SIMPLE METHODOLOGY FOR LONG-TERM PREDICTION OF GRAIN QUALITY

被引:1
|
作者
Kirsta, Yuri B. [1 ]
Puzanov, Alexander, V [1 ]
Rozhdestvenskaya, Tamara A. [1 ]
机构
[1] Inst Water & Environm Problems SB RAS, 1 Molodezhnaya St, Barnaul 656038, Russia
基金
俄罗斯科学基金会;
关键词
Wheat grain; heavy metals; forecast; climate; Russia; CLIMATE;
D O I
10.18799/24131830/2022/9/3699
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
The main aim: to develop the universal integrated methodology and statistical-simulation model for long-term forecasting the content of toxic chemical elements in grain crop yields. Objects. The study was based on the system approach and carried out by the example of wheat cultivated in Altai Krai - one of the main grain-producing regions of Russia. Wheat crops were sampled in 10 municipal districts with different climatic conditions. A total of 19 chemical elements (Pb, Cd, Co, Cr, Cu, Hg, Ni, Zn, Al, As, Ba, Ca, Fe, K, Mg, Mn, Mo, Na, P) content was studied. It is shown that concentrations of Pb (lead), Cr (chrome), Cu (copper) and Na (sodium) in wheat grain depend on climatic characteristics of the cultivation area. Methods. Regression dependences of the element content on the long-term average values of monthly air temperature and precipitation were established. Based on a regional age-long climatic cycle, normalization and spatial generalization of air temperature and precipitation providing the uniform dynamics of their relative monthly values (in percent) throughout the study region, a forecast of their changes by 2030 was made. Results. A procedure for grain sampling, GIS technologies for processing meteorological and cartographic data, methods for predicting climate changes and establishment of quantitative relationships of chemical elements content in grain with climatic characteristics - all together make up the methodology that allows developing the predictive model for toxic substance present in wheat. The model was used for estimation of Pb, Cr, Cu and Na changes in wheat grain by 2030. The content of other elements in wheat weakly correlate with long-term changes in air temperature and precipitation; therefore, it can hardly change significantly. After 2030, concentrations of Pb, Co (cobalt) and Cr in wheat delivered to elevators from some municipal districts will exceed their maximum allowable levels for bread-grain.
引用
收藏
页码:198 / 208
页数:11
相关论文
共 50 条
  • [31] Development of a prediction model for long-term quality of life in critically ill patients
    Oeyen, Sandra
    Vermeulen, Karel
    Benoit, Dominique
    Annemans, Lieven
    Decruyenaere, Johan
    [J]. JOURNAL OF CRITICAL CARE, 2018, 43 : 133 - 138
  • [32] Air quality prediction and long-term trend analysis: a case study of Beijing
    B. Liu
    M. Wang
    Z. Hu
    C. Shi
    J. Li
    G. Qu
    [J]. International Journal of Environmental Science and Technology, 2023, 20 : 7911 - 7924
  • [33] Air quality prediction and long-term trend analysis: a case study of Beijing
    Liu, B.
    Wang, M.
    Hu, Z.
    Shi, C.
    Li, J.
    Qu, G.
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2023, 20 (07) : 7911 - 7924
  • [34] Long-term prediction of the effects of climate change on indoor climate and air quality
    Zhao, Jiangyue
    Uhde, Erik
    Salthammer, Tunga
    Antretter, Florian
    Shaw, David
    Carslaw, Nicola
    Schieweck, Alexandra
    [J]. ENVIRONMENTAL RESEARCH, 2024, 243
  • [35] PREDICTION OF LONG-TERM OUTCOME IN SCHIZOPHRENIA
    FAIBISH, GM
    POKORNY, AD
    [J]. DISEASES OF THE NERVOUS SYSTEM, 1972, 33 (05): : 304 - &
  • [36] Prediction of long-term prestress losses
    Youakim, Samer A.
    Ghali, Amin
    Hida, Susan E.
    Karbhari, Vistasp M.
    [J]. PCI JOURNAL, 2007, 52 (02): : 116 - 130
  • [37] RISK CALCULATION IN LONG-TERM PREDICTION
    MOBBS, SF
    [J]. RISK ANALYSIS IN NUCLEAR WASTE MANAGEMENT, 1989, : 161 - 174
  • [38] Long-term Vehicle Motion Prediction
    Hermes, Christoph
    Woehler, Christian
    Schenk, Konrad
    Kummert, Franz
    [J]. 2009 IEEE INTELLIGENT VEHICLES SYMPOSIUM, VOLS 1 AND 2, 2009, : 652 - 657
  • [39] The relevance of analogues for long-term prediction
    Crovisier, JL
    Advocat, T
    [J]. GEOCHIMICA ET COSMOCHIMICA ACTA, 2002, 66 (15A) : A157 - A157
  • [40] PROBLEMS OF LONG-TERM GEOGRAPHIC PREDICTION
    ZVONKOVA, TV
    SAUSHKIN, YG
    [J]. SOVIET GEOGRAPHY REVIEW AND TRANSLATION, 1968, 9 (09): : 755 - 765