Estimation of Mung Bean [Vigna radiata (L.) Wilczek] Pod Shell Rate Using Curve Fitting and Artificial Neural Network Techniques

被引:0
|
作者
Karaman, Ruziye [1 ]
Odabas, Mehmet Serhat [2 ]
Turkay, Cengiz [1 ]
机构
[1] Isparta Univ Appl Sci, Agr Fac, Dept Field Crops, Isparta, Turkiye
[2] Ondokuz Mayis Univ, Bafra Vocat Sch, Samsun TR-55270, Turkiye
关键词
Mung bean; curve fitting; artificial neural network; seed dimension; pod dimension; STRESS; LEAVES; SEEDS;
D O I
10.1590/1678-4324-2024230283
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Mung beans are a nutrient-dense dietary option since they are low in fat and high in fiber, protein, and vitamins. Estimating the amount of pod shells is important because it gives information about the amount of seeds contained in the pods and indirectly about the yield. The study aimed to predict the pod shell rate of mung bean genotypes and cultivars in pod and seed sizes by using curving fitting and artificial neural networks. The produced equation for predicting of shell weight rate of the genotypes and varieties was formulized as SWR = (-1.349e-13)-13 ) + (0.999 x TW) + (0.999 x SIW) + (1.416e-18-18 x TW2) 2 )- [1.908e-17-17 x (TW x SIW)] where SWR is shell weight rate, TW is total weight, and SIW is seed internal weight. On the other hand, this research discusses the use of an artificial neural network (ANN) model to predict the shell rate of legumes based on various input parameters such as pod length, pod width, pod thickness, seed length, seed width, and seed thickness. The R2 2 values obtained from the ANN analysis indicate that the model predicts shell rate with 87% accuracy.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] YIELD COMPONENTS IN MUNG BEAN [Vigna radiata (L.) Wilczek]
    Canci, Huseyin
    Toker, Cengiz
    TURKISH JOURNAL OF FIELD CROPS, 2014, 19 (02) : 258 - 261
  • [2] The Properties, Modification and Application of Mung Bean (Vigna radiata L. Wilczek) Starch
    Zhou, Shulan
    Ye, Fayin
    Zhao, Guohua
    Journal of Chinese Institute of Food Science and Technology, 2022, 22 (04) : 450 - 461
  • [3] Plant regeneration via somatic embryogenesis in mung bean [Vigna radiata (L.) Wilczek]
    Devi, P
    Radha, P
    Sitamahalakshmi, L
    Syamala, D
    Kumar, SM
    SCIENTIA HORTICULTURAE, 2004, 99 (01) : 1 - 8
  • [4] Polyamines protect mung bean [Vigna radiata (L.) Wilczek] plants against drought stress
    Omid Sadeghipour
    Biologia Futura, 2019, 70 : 71 - 78
  • [5] In vitro transverse thin cell layer culture in mung bean Vigna radiata (L.) Wilczek
    Anandan, R.
    Prakash, M.
    Sunilkumar, B.
    Deenathayalan, T.
    INDIAN JOURNAL OF EXPERIMENTAL BIOLOGY, 2019, 57 (05) : 324 - 329
  • [6] Effect of oxidation and esterification on functional properties of mung bean (Vigna radiata (L.) Wilczek) starch
    Maisa Bushra
    Xu Xiao Yun
    Si Yi Pan
    Arine Hydamaka
    Miao Wen hua
    Wang Lu Feng
    European Food Research and Technology, 2013, 236 : 119 - 128
  • [7] Effect of oxidation and esterification on functional properties of mung bean (Vigna radiata (L.) Wilczek) starch
    Bushra, Maisa
    Yun, Xu Xiao
    Pan, Si Yi
    Hydamaka, Arine
    Hua, Miao Wen
    Feng, Wang Lu
    EUROPEAN FOOD RESEARCH AND TECHNOLOGY, 2013, 236 (01) : 119 - 128
  • [8] Polyamines protect mung bean [Vigna radiata (L.) Wilczek] plants against drought stress
    Sadeghipour, Omid
    BIOLOGIA FUTURA, 2019, 70 (01) : 71 - 78
  • [9] Variation for hardseededness and related seed physical parameters in mung bean [Vigna radiata (L.) Wilczek]
    Paul, Debashis
    Chakrabarty, S. K.
    Dikshit, H. K.
    Singh, Y.
    INDIAN JOURNAL OF GENETICS AND PLANT BREEDING, 2018, 78 (03) : 333 - 341
  • [10] Genetic variability, heritability and genetic advance in Mung bean (Vigna radiata L. Wilczek) accessions
    Degefa, Itefa
    Petros, Yohannes
    Andargie, Mebeaselassie
    PLANT SCIENCE TODAY, 2014, 1 (02): : 94 - 98