Temporal Analysis of Adverse Weather Conditions Affecting Wheat Production in Finland

被引:0
|
作者
Kuzmanovski, Vladimir [1 ,3 ]
Sulkava, Mika [2 ]
Palosuo, Taru [2 ]
Hollmen, Jaakko [3 ]
机构
[1] Jozef Stefan Inst, Jamova Cesta 39, Ljubljana, Slovenia
[2] Nat Resources Inst Finland Luke, POB 2, Helsinki 00791, Finland
[3] Aalto Univ, Dept Comp Sci, POB 15400, Aalto 00076, Finland
来源
DISCOVERY SCIENCE (DS 2019) | 2019年 / 11828卷
关键词
Wheat production; Adverse weather event; Data analysis; Time series; EUROPEAN WHEAT; FARMERS; GROWTH;
D O I
10.1007/978-3-030-33778-0_15
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Growing conditions of agricultural crops are increasingly affected by global climate change. Not only the overall agro-climatic conditions are changing, but also climatic variability and the occurrence of extreme weather events are becoming more frequent. This will affect crop yields and impact food supply both locally and globally. Located in the north, with short growing seasons and long days, Finland is not an exception. Drought- and temperature-related adverse events have been identified as most harmful abiotic factors on the production. Farmers try to mitigate with a range of management options. However, they need to adapt them over time as the climate is changing. This study aims to identify the most adverse weather events that affect the spring wheat production in Finland and to ascertain if there have been changes on the most harmful abiotic weather-related factors during the last decades. Adverse weather conditions studied include frequency and length of periods with exceptional snow, drought, intensive rainfall and extreme heat. This was studied by modeling the wheat production using the adverse weather events as predictors with different lengths of training period (consecutive number of years) using LASSO regression. The results reveal clear shift from early season drought and periodical intensive rainfall to the adverse effects of frequent and long periods of extremely high temperatures during later development stages.
引用
收藏
页码:176 / 185
页数:10
相关论文
共 50 条
  • [1] Adverse weather conditions for UK wheat production under climate change
    Harkness, Caroline
    Semenov, Mikhail A.
    Areal, Francisco
    Senapati, Nimai
    Trnka, Miroslav
    Balek, Jan
    Bishop, Jacob
    AGRICULTURAL AND FOREST METEOROLOGY, 2020, 282
  • [2] Adverse weather conditions for European wheat production will become more frequent with climate change
    Trnka M.
    Rötter R.P.
    Ruiz-Ramos M.
    Kersebaum K.C.
    Olesen Jø.E.
    Žalud Z.
    Semenov M.A.
    Nature Climate Change, 2014, 4 (7) : 637 - 643
  • [3] Adverse weather conditions for European wheat production will become more frequent with climate change
    Trnka, Miroslav
    Roetter, Reimund P.
    Ruiz-Ramos, Margarita
    Kersebaum, Kurt Christian
    Olesen, Jorgen E.
    Zalud, Zdenek
    Semenov, Mikhail A.
    NATURE CLIMATE CHANGE, 2014, 4 (07) : 637 - 643
  • [4] A Comprehensive Analysis of Object Detectors in Adverse Weather Conditions
    Patel, Vatsa S.
    Agrawal, Kunal
    Nguyen, Tam V.
    2024 58TH ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS, CISS, 2024,
  • [5] THE EFFECT OF WEATHER ON YIELD AND DEVELOPMENT OF SPRING WHEAT IN FINLAND
    KONTTURI, M
    ANNALES AGRICULTURAE FENNIAE, 1979, 18 (04): : 263 - 274
  • [6] WEATHER CONDITIONS AND THEIR INFLUENCE ON PLANT PRODUCTION IN SOUTHERN FINLAND IN YEARS 1966-1976
    LALLUKKA, U
    MUKULA, J
    JOURNAL OF THE SCIENTIFIC AGRICULTURAL SOCIETY OF FINLAND, 1977, 49 (05): : 415 - 433
  • [7] Safe maneuvering in adverse weather conditions
    Krueger, S.
    Billerbeck, H.
    Luebcke, A.
    MARINE DESIGN XIII, VOLS 1 & 2, 2018, : 701 - 708
  • [8] Adverse weather conditions for ship manoeuvrability
    Bitner-Gregerse, Elzbieta M.
    Guedes Soares, Carlos
    Vantorre, Marc
    TRANSPORT RESEARCH ARENA TRA2016, 2016, 14 : 1631 - 1640
  • [9] The temporal distribution of road accidents in adverse weather
    Edwards, JB
    METEOROLOGICAL APPLICATIONS, 1999, 6 (01) : 59 - 68
  • [10] Roll motions analysis to improve ship responses in adverse weather conditions
    Andrei, Cristian
    Acomi, Nicoleta
    Ancuta, Cristian
    ADVANCED TOPICS IN OPTOELECTRONICS, MICROELECTRONICS, AND NANOTECHNOLOGIES IX, 2018, 10977