Identification of Characteristic Parameters in Seed Yielding of Selected Varieties of Industrial Hemp (Cannabis sativa L.) Using Artificial Intelligence Methods

被引:3
|
作者
Sieracka, Dominika [1 ]
Zaborowicz, Maciej [2 ]
Frankowski, Jakub [1 ]
机构
[1] Inst Nat Fibers & Med Plants Natl Res Inst, Dept Bioecon, Wojska Polskiego 71B, PL-60630 Poznan, Poland
[2] Poznan Univ Life Sci, Dept Biosyst Engn, Wojska Polskiego 28, PL-60637 Poznan, Poland
来源
AGRICULTURE-BASEL | 2023年 / 13卷 / 05期
关键词
neural modeling; artificial neural networks; sensitivity analysis; hemp cultivation; seed material; PREDICTION; QUALITY;
D O I
10.3390/agriculture13051097
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Currently, there is a significant increase in interest in hemp cultivation and hemp products around the world. The hemp industry is a strongly developing branch of the economies of many countries. Short-term forecasting of the hemp seed and grain yield will provide growers and processors with information useful to plan the demand for employees, technical facilities (including appropriately sized drying houses and crop cleaning lines) and means of transport. This will help to optimize inputs and, as a result, increase the income from cultivation. One of the methods of yield prediction is the use of artificial intelligence (AI) methods. Neural modeling proved to be useful in predicting the yield of many plants, which is why work was undertaken to use it also to predict hemp yield. The research was carried out on selected, popular hemp varieties-Bialobrzeskie and Henola. Their aim was to identify characteristic factors: climatic, cultivation and agrotechnical, affecting the size and quality of the yield. The collected data allowed the generation of Artificial Neural Network (ANN) models. It has been shown that based on a set of characteristics obtained during the cultivation process, it is possible to create a predictive neural model. Modeling using one output variable, which is seed yield, can be used in short-time prediction of industrial crops, which are gaining more and more importance.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Seed growth and oil accumulation in two different varieties of industrial hemp (Cannabis sativa L.)
    Ferfuia, Claudio
    Fantin, Nicolo
    Piani, Barbara
    Zuliani, Fabio
    Baldini, Mario
    INDUSTRIAL CROPS AND PRODUCTS, 2024, 216
  • [2] Fibre and Seed Productivity of Industrial Hemp (Cannabis sativa L.) Varieties under Mediterranean Conditions
    Tsaliki, Eleni
    Kalivas, Apostolos
    Jankauskiene, Zofija
    Irakli, Maria
    Cook, Catherine
    Grigoriadis, Ioannis
    Panoras, Ioannis
    Vasilakoglou, Ioannis
    Dhima, Kitsios
    AGRONOMY-BASEL, 2021, 11 (01):
  • [3] Temperature Limits for Seed Germination in Industrial Hemp (Cannabis sativa L.)
    Geneve, Robert L.
    Janes, Evan W.
    Kester, Sharon T.
    Hildebrand, David F.
    Davis, Derrick
    CROPS, 2022, 2 (04): : 415 - 427
  • [4] Cannabinoid content in industrial hemp (Cannabis sativa L.) varieties grown in Slovenia
    Eva, Tavcar
    Taja, Glivar
    Erzen, Jan
    Samo, Kreft
    Marjeta, Zagozen
    Andreja, Cerenak
    Barbara, Ceh
    PLANTA MEDICA, 2021, 87 (15) : 1274 - 1274
  • [5] Cannabinoid content in industrial hemp (Cannabis sativa L.) varieties grown in Slovenia
    Glivar, Taja
    Erzen, Jan
    Kreft, Samo
    Zagozen, Marjeta
    Cerenak, Andreja
    Ceh, Barbara
    Benkovic, Eva Tavcar
    INDUSTRIAL CROPS AND PRODUCTS, 2020, 145 (145)
  • [6] Screening of Industrial Hemp (Cannabis sativa L.) Cultivars for Biomass Yielding Capacities in Lithuania
    Jankauskiene, Zofija
    Gruzdeviene, Elvyra
    JOURNAL OF NATURAL FIBERS, 2015, 12 (04) : 368 - 377
  • [7] Genotype x Environmental Effects on Yielding Ability and Seed Chemical Composition of Industrial Hemp (Cannabis sativa L.) Varieties Grown in North Dakota, USA
    Lan, Yang
    Zha, Fengchao
    Peckrul, Allen
    Hanson, Bryan
    Johnson, Burton
    Rao, Jiajia
    Chen, Bingcan
    JOURNAL OF THE AMERICAN OIL CHEMISTS SOCIETY, 2019, 96 (12) : 1417 - 1425
  • [8] Modeling and optimizing in vitro seed germination of industrial hemp (Cannabis sativa L.)
    Hesami, Mohsen
    Pepe, Marco
    Monthony, Adrian Scott
    Baiton, Austin
    Jones, Andrew Maxwell Phineas
    INDUSTRIAL CROPS AND PRODUCTS, 2021, 170
  • [9] Industrial Hemp (Cannabis sativa L.) Varieties and Seed Pre-Treatments Affect Seed Germination and Early Growth of Seedlings
    Islam, Mohammad Moinul
    Rengel, Zed
    Storer, Paul
    Siddique, Kadambot H. M.
    Solaiman, Zakaria M.
    AGRONOMY-BASEL, 2022, 12 (01):
  • [10] Characteristics of hemp (Cannabis sativa L.) seed oil
    Oomah, BD
    Busson, M
    Godfrey, DV
    Drover, JCG
    FOOD CHEMISTRY, 2002, 76 (01) : 33 - 43