Quantitative forecasting of olive yield in Northern Portugal using a bioclimatic model

被引:33
|
作者
Ribeiro, Helena [1 ,2 ,3 ]
Cunha, Mario [1 ]
Abreu, Ilda [2 ,3 ]
机构
[1] Univ Porto, Fac Ciencias, Seccao Autonoma Ciencias Agr, P-4100 Oporto, Portugal
[2] Univ Porto, Fac Ciencias, Dept Bot, P-4100 Oporto, Portugal
[3] Univ Porto, Ctr Geol, Grp Ambiente Soc & Educ, P-4100 Oporto, Portugal
关键词
olive; forecasting; regional pollen index; post-flowering; principal-components analysis; multiple regressions;
D O I
10.1007/s10453-008-9094-2
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this work the objective was to develop a bioclimatic model to forecast olive yield based on airborne pollen, soil water content, and favourable conditions for phytopathological attacks. Olive airborne pollen was sampled from 1998 to 2006 using Cour traps installed in the Tras-os-Montes e Alto Douro region, in the provinces of Valenca do Douro and Vila Nova de Foz-Coa. Meteorological data from a meteorological station located in Pinhao, near the pollen samplers, was used to calculate other independent variables. According to the bioclimatic model, at the flowering stage 63% of regional olive production can be predicted from the regional pollen index, with an average deviation between observed and predicted production of 10%. The variable soil water content enabled an increase in forecasting accuracy of about 30%, and a reduction in the average deviation between observed and predicted production of 6%. The final regression with all three variables tested showed that the bioclimatic model was able to predict the annual variability of regional olive fruit production with an accuracy of 97%, the average deviation between observed and predicted production being 3% for internal validation and 6% for external validation.
引用
收藏
页码:141 / 150
页数:10
相关论文
共 50 条
  • [31] Forecasting the rice yield in Rio Grande do Sul using the SimulArroz model
    da Silva, Michel Rocha
    Streck, Nereu Augusto
    Cera, Jossana Ceolin
    Duarte Junior, Ary Jose
    Ribas, Giovana Ghisleni
    Rossato, Ioran Guedes
    Meus, Lorenzo Dalcin
    Pereira, Vladison Fogliato
    Pilecco, Isabela Bulegon
    Benedetti, Romulo Pulcinelli
    Tonetto, Francisco
    Zanon, Alencar Junior
    PESQUISA AGROPECUARIA BRASILEIRA, 2022, 57
  • [32] Coffee yield forecasting using climate indices based agrometeorological model in Kerala
    Jayakumar, M.
    Rajavel, M.
    MAUSAM, 2017, 68 (02): : 309 - 316
  • [33] Forecasting model for yield of Indian mustard (Brassica juncea) using weather parameter
    Kumar, A
    Bhar, L
    INDIAN JOURNAL OF AGRICULTURAL SCIENCES, 2005, 75 (10): : 688 - 690
  • [34] NUMERICAL MODEL FOR QUANTITATIVE PRECIPITATION FORECASTING
    RADINOVIC, D
    PURE AND APPLIED GEOPHYSICS, 1972, 93 (01) : 159 - +
  • [35] Yield forecasting of wheat and mustard for western Uttar Pradesh using statistical model
    Gupta, Smita
    Singh, Ajit
    Kumar, Ashok
    Shahi, U. P.
    Sinha, Nishant K.
    Roy, Sumana
    JOURNAL OF AGROMETEOROLOGY, 2018, 20 (01): : 66 - 68
  • [36] Nonlinear Model for Precipitation Forecasting in Northern Iraq using Machine Learning Algorithms
    Al-Hashimi, Muzahem M.
    Hayawi, Heyam A. A.
    INTERNATIONAL JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE, 2024, 19 (01): : 171 - 179
  • [37] Forecasting olive crop yields based on long-term aerobiological data series and bioclimatic conditions for the southern Iberian Peninsula
    Aguilera, Fatima
    Ruiz-Valenzuela, Luis
    SPANISH JOURNAL OF AGRICULTURAL RESEARCH, 2014, 12 (01) : 215 - 224
  • [38] Study and Application of Grain Yield Forecasting Model
    Xu Xingmei
    Cao Liying
    Zhou Jing
    Su Fengyan
    PROCEEDINGS OF 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2015), 2015, : 652 - 656
  • [39] Predicting range expansion of the map butterfly in Northern Europe using bioclimatic models
    Mitikka, Varpu
    Heikkinen, Risto K.
    Luoto, Miska
    Araujo, Miguel B.
    Saarinen, Kimmo
    Poyry, Juha
    Fronzek, Stefan
    BIODIVERSITY AND CONSERVATION, 2008, 17 (03) : 623 - 641
  • [40] Predicting range expansion of the map butterfly in Northern Europe using bioclimatic models
    Varpu Mitikka
    Risto K. Heikkinen
    Miska Luoto
    Miguel B. Araújo
    Kimmo Saarinen
    Juha Pöyry
    Stefan Fronzek
    Biodiversity and Conservation, 2008, 17 : 623 - 641