Development and evaluation of site-specific evapotranspiration models in Malawi through a comparative analysis of existing models

被引:0
|
作者
Chipula, Grivin [1 ]
Moyo, Vitumbiko
Reuben, Thomas Nyanda
Fiwa, Lameck
Nkhata, Mwabuke
Phiri, Horace
Fandika, Isaac
机构
[1] Lilongwe Univ Agr & Nat Resources, Ctr Excellence Transformat Agr Commercialisat & En, POB 219, Lilongwe, Malawi
关键词
Evapotranspiration; FAO penman monteith; Dry season; Irrigation; Modelling; SEMIARID REGION; EVAPORATION;
D O I
10.1016/j.pce.2024.103814
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Locally based information on reference evapotranspiration pertinent to efficient irrigation water management is scarce in developing countries. This compromises the accuracy in determining irrigation crop water requirements since most existing reference evapotranspiration models are empirically based and less accurate unless calibrated to local conditions. The FAO Penman-Monteith equation has been proven to estimate reference evapotranspiration for different environments worldwide. However, its intensive data input requirements impede utilization of the model in developing countries due to inadequate climate data collection and management capacities. Therefore, a need existed to develop site-specific models that are less data intensive. A study was conducted aimed at developing site-specific evapotranspiration models using comparative analysis of the Kharrufa, Linacre, Hargreaves Original and Hargreaves Modified empirical models during the wet and dry season. Performance of each model was compared with the FAO Penman-Monteith model, regarded as the standard model. The models whose Root Mean Square Error (RMSE), Mean Bias Error (MBE) and coefficient of determination (R2) were satisfactory were selected. The selected models were developed statistically through regression analysis. Performance of the Kharrufa model was satisfactory comparatively as observed from its RMSEs of 1.02 mm/day and MBE-0.34 to 0.8 for the dry season. However, the model less accurately estimated reference evapotranspiration during the wet season (RMSE 2.18 mm/day and MBE 1.03 to 2.13). The study recommends the use of the Kharrufa model in the study locations in dry seasons while utilization in wet season may require further studies to ascertain the model's useability and reliability.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Gaussian mixture models for site-specific wind turbine power curves
    Srbinovski, Bruno
    Temko, Andriy
    Leahy, Paul
    Pakrashi, Vikram
    Popovici, Emanuel
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART A-JOURNAL OF POWER AND ENERGY, 2021, 235 (03) : 494 - 505
  • [32] SITE-SPECIFIC QUALITATIVE VARIABLES IN RANDOM UTILITY TRAVEL COST MODELS
    LUPI, F
    CHEN, HZ
    TOMASI, T
    HOEHN, JP
    AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS, 1994, 76 (05) : 1249 - 1249
  • [33] Interpretable machine learning for selection of site-specific soil constitutive models and consolidation settlement analysis
    Tian, Hua-Ming
    Wang, Yu
    COMPUTERS AND GEOTECHNICS, 2024, 171
  • [34] Site-specific proportion cured models applied to cancer registry data
    Edlinger, Michael
    Ulmer, Hanno
    Cvancarova, Milada
    Oberaigner, Willi
    CANCER CAUSES & CONTROL, 2014, 25 (03) : 365 - 373
  • [35] Site-specific estimation of spatiotemporal crop evapotranspiration through field-level sensing data
    El-Naggar, Ahmed G.
    Hedley, Carolyn B.
    AGRONOMY JOURNAL, 2023, 115 (04) : 1911 - 1926
  • [36] Site-specific proportion cured models applied to cancer registry data
    Michael Edlinger
    Hanno Ulmer
    Milada Cvancarova
    Willi Oberaigner
    Cancer Causes & Control, 2014, 25 : 365 - 373
  • [37] Site-specific nitrogen fertilization GPS, electronics and nitrogen simulation models
    Engel, T
    LANDBAUFORSCHUNG VOLKENRODE, 1996, 46 (03): : 127 - 133
  • [38] Chironomid-based water depth reconstructions: an independent evaluation of site-specific and local inference models
    Stefan Engels
    Les C. Cwynar
    Andrew B. H. Rees
    Bryan N. Shuman
    Journal of Paleolimnology, 2012, 48 : 693 - 709
  • [39] Chironomid-based water depth reconstructions: an independent evaluation of site-specific and local inference models
    Engels, Stefan
    Cwynar, Les C.
    Rees, Andrew B. H.
    Shuman, Bryan N.
    JOURNAL OF PALEOLIMNOLOGY, 2012, 48 (04) : 693 - 709
  • [40] Quantification by qPCR of Pathobionts in Chronic Periodontitis: Development of Predictive Models of Disease Severity at Site-Specific Level
    Tomas, Inmaculada
    Regueira-Iglesias, Alba
    Lopez, Maria
    Arias-Bujanda, Nora
    Novoa, Lourdes
    Balsa-Castro, Carlos
    Tomas, Maria
    FRONTIERS IN MICROBIOLOGY, 2017, 8