Relationships between grain protein, Zn, Cu, Fe and Mn contents in wheat and soil and topographic attributes

被引:17
|
作者
Ayoubi, Shamsollah [1 ]
Mehnatkesh, Abdolmohammad [1 ]
Jalalian, Ahmad [1 ]
Sahrawat, Kanwar L. [2 ]
Gheysari, Mahdi [3 ]
机构
[1] Isfahan Univ Technol, Coll Agr, Dept Soil Sci, Esfahan 8415683111, Iran
[2] Int Crops Res Inst Semi Arid Trop, Patancheru 502324, Andhra Pradesh, India
[3] Isfahan Univ Technol, Coll Agr, Dept Water Engn, Esfahan 8415683111, Iran
关键词
artificial neural network; grain micronutrients; protein; terrain parameters; SPATIAL VARIABILITY; NEURAL-NETWORKS; BARLEY; YIELD; ZINC; PREDICTION; CADMIUM; FIELD; REGRESSION; REGION;
D O I
10.1080/03650340.2013.825899
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
The knowledge on the relationships of protein and micronutrient concentration in wheat grain with edaphic characteristics could provide valuable information for site-specific fertilization of crops for producing grains denser in micronutrients such as iron (Fe) and zinc (Zn) in rain-fed agriculture. In this study, we used soil properties and topographic parameters in the artificial neural network (ANN) methodology as a power tool for improving models for predicting wheat grain micronutrient and protein contents in the hilly regions of western Iran. Soil and grain samples were collected from 1m(2) plots using the stratified random method, whereas the slope positions were considered as the basis of soil sampling, at 100 selected points. The mean grain Zn, Fe, Cu (copper) and Mn (manganese) concentrations were 37.02, 65.86, 14.79 and 44.93mg(-1) kg(-1), respectively, and mean grain protein was 13.76%. Application of the ANN models for predicting Zn, Fe, Cu, Mn and protein contents in grains improved prediction by 96.77%, 95.45%, 124.13%, 125% and 109.75%, respectively, over the multiple linear regression (MLR) models.The topographic parameters wetness index, plan curvature and shaded relief, selected soil properties total nitrogen (TN), soil organic matter, available phosphorus and DTPA-extractable micronutrients were identified as the most important parameters for explaining the variability in wheat grain quality at the study area.
引用
收藏
页码:625 / 638
页数:14
相关论文
共 50 条
  • [21] Determination of Fe, Cu and Zn Contents of Wheat and Corn Grains from Different Growing Site
    Demirkiran, Ali Riza
    JOURNAL OF ANIMAL AND VETERINARY ADVANCES, 2009, 8 (08): : 1563 - 1567
  • [22] Effect of foliar application of Cu, Zn, and Mn on yield and quality indicators of winter wheat grain
    Stepien, Arkadiusz
    Wojtkowiak, Katarzyna
    CHILEAN JOURNAL OF AGRICULTURAL RESEARCH, 2016, 76 (02): : 220 - 227
  • [23] SPECIFIC EFFECTS OF SALTS ON MOBILITY OF FE, MN, ZN AND CU IN SOIL AND THEIR UPTAKE BY CORN
    NABHAN, HM
    COTTENIE, A
    AGROCHIMICA, 1974, 18 (04): : 359 - 368
  • [24] Effect of sulphur fertilization on biofortification of wheat (Triticum aestivum) grains with Fe, Zn, Mn and Cu
    Shivay, Yashbir Singh
    Prasad, Rajendra
    Pooniya, Vijay
    Pal, Madan
    Bansal, Radhika
    INDIAN JOURNAL OF AGRICULTURAL SCIENCES, 2016, 86 (06): : 823 - 824
  • [25] Analysis of the contents of Zn, Cu, Fe, Mn, Co and Ni in thymopeptide and transfer factor biological injections
    Leng, HX
    Liu, WM
    Zhu, ZG
    Han, LQ
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2004, 24 (05) : 625 - 627
  • [26] Comparison of the Cu, Zn, Fe, Ca and Mg contents of the grains of wild, ancient and cultivated wheat species
    András F. Bálint
    Géza Kovács
    László Erdei
    József Sutka
    Cereal Research Communications, 2001, 29 : 375 - 382
  • [27] Comparison of the Cu, Zn, Fe, Ca and Mg contents of the grains of wild, ancient and cultivated wheat species
    Bálint, AF
    Kovács, G
    Erdei, L
    Sutka, J
    CEREAL RESEARCH COMMUNICATIONS, 2001, 29 (3-4) : 375 - 382
  • [29] THE HEAVY METAL CONTENTS (Cd, Pb, Cu, Zn, Fe AND Mn) AND ITS RELATIONSHIPS WITH THE SIZE OF THE RUDD (Scardinius erythrophthalmus) FROM LAKE CERKNICA, SLOVENIA
    Bajc, Zlatka
    Jencic, Vlasta
    Gacnik, Ksenija Sinigoj
    SLOVENIAN VETERINARY RESEARCH, 2016, 53 (02) : 69 - 75
  • [30] ZN, FE, CU AND MN CONTENT OF THE MILK OF COWS AS AFFECTED BY CRUDE PROTEIN SUPPLY
    KREUZER, M
    KIRCHGESSNER, M
    JOURNAL OF ANIMAL PHYSIOLOGY AND ANIMAL NUTRITION-ZEITSCHRIFT FUR TIERPHYSIOLOGIE TIERERNAHRUNG UND FUTTERMITTELKUNDE, 1990, 63 (04): : 204 - 209