Other language title :
ﺗﺨﻤﯿﻦ ﺳﺮﯾﻊ ﻣﺴﺎﺣﺖ و ﻣﻘﺪار ﮐﻠﺮوﻓﯿﻞ ﺑﺮگ ﺳﯿﺐ (رﻗﻢ زرد و ﻗﺮﻣﺰ لبناني)
Title of article :
Quick Estimation of Apple (Red Delicious and Golden Delicious) Leaf Area and Chlorophyll Content
Author/Authors :
AHMADI MOGHADDAM, P Department of Biosystem Engineering - Agricultural Faculty - College of Agriculture - Urmia University
Abstract :
The evaluation of leaf area and leaf nutritional value is important for crop growth modeling and estimations of its performance. The purpose of this study was to use image processing techniques to develop an economical method to ease the assessment of nutrient status and leaf area (LA) of plants and to compare the outcomes of this method with linear models. Leaf area and leaf chlorophyll (LChl) estimation models were developed for apples (Red delicious and Golden delicious) using a leaf area meter and a chlorophyll meter (SPAD 502), respectively. Linear models were developed by measuring the length (L) and width (W) of the leaves. Two models (LA= 1.01 + 0.82LW and LA= 1.23 + 0.87LW) were found to provide the most accurate estimations (R 2 = 0.94, MSE = 4.6 and R 2 = 0.94, MSE = 4.7) of leaf area for Red Delicious and Golden Delicious apples, respectively. Results also showed that the image processing technique was able to estimate leaf area with good accuracy (R 2 = 0.98, MSE = 4.6). The calculation of leaf area in this technique is easier and more accurate than linear models. The best model for leaf chlorophyll estimation using the image processing technique was (LChl= - 0.55 red -0.45green +0.32 blue + 92) which was highly accurate (R 2 = 0.95, MSE = 7.4).
Farsi abstract :
اﻧﺪازهﮔﯿﺮي ارزش ﻏﺬاﯾﯽ و ﻣﺴﺎﺣﺖ ﺑﺮگ ﺑﺮاي ﺗﻮﺳﻌﻪ ﻣﺪلﻫﺎي رﺷﺪ و ﻫﻤﭽﻨﯿﻦ ﺗﺨﻤﯿﻦ ﻋﻤﻠﮑﺮد ﻣﺤﺼﻮل اﻫﻤﯿﺖ زﯾﺎدي دارد. ﻫﺪف از اﯾﻦ ﺗﺤﻘﯿﻖ ﺗﻮﺳﻌﻪ ﯾﮏ روش اﻗﺘﺼﺎدي و در ﻋﯿﻦ ﺣﺎل ﺳﺮﯾﻊ ﺑﺮاي اﻧﺪازهﮔﯿﺮي وﺿﻌﯿﺖ ﻏﺬاﯾﯽ و ﻣﺴﺎﺣﺖ ﺑﺮگ ﮔﯿﺎﻫﺎن ﺑﺎ اﺳﺘﻔﺎده از ﺗﮑﻨﯿﮏ ﭘﺮدازش ﺗﺼﻮﯾﺮ و ﻫﻤﭽﻨﯿﻦ ﻣﻘﺎﯾﺴﻪ آن ﺑﺎ ﻣﺪل ﻫﺎي ﺧﻄﯽ ﻣﯽﺑﺎﺷﺪ. ﻣﺪﻟﻬﺎي ﺗﺨﻤﯿﻦ ﻣﺴﺎﺣﺖ و ﻣﻘﺪار ﮐﻠﺮوﻓﯿﻞ ﺑﺮاي ﺑﺮگ ﺳﯿﺐ )رﻗﻢ ﻗﺮﻣﺰ و زرد ﻟﺒﻨﺎﻧﯽ( ﺻﻮرت ﮔﺮﻓﺖ. ﻣﺴﺎﺣﺖ واﻗﻌﯽ ﺑﺮگ ﺑﺎ دﺳﺘﮕﺎه ﻣﺴﺎﺣﺖ ﺳﻨﺞ اﻧﺪازهﮔﯿﺮي ﺷﺪ. ﻣﻘﺪار ﮐﻠﺮوﻓﯿﻞ ﺑﺮگ ﻧﯿﺰ ﺗﻮﺳﻂ دﺳﺘﮕﺎه ﮐﻠﺮوﻓﯿﻞ ﻣﺘﺮ )SPAD( اﻧﺪازهﮔﯿﺮي ﺷﺪ. دو ﻣﺪل ﺧﻄﯽ )LA = 1.01 + 0.82 LW and LA = 1.23 + 0.87 LW( ﺑﺎ دﻗﺖ 4.6=R 2 = 0.94, MSE(
)4.7 =and R 2 = 0.94, MSE ﺑﻪ ﺗﺮﺗﯿﺐ ﺑﺮاي ﺗﺨﻤﯿﻦ ﻣﺴﺎﺣﺖ ﺑﺮگ در ارﻗﺎم ﺳﯿﺐ درﺧﺘﯽ ﻗﺮﻣﺰ و زرد ﻟﺒﻨﺎﻧﯽ ﺑﺪﺳﺖ آﻣﺪ. ﻫﻤﭽﻨﯿﻦ ﻧﺘﺎﯾﺞ ﻧﺸﺎن داد ﮐﻪ ﺗﮑﻨﯿﮏ ﭘﺮدازش ﺗﺼﻮﯾﺮ ﻗﺎدر ﺑﻪ ﺗﺨﻤﯿﻦ ﻣﺴﺎﺣﺖ ﺑﺮگ ﺑﺎ دﻗﺖ ﺑﺎﻻﺗﺮي ﻧﺴﺒﺖ ﺑﻪ ﻣﺪلﻫﺎي ﺧﻄﯿﻤﯽﺑﺎﺷﺪ )4.6 =R 2 = 0.98, MSE ( .ﻋﻼوه ﺑﺮ اﯾﻦ ﻣﺤﺎﺳﺒﻪ ﻣﺴﺎﺣﺖ ﺑﺮگ در اﯾﻦ روش، آﺳﺎﻧﺘﺮ و ﺳﺮﯾﻌﺘﺮ از ﻣﺪلﻫﺎي ﺧﻄﯽ ﻣﯽﺑﺎﺷﺪ. ﺑﻬﺘﺮﯾﻦ ﻣﺪل ﺑﺮاي ﺗﺨﻤﯿﻦ ﮐﻠﺮوﻓﯿﻞ ﺑﺮگ ﺑﺎ ﺗﮑﯿﻨﮏ ﭘﺮدازش ﺗﺼﻮﯾﺮ، ﻣﺪل .(R2=0.95, MSE= بوده كه داراي دقت مناسب ميباشد ( 7.4 LC= -0.55 red- 0.45 green+0.32 blue + 92
Keywords :
Apple , Image processing , Leaf area , Leaf chlorophyll , Linear measurement
Journal title :
Astroparticle Physics