURAL MACHINERY

Youngjung Kim | Siyoung Lee | Jonggoo Kim | Donghyeon Kang | Honggi Choi

26. POTENTIAL ASSESSMENT OF GROWTH AND YIELD OF ORGANIC GREENHOUSE TOMATO USING A GEOTHERMAL SYSTEM

J. Méthot | D. de Halleux | M. Dorais

27. A METHOD TO ESTIMATE GROUND THERMAL CONDUCTIVITY IN USING SPIRAL COIL TYPE GROUND HEAT EXCHANGER

S. Yoon | S.R. Lee | H.B. Kang | G.H. Go | L. Okushima

28. DEVELOPMENT OF A HYBRID TYPE HEAT PUMP SYSTEM FOR GREENHOUSE HEATING

Jong Gil Jeon | Yee Paek | Ill Hwan Cho | Hyung Kwon Kim | Namkyu Yun | Dong Geon Lee

29. CHICORY (CICHORIUM INTYBUS) PRODUCTION OF USING LOCAL SNOW AND TERRESTRIAL HEAT ENERGY IN MID-SUMMER, JAPAN

R. Yamakawa | T. Kumano | H. Araki | T. Yokota

30. MEASUREMENTS OF THE PHOTOSYNTHETIC RATES IN VEGETABLES UNDER VARIOUS QUALITIES OF LIGHT FROM LIGHT-EMITTING DIODES

E. Goto | H. Matsumoto | Y. Ishigami | S. Hikosaka | K. Fujiwara | A. Yano

31. PRODUCING COMMERCIAL-QUALITY ORNAMENTAL SEEDLINGS UNDER SOLE-SOURCE LED LIGHTING

H.M. Wollaeger | E.S. Runkle

32. ANALYSIS OF ELECTRIC-ENERGY UTILIZATION EFFICIENCY IN A PLANT FACTORY WITH ARTIFICIAL LIGHT FOR LETTUCE PRODUCTION

Y. Tong | Q. Yang | S. Shimamura

33. CORRELATION BETWEEN GLUCOSINOLATE CONTENT AND SPECTRAL REFLECTANCE OF CABBAGE LEAVES USING A SPECTROMETER

V.D. Ngo | D.K. Ryu | S.W. Kang | S.O. Chung | S.U. Park | S.J. Kim | J.T. Park

34. REDUCTION IN ELECTRIC-ENERGY CONSUMPTION FOR COOLING IN A PLANT FACTORY WITH ARTIFICIAL LIGHT

J. Wang | Q. Yang | Y. Tong | L. Wei

35. EFFECT OF ACCLIMATION TO LOW TEMPERATURE ON NUTRITIONAL QUALITY OF SPINACH

A. Ito | H. Shimizu | R. Hiroki | H. Nakashima | J. Miyasaka | K. Ohdoi

36. OPTIMUM AIR CURRENT SPEED FOR RICE PLANT CANOPY IN A CLOSED PLANT-PRODUCTION SYSTEM

E. Goto | Y. Ishigami | K. Kimura | K. Arai | K. Kashima | H. Nakajima | S. Maruyama

37. ROLE OF MOVABLE BENCH SYSTEM FOR STRAWBERRIES IN RECONSTRUCTION PROJECT IN MIYAGI PREFECTURE

S. Hayashi | S. Yamamoto | S. Saito | Y. Ochiai | S. Tsubota | H. Inazumi

38. EFFECTS OF BLUE/RED RATIO AND LIGHT INTENSITY ON PHOTOMORPHOGENESIS AND PHOTOSYNTHESIS OF RED LEAF LETTUCE

S. Furuyama | Y. Ishigami | S. Hikosaka | E. Goto

39. A STUDY OF GROWTH CHARACTERISTICS IN SOYBEAN SPROUTS USING MICRO-BUBBLE TREATED WATER

J.K. Song | C.S. Kim | S.Y. Yu | G.I. Lee | W.S. Hong

40. LIGHT CONTROL SYSTEM (LCS) DEVELOPMENT AND ITS APPLICATION FOR PLANT PRODUCTION IN A PLANT FACTORY SYSTEM

J.C. Ahn | S.H. Park | J.W. Heo | K. Kim | H.K. Choi

41. EFFECT OF CEILING HEIGHT ON THE NATURAL VENTILATION OF AN ‘INFINITE’ SCREENHOUSE: MODEL PREDICTIONS

I. Seginer | M. Teitel

42. NEURO-FUZZY MODELING OF TRANSPIRATION RATES OF GREENHOUSE TOMATOES UNDER TEMPERATE WEATHER CONDITIONS OF CENTRAL MEXICO

I.L. López-Cruz | A. Ruíz-García | L. Hernández-Larragoiti

43. PERFORMANCE OF PENMAN-MONTEITH MODELS IN PREDICTING EVAPO-TRANSPIRATION IN A LARGE BANANA SCREENHOUSE

M. Pirkner | U. Dicken | R. Rosa | J. Tanny

44. MODELING UNCERTAINTY OF GREENHOUSE CROP LETTUCE GROWTH MODEL USING KALMAN FILTERING

A. Ruíz-García | I.L. López-Cruz | A. Ramírez-Arias | E. Rico-Garcia

45. PREDICTING EXTERNAL QUALITY TRAITS FROM ORGAN DRY WEIGHT IN CUT CHRYSANTHEMUM (CHRYSANTHEMUM MORIFOLIUM)

Ningyi Zhang | Lu Lin | Wenwen Li | Jingqing Shao | Yanbao Zhou | Gang Li | Weihong Luo

46. GREENHOUSE TOMATO QUALITY DETERMINANTS ON A NORTH AMERICAN MARKET: A YEAR ROUND STUDY

A. Clément | R. Bacon | M. Dorais

47. ESTIMATION OF TOMATO FRUIT COLOR CHANGE WITH DIFFERENT STORAGE TEMPERATURES AT DIFFERENT MATURITY STAGES

N. Takahashi | H. Maki | K. Takayama | H. Nishina

48. EFFECTS OF LIGHT INTENSITY AND NUTRIENT ADDITION ON GROWTH, PHOTOSYNTHETIC PIGMENTS AND NUTRITIONAL QUALITY OF PEA SEEDLINGS

W. Liu | Q. Yang | Z. Qiu | J. Zhao

49. IMPACT OF LIGHT INTENSITY ON FLUCTUATIONS IN GROWTH AND NUTRIENT CONTENT OF LEAFY VEGETABLES UNDER ARTIFICIAL CONDITIONS

S. Hikosaka | M. Tanaka | E. Goto

50. CONTENT OF VITAMIN C AND PHYSIOLOGICAL PROPERTIES OF BITTER GOURD CULTIVARS IN PLASTIC GREENHOUSE

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

51. IRRIGATION MANAGEMENT OF ORNAMENTAL SHRUBS UNDER LIMITED WATER RESOURCES

C. Cirillo | R. Caputo | G. Raimondi | S. De Pascale

52. WATER REQUIREMENTS OF TROPICAL ORNAMENTAL CROPS

H.J. Kim | P. Singleton | J. Lichty | A. Kawabata

53. IMPROVING IRRIGATION EFFICIENCY OF PROTECTED AGROSYSTEMS USING BENCHMARKING TOOLS

E. Kitta | T. Bartzanas | A. Baille

54. CLOSED-LOOP SOILLESS CULTIVATION SYSTEM OF CURCUMA ALISMATIFOLIA UNDER MODERATE SALINE STRESS

G. Raimondi | E. Di Stasio | C. Cirillo | S. De Pascale

55. ANTHURIUM PRODUCTIVITY IS LIMITED BY WATER AND NUTRIENT AVAILABILITY IN VOLCANIC CINDER MEDIUM

P. Singleton | J. Lichty | H.J. Kim

56. A DEHUMIDIFICATION STRATEGY TO AVOID CONDENSATION ON PLANTS AND SPARE ENERGY IN GREENHOUSE

G. Chassériaux | E. Chantoiseau | C. Migeon | P.E. Bournet

57. SIMULATION OF ENERGY HARVESTING IN A SEMICLOSED GREENHOUSE

R. Salazar | L. Miranda | U. Schmidt | A. Rojano | I. Lopez

58. LONG TIME PLANT RESPONSE MEASUREMENTS FOR YIELD PREDICTION, WATER USE AND CLIMATE CONTROL OPTIMIZATION USING GAS EXCHANGE MEASUREMENTS IN SEMI CLOSED AND VENTILATED GREENHOUSES

U. Schmidt | I. Schuch | D. Dannehl | T. Rocksch | R. Salazar Moreno | A. Rojano Aguilar | I. Lopez

59. CONTROL OF TEMPERATURE, HUMIDITY, AND CO₂ CONCENTRATION IN SMALL-SIZED EXPERIMENTAL PLANT FACTORY

D.K. Ryu | S.W. Kang | V.D. Ngo | S.O. Chung | J.M. Choi | S.U. Park | S.J. Kim

60. CLIMATE CHARACTERIZATION AND MODELLING OF PINEAPPLE GREENHOUSES IN THE AZORES ARCHIPELAGO

F.J. Baptista | J.F. Meneses

61. AN OVERVIEW OF NATURAL VENTILATION, AIRFLOW, EVAPORATIVE COOLING AND HEAT PUMP HEATING IN GREENHOUSES UNDER MILD CLIMATIC CONDITIONS

M. Ishii | L. Okushima | H. Moriyama | S. Sase

62. A DECISION SUPPORT SYSTEM FOR TOMATO GROWERS BASED ON PLANT RESPONSES AND ENERGY CONSUMPTION

J. Hanssens | T. De Swaef | K. Steppe | D. Pinxteren | H. Marien | L. Wittemans | J. Desmedt

63. THE USE OF DAYLIGHT PLANT CUVETTES TO MEASURE CLIMATE PARAMETERS INDEPENDENTLY

G. Akyazi | H.-J. Tantau

64. THE EFFECT OF SCREENHOUSE HEIGHT ON AIR TEMPERATURE

M. Teitel | M. Garcia-Teruel | H. Alon | S. Gantz | J. Tanny | I. Esquira | M. Sofer | A. Levi | A. Schwartz | A. Antler

65. ROBUST MULTI-OBJECTIVE EVOLUTIONARY OPTIMIZATION TO ALLOW GREENHOUSE PRODUCTION/ENERGY USE TRADEOFFS

Chenwen Zhu | P. Unachak | J.R. Llera | D.B. Knoester | E.S. Runkle | Lihong Xu | E.D. Goodman

66. SOLAR ABSORPTION COOLING SYSTEM FOR GREENHOUSE CLIMATE CONTROL: TECHNICAL EVALUATION

G. Vox | I. Blanco | G. Scarascia Mugnozza | E. Schettini | C. Bibbiani | C. Viola | C.A. Campiotti

67. USING A WIRELESS SENSOR NETWORK TO DETERMINE CLIMATE HETEROGENEITY OF A GREENHOUSE ENVIRONMENT

J. Balendonck | A.A. Sapounas | F. Kempkes | E.A. van Os | R. van der Schoor | B.A.J. van Tuijl | L.C.P. Keizer

68. TRANSPIRATION AND CANOPY CONDUCTANCE OF A PEPPER CROP UNDER SCREENS WITH DIFFERENT POROSITY AND SHADING INTENSITY

N. Katsoulas | N. Rigakis | E. Kitta | A. Baille

69. COMBINED ROOF AND SIDE VENTILATION WITH MISTING AND AIR BLOWING FOR COOLING TROPICAL GREENHOUSES

W.A.P. Weerakkody | J.M.U. Jayasinghe | G. Prathpasinghe

70. USING THERMODYNAMIC DEHUMIDIFICATION IN SOILLESS TOMATO CROP IN GREENHOUSE: APPLICATION IN THE WEST OF FRANCE

B. Albert | S. Le Quillec | E. Brajeul | D. Lesourd | D. Loda

71. A MODEL-BASED DECISION SUPPORT TOOL FOR GREY MOULD PREDICTION

O. Körner | N. Holst | P. de Visser

72. EFFECT OF SHADING USING WATER CURTAIN WITH LIGHT IMPERMEABLE GRANULE ON MICROCLIMATE, AND PHOTOSYNTHETIC RATE, GROWTH, AND YIELD OF SWEET PEPPER GROWN UNDER RAINSHELTER IN SUMMER SEASON

K.D. Kim | Y.S. Kwon | D.L. Yoo | J.N. Lee | J.T. Seo | S.C. Hong

73. FEASIBILITY STUDY OF AN EFFECTIVE USE OF CARBON DIOXIDE HYDRATE IN GREENHOUSE PRODUCTION

Y. Iwasaki | D. Ahn | S. Matsuo | H. Umeda | K. Yasuba | A. Nakano | M. Takaichi

74. CLIMATE CONTROL FOR BOOSTING CO₂ UPTAKE IN CAM ACTIVE SHORT DAY PLANTS BY SHIFTING TO LONG DAY CONDITIONS AFTER FLOWER INITIATION

O. Körner | K.L. Nielsen

75. OPTIMIZATION OF LEAF PHOTOSYNTHESIS OF TOMATO THROUGH MICRO-CLIMATE CONTROL

J. Wang | Z. Zou | W.A.P. Weerakkody

76. PEPPER CROP PRODUCTION UNDER SHADING AND INSECT PROOF SCREENHOUSES

N. Rigakis | N. Katsoulas | P. Belitsiotis | C. Kittas | T. Bartzanas

77. ROBUSTNESS OF DYNAMICAL TEMPERATURE AND HUMIDITY MODELS IN CONTROLLED AGRICULTURE

A. Rojano | R. Salazar | J. Flores | I. López | F. Rojano | T. Espinosa | U. Schmidt | I. Schuhe | L. Trujillo

78. COMPARISON OF TWO COOLING AND DEHUMIDIFYING METHODS FOR A SEMI-CLOSED ORGANIC TOMATO GREENHOUSE

M. Vallières | D. de Halleux | M. Dorais | S. Bouzid

79. TEMPERATURE GRADIENTS IN FAN-VENTILATED GREENHOUSES

M. Teitel | Y. Zhao

80. DEVELOPMENT OF A NONDESTRUCTIVE MEASUREMENT SYSTEM TO OBTAIN EXUBERANCE INDEX OF FOLIAGE DURING GREENHOUSE CROP GROWTH BY LOW-COST NEAR-INFRARED LIGHT SENSORS

T. Hoshi | K. Suzuki | J. Imahara | K. Yasuba | T. Nanseki

81. AUTOMATED MACHINE VISION GUIDED PLANT MONITORING SYSTEM FOR GREENHOUSE CROP DIAGNOSTICS

D. Story | M. Kacira

82. WIRELESS SENSORS NETWORKS FOR OPTIMIZATION OF IRRIGATION, PRODUCTION, AND PROFIT IN ORNAMENTAL PRODUCTION

Jongyun Kim | J.D. Lea-Cox | M. Chappell | M.W. van Iersel

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

S. Yamamoto | S. Hayashi | S. Saitoh | Y. Ochiai | S. Tsubota | Y. Takeshima | K. Imou | K. Saga

84. REAL-TIME CONTROL OF HYDROPONIC MACRONUTRIENTS FOR CLOSED GROWING SYSTEM

Dae Hyun Jung | Hak-Jin Kim | Won Kyung Kim | Gyeong Lee Choi | Chang Ik Kang

85. MONITORING AND MODELING GREEN ROOF PERFORMANCE USING SENSOR NETWORKS

O. Starry | J. Lea-Cox | A. Ristvey | S. Cohan

86. DEVELOPMENT OF CHLOROPHYLL FLUORESCENCE IMAGING ROBOT FOR PRACTICAL USE IN COMMERCIAL GREENHOUSE

K. Takayama | R. Hirota | N. Takahashi | H. Nishina | S. Arima | K. Yamamoto | Y. Sakai | H. Okada

87. EFFECTS OF NITROGEN FERTILIZER ON NUTRITIONAL QUALITY AND ROOT SECRETION ACCUMULATION OF HYDROPONIC LETTUCE

Z.P. Qiu | Q.C. Yang | W.K. Liu

88. CONSUMERS’ PURCHASING PATTERNS AND PREFERENCES FOR SUBTROPICAL VEGETABLES IN KOREA

Sung-Yong Kim

89. EFFECTS OF LEDS ON PHOTOSYNTHESIS AND SECONDARY METABOLITES IN ROSES, CHRYSANTHEMUMS, AND CAMPANULAS

T. Ouzounis | X. Fretté | E. Rosenqvist | C.-O. Ottosen

90. SUSTAINABLE GERBERA PRODUCTION REALISED WITH THE NEXT GENERATION GREENHOUSE CULTIVATION

A. de Gelder | M.G. Warmenhoven | J.A. Dieleman

91. RE-IDENTIFICATION OF SUPERFICIAL AND SUB-EPIDERMAL LASER MARKINGS ON PLANTS AND FRUITS

C. Marx | M. Schultz | K. Schymik | A. Krüger | T. Ripken | T. Rath

92. SOLAR LIGHT DISTRIBUTION SYSTEM FOR MULTILAYER CULTIVATION IN A SMART GREENHOUSE

S.T. Jang | S.J. Chang | K.S. Park | E.M. Lee

93. DISTRIBUTIONS OF STEM DIAMETER AND STEM ELONGATION RATE IN A LARGE-SCALE TOMATO PRODUCTION GREENHOUSE – MEASUREMENT OF THOUSAND PLANTS

K. Takayama | C. Morimoto | N. Takahashi | H. Nishina

94. PERFORMANCE OF GRAFTED TOMATO IN CENTRAL LUZON, PHILIPPINES: A CASE STUDY ON THE INTRODUCTION OF A NEW TECHNOLOGY AMONG RESOURCE-LIMITED FARMERS

T.A. Boncato | J.R. Burleigh | L.L. Black | D.R. Ledesma | C.P. Aganon | L.G. Mateo

95. CHANGES IN WATERMELON QUALITY DUE TO THE PLANTING DENSITY AT BENCH BED SYSTEM IN A PLASTIC GREENHOUSE

Hyo Gil Choi | Joon Kook Kwon | Kyoung Sub Park | Sun Yi Lee | B. Khoshimkhujaev | Nam Jun Kang | Byoung Yong Moon

96. USING HEATING RELOCATION AND AIR DEHUMIDIFICATION/COOLING IN SOILLESS CUCUMBER CROP IN GREENHOUSE: APPLICATION IN THE WEST OF FRANCE

B. Albert | E. Brajeul | S. Le Quillec | D. Lesourd | D. Loda

97. EFFECT OF FRUIT QUALITY AND YIELD ON BED TEMPERATURE IN HIGH BED SYSTEM

Il Rae Rho | Ho Jeong Jeong | Heung Yong Jeon

98. WORK HOURS AND YIELD FOR LARGE-SCALE TOMATO PRODUCTION IN JAPAN

H. Kurosaki | H. Ohmori | H. Hamamoto | Y. Iwasaki

99. INFLUENCE OF LIGHT INTENSITY ON GROWTH AND CO₂ ASSIMILATION RATES OF THREE GENOTYPES OF CUCUMBER SEEDLINGS GROWN IN CHAMBERS

D. Ahn | T. Higashide | A. Nakano | Y. Kawasaki | Y. Iwasaki

100. EFFECT OF NURSERY ENVIRONMENTAL CONDITION AND DIFFERENT CULTIVARS ON SURVIVAL RATE OF GRAFTED TOMATO SEEDLING

Ngoc-Thang Vu | Zhi-Hao Xu | Young-Shik Kim | Ho-Min Kang | Il-Soep Kim

101. RED RASPBERRIES PRODUCTION UNDER HIGH TUNNEL, UMBRELLA-LIKE STRUCTURE AND OPEN FIELD UNDER NORTHERN CANADIAN CLIMATE

Q. Xu | A. Gosselin | Y. Desjardins | Y. Medina | L. Gauthier

102. PRODUCTION OF KOREAN GINSENG PLANTS (PANAX GINSENG C. A. MEYER) IN FULLY CLOSED PLANT FACTORIES

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

103. PHOTO MORPHOGENESIS AND GINSENOSIDE CONTENTS ACCORDING TO LED WAVELENGTH AND MODULES FOR THE CULTIVATION OF GINSENG (PANAX GINSENG C. A. MEYER) IN PLANT FACTORIES

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

104. THE EFFECT OF LED LIGHT SOURCE ON THE GROWTH AND YIELD OF GREENHOUSE GROWN TOMATO

Sun Yi Lee | Joon Kook Kwon | Kyoung Sub Park | Hyo Gil Choi

105. INTERACTION BETWEEN SILVER NANOPARTICLES AND PLANT GROWTH

N. Gruyer | M. Dorais | C. Bastien | N. Dassylva | G. Triffault-Bouchet

106. ESTIMATE OF THE LAI TO CALCULATE THE CO₂ CONSUMPTION OF LETTUCE LEAF

E.G. Choi | B.O. Jin | C.H. Kim | M.H. Kim | G.Y. Baek | B.E. Moon | S.Y. Lee | H.T. Kim

107. COMPARISON OF CHARACTERISTICS OF DIFFERENT OKRA (ABELMOSCHUS ESCULENTUS) CULTIVARS IN JEJU ISLAND

Daniel Son | Ki Cheol Seong | Chun Hwan Kim | Seong Cheol Kim | Chan Kyu Lim

108. BIOREGULATION POTENTIAL OF ARBUSCULAR MYCORRHIZAL FUNGI ON HEAT STRESS AND ANTHRACNOSE TOLERANCE IN CYCLAMEN

Y. Matsubara | C. Ishioka | M.A. Maya | J. Liu | Y. Takami

109. BOTRYTIS CINEREA SPECTRAL CHARACTERISTICS AND LIGHT SOURCE SENSITIVITY ANALYSIS IN THE GREENHOUSE

E.G. Choi | C.H. Kim | G.Y. Beak | M.H. Kim | H.T. Kim | D.E. Kim | Y.C. Yoon

110. LEDS SUPPLEMENTAL LIGHTING FOR VEGETABLE TRANSPLANT PRODUCTION: SPECTRAL EVALUATION AND COMPARISONS WITH HID TECHNOLOGY

R. Hernández | C. Kubota

111. THE LOWEST LIGHT INTENSITY OF COMPLEX LED MIXED RED AND FAR-RED LIGHT ON INHIBITION OF CHRYSANTHEMUM ‘IWA NO HAKUSEN’

Y. Liao | Y. Takai | A. Kato | K. Suzuki | D. Zhuang | R. Ogasawara | T. Shimazu | E. Kawamoto | H. Fukui

112. GROWTH AND PHYTOCHEMICALS IN LETTUCE AS AFFECTED BY DIFFERENT RATIOS OF BLUE TO RED LED RADIATION

Jae Su Lee | Tae Gyu Lim | Yong Hyeon Kim

113. EFFECTS OF LED LIGHT QUALITIES ON GROWTH AND PHOTOSYNTHETIC PIGMENTS OF ATRACTYLODES MACROCEPHALA

J.J. Zhao | Q.C. Yang | W.K. Liu

114. SUPPLEMENTAL LIGHTING FOR GREENHOUSE-GROWN TOMATOES: INTRACANOPY LED TOWERS VS. OVERHEAD HPS LAMPS

C. Gómez | C.A. Mitchell

115. IDENTIFYING THE OPTIMUM LIGHT CYCLE FOR LETTUCE GROWTH IN A PLANT FACTORY

R. Hiroki | H. Shimizu | A. Ito | H. Nakashima | J. Miyasaka | K. Ohdoi

116. LIGHT MANIPULATING IN GREENHOUSES FOR PLANT REQUIREMENTS

A.M. Almoshileh | M.A. Al-Dhuwaian

117. PULSING EFFECTS OF SUPPLEMENTAL LED LIGHTING ON CUCUMBER SEEDLINGS GROWTH AND MORPHOLOGY IN GREENHOUSE

R. Hernández | A. Dragotakes | C. Kubota

118. MATERIAL TECHNOLOGY OF DIFFUSE GREENHOUSE COVERING MATERIALS – INFLUENCE ON LIGHT TRANSMISSION, LIGHT SCATTERING AND LIGHT SPECTRUM

S. Hemming | V. Mohammadkhani | J. van Ruijven

119. COVERING PLASTIC FILMS FOR VINEYARD PROTECTED CULTIVATION

G. Vox | E. Schettini | G. Scarascia Mugnozza | L. Tarricone | L. de Palma

120. VARIATION OF THE MECHANICAL AND RADIOMETRIC PROPERTIES OF LDPE GREENHOUSE FILMS EXPOSED TO AGROCHEMICALS AND SOLAR RADIATION

L. Stefani | G. Vox | E. Schettini

121. EFFECTS OF SHADING BY NIR-EXCLUDING MATERIALS ON THE PHOTOSYNTHESIS AND TRANSPIRATION OF TOMATO PLANTS

Y. Ishigami | N. Kobayashi | E. Goto

122. AN OVERVIEW OF BIODEGRADABLE FILMS AND SPRAY COATINGS AS SUSTAINABLE ALTERNATIVE TO OIL-BASED MULCHING FILMS

G. Santagata | M. Malinconico | B. Immirzi | E. Schettini | G. Scarascia Mugnozza | G. Vox

123. OPTICAL CHARACTERISTICS OF THREE MULCHING MATERIALS FOR OPEN FIELD GARLIC PRODUCTION

J.K. Kwon | B. Khoshimkhujaev | J.M. Hwang

124. CHANGES IN SOIL MICROCLIMATES BY USING DIFFERENT MULCHES AND REMOVING TIME OF PE FILM IN GARLIC (ALLIUM SATIVUM) FIELD

K.S. Kwon | M.O.K. Azad | J.M. Hwang | J.K. Kwon

125. OPTICAL CHARACTERISTICS OF THREE WOVEN PLASTIC FILMS

B. Khoshimkhujaev | J.K. Kwon | K.S. Park | S.Y. Lee | H.G. Choi

126. EFFECT OF NET-COVERED WINDBREAK ON LEAKAGE RATE OF A GREENHOUSE

T. Kuroyanagi | S. Matsuda | H. Kawashima | Y. Nagasaki

127. DYNAMICS OF CLIMATIC CONDITIONS IN A GREENHOUSE: TWO LOCATIONS IN MEXICO

F. Rojano | J. Flores-Velázquez | F. Villarreal-Guerrero | A. Rojano

128. NEW DEVELOPMENT OF A STRAIGHTFORWARD METHOD OF ESTIMATING AGE-OF-AIR USING CFD

SeJun Park | In-bok Lee | Sewoon Hong

129. ASSESSING GREENHOUSE CLIMATE USING CFD: A FOCUS ON AIR HUMIDITY ISSUES

P.E. Bournet

130. OPTIMUM PHOTOBIOREACTOR DESIGN TO IMPROVE MICROALGAE PRODUCTIVITY USING CFD

Il-Hwan Seo | In-bok Lee | J.P. Bitog | Rack-Woo Kim

131. EXPERIMENTAL AND CFD RESULTS ON THE CO₂ DISTRIBUTION IN A SEMI CLOSED GREENHOUSE

J.C. Roy | J.B. Pouillard | T. Boulard | H. Fatnassi | A. Grisey

132. WIND PRESSURE COEFFICIENTS DETERMINATION FOR GREENHOUSE BUILT ON A RECLAIMED LAND

Taehwan Ha | In-bok Lee | Hyunseob Hwang | Jeongsu Ha

133. AIRFLOW AROUND AGRICULTURAL BUILDINGS: MEASUREMENTS IN A WIND TUNNEL AND DIRECT NUMERICAL SIMULATION

G.K. Ntinas | G. Zhang | V.P. Fragos

134. ANALYSIS OF THE TIME EVOLUTION OF THE INTERCEPTED RADIATION INSIDE A CROP USING CFD

B. Morille | P.E. Bournet | C. Migeon

135. CFD MODELING OF MICROCLIMATE IN THE LEAF BOUNDARY LAYER, ECOLOGICAL NICHE OF PESTS

H. Fatnassi | T. Boulard | C. Poncet | T. Bartzanas | N. Katsoulas | M. Kacira

136. GREENHOUSE AIR DYNAMICS IN FOLIAGE

F. Rojano | J. Flores-Velázquez | F. Villarreal-Guerrero | A. Rojano

137. CO-SIMULATION OF THE MICROCLIMATE INSIDE A GREENHOUSE BY COUPLING ENERGY AND CFD MODELS

L. Serir | P.E. Bournet

138. ASSESSING THE DAILY EVOLUTION OF THE CLIMATE INSIDE A GREENHOUSE UNDER SEMI-ARID CONDITIONS USING FIELD SURVEYS AND CFD MODELLING

K. Mesmoudi | P.E. Bournet

139. SOIL EROSION PREDICTION IN DRY FIELD USING COMPUTATIONAL FLUID DYNAMICS SIMULATION

H.-S. Hwang | S.-W. Hong | I.-B. Lee | K.-S. Kwon

140. SAWDUST AND COCO COIR AS GROWING MEDIA FOR GREENHOUSE CHERRY TOMATOES

A. Ramírez-Arias | J. Pineda-Pineda | M. Gutiérrez | W. Ojeda-Bustamante

141. USE OF A DECISION SUPPORT SYSTEM FOR MANAGEMENT OF THE DRAINAGE SOLUTION IN SEMI-CLOSED HYDROPONIC SYSTEMS UNDER DIFFERENT DRAINAGE FRACTIONS

N. Katsoulas | C. Kittas | T. Bartzanas | D. Savvas

142. INTRODUCING A POTENTIALLY ORGANIC HYDROPONICS SYSTEM IN PRODUCTION OF POT GERBERA FLOWERS

Z. Farajollahzadeh | E. Hadavi | A. Khandan-Mirkohi

143. PREDICTING TOMATO TRANSPLANT WATER NEED GROWN UNDER DIFFERENT ECS OF NUTRIENT SOLUTION

M. Delshad | N. Heydari

144. ALTERNATIVE GROWING MEDIA FOR GROWBAG TOMATO PRODUCTION IN KUWAIT

M. Albaho | B. Thomas | S. Isathali | P. George | D. Ghloum

145. APPLICATION OF VINEGAR RESIDUE SUBSTRATE IN NURSERY AND CULTIVATION OF TOMATO

Yu Zhang | Jin Sun | Shuhai Li | Sheng Shu | Shirong Guo

146. COMPARATIVE ANALYSIS OF FOUR COST EFFECTIVE LABORATORY METHODS FOR QUANTIFICATION OF MICROALGAE BIOMASS IN CONTROLLED ENVIRONMENT WASTEWATER AND NUTRIENT MEDIA

J. Lowrey | I. Yildiz

147. INVESTIGATION OF HETEROTROPHIC CULTIVATION POTENTIAL OF CHLORELLA VULGARIS AND TETRASELMIS CHUII IN CONTROLLED ENVIRONMENT WASTEWATER GROWTH MEDIA FROM DAIRY, POULTRY AND AQUACULTURE INDUSTRIES

J. Lowrey | I. Yildiz

148. EFFECT OF CONCENTRATION OF NUTRIENT SOLUTION ON THE GROWTH AND YIELD OF ROSES DURING THE JUVENILE PERIOD AND MORE THAN ONE YEAR AFTER TRANSPLANTING USING COIR SUBSTRATE IN HYDROPONICS

G.L. Choi | M.W. Cho | J.W. Cheong | H.C. Rhee | K.H. Yeo | N.J. Kang

149. EFFECTS OF NUTRIENT MANAGEMENT ON YELLOW SHOULDER FRUIT INCIDENCE AND CAROTENOID METABOLISM FOR TOMATO GROWN IN THE EXTREMELY LOW VOLUME SUBSTRATE

Yiting Zhang | Y. Kiriiwa | A. Nukaya

150. EFFECTS OF NATURAL VENTILATION RATE ON TEMPERATURE AND RELATIVE HUMIDITY IN A NATURALLY VENTILATED GREENHOUSE WITH HIGH PRESSURE FOGGING SYSTEM

M. Ishii | L. Okushima | H. Moriyama | S. Sase | T. Takakura | M. Kacira

151. EXPOSURE OF GREENHOUSE WORKERS TO PESTICIDES

C. Kittas | N. Katsoulas | T. Bartzanas | M. Kacira | T. Boulard

152. PLANT SIZE AT FLOWER INDUCTION AFFECTS FLOWERING OF PHALAENOPSIS ORCHIDS

R. Paradiso | S. De Pascale

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