IDEAS home Printed from https://ideas.repec.org/a/eee/agisys/v224y2025ics0308521x24003871.html
   My bibliography  Save this article

Characterization of common bean production regions in Brazil using machine learning techniques

Author

Listed:
  • Justino, Ludmilla Ferreira
  • Heinemann, Alexandre Bryan
  • Matta, David Henriques da
  • Stone, Luís Fernando
  • Gonçalves, Paulo Augusto de Oliveira
  • da Silva, Silvando Carlos

Abstract

Understanding the interactions between genotype, environment, and management is crucial for guiding the development of new cultivars and defining strategies to maximize yield under specific environmental conditions.

Suggested Citation

  • Justino, Ludmilla Ferreira & Heinemann, Alexandre Bryan & Matta, David Henriques da & Stone, Luís Fernando & Gonçalves, Paulo Augusto de Oliveira & da Silva, Silvando Carlos, 2025. "Characterization of common bean production regions in Brazil using machine learning techniques," Agricultural Systems, Elsevier, vol. 224(C).
  • Handle: RePEc:eee:agisys:v:224:y:2025:i:c:s0308521x24003871
    DOI: 10.1016/j.agsy.2024.104237
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308521X24003871
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.agsy.2024.104237?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Justino, Ludmilla Ferreira & Alves Júnior, José & Battisti, Rafael & Heinemann, Alexandre Bryan & Leite, Caio Vinicius & Evangelista, Adão Wagner Pêgo & Casaroli, Derblai, 2019. "Assessment of economic returns by using a central pivot system to irrigate common beans during the rainfed season in Central Brazil," Agricultural Water Management, Elsevier, vol. 224(C), pages 1-1.
    2. Karimzadeh Soureshjani, Hedayatollah & Nezami, Ahmad & Kafi, Mohammad & Tadayon, Mahmoudreza, 2019. "Responses of two common bean (Phaseolus vulgaris L.) genotypes to deficit irrigation," Agricultural Water Management, Elsevier, vol. 213(C), pages 270-279.
    3. Thierry Michel Tene & Hatice Sari & Huseyin Canci & Amar Maaruf & Tuba Eker & Cengiz Toker, 2023. "Traits Related to Heat Stress in Phaseolus Species," Agriculture, MDPI, vol. 13(5), pages 1-20, April.
    4. Mathobo, Rudzani & Marais, Diana & Steyn, Joachim Martin, 2017. "The effect of drought stress on yield, leaf gaseous exchange and chlorophyll fluorescence of dry beans (Phaseolus vulgaris L.)," Agricultural Water Management, Elsevier, vol. 180(PA), pages 118-125.
    5. Antolin, Luís A.S. & Heinemann, Alexandre B. & Marin, Fábio R., 2021. "Impact assessment of common bean availability in Brazil under climate change scenarios," Agricultural Systems, Elsevier, vol. 191(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Galvão, Ícaro Monteiro & dos Santos, Osvaldir Feliciano & de Souza, Mara Lúcia Cruz & de Jesus Guimarães, João & Kühn, Irineu Eduardo & Broetto, Fernando, 2019. "Biostimulants action in common bean crop submitted to water deficit," Agricultural Water Management, Elsevier, vol. 225(C).
    2. Pirzad, Alireza & Mohammadzadeh, Sevil, 2018. "Water use efficiency of three mycorrhizal Lamiaceae species (Lavandula officinalis, Rosmarinus officinalis and Thymus vulgaris)," Agricultural Water Management, Elsevier, vol. 204(C), pages 1-10.
    3. Puangbut, Darunee & Jogloy, Sanun & Vorasoot, Nimitr, 2017. "Association of photosynthetic traits with water use efficiency and SPAD chlorophyll meter reading of Jerusalem artichoke under drought conditions," Agricultural Water Management, Elsevier, vol. 188(C), pages 29-35.
    4. Mukherjee, Subham & Nandi, Ramprosad & Kundu, Arnab & Bandyopadhyay, Prasanta Kumar & Nalia, Arpita & Ghatak, Priyanka & Nath, Rajib, 2022. "Soil water stress and physiological responses of chickpea (Cicer arietinum L.) subject to tillage and irrigation management in lower Gangetic plain," Agricultural Water Management, Elsevier, vol. 263(C).
    5. Battisti, Rafael & Ferreira, Marcelo Dias Paes & Tavares, Érica Basílio & Knapp, Fábio Miguel & Bender, Fabiani Denise & Casaroli, Derblai & Alves Júnior, José, 2020. "Rules for grown soybean-maize cropping system in Midwestern Brazil: Food production and economic profits," Agricultural Systems, Elsevier, vol. 182(C).
    6. Nandi, R. & Mukherjee, S. & Bandyopadhyay, P.K. & Saha, M. & Singh, K.C. & Ghatak, P. & Kundu, A. & Saha, S. & Nath, R. & Chakraborti, P., 2023. "Assessment and mitigation of soil water stress of rainfed lentil (Lens culinaries Medik) through sowing time, tillage and potassic fertilization disparities," Agricultural Water Management, Elsevier, vol. 277(C).
    7. Singh, Manpreet & Singh, Sukhbir & Deb, Sanjit & Ritchie, Glen, 2023. "Root distribution, soil water depletion, and water productivity of sweet corn under deficit irrigation and biochar application," Agricultural Water Management, Elsevier, vol. 279(C).
    8. Abhijit Rai & Vivek Sharma & Jim Heitholt, 2020. "Dry Bean [ Phaseolus vulgaris L.] Growth and Yield Response to Variable Irrigation in the Arid to Semi-Arid Climate," Sustainability, MDPI, vol. 12(9), pages 1-25, May.
    9. Klem, Karel & Záhora, Jaroslav & Zemek, František & Trunda, Petr & Tůma, Ivan & Novotná, Kateřina & Hodaňová, Petra & Rapantová, Barbora & Hanuš, Jan & Vavříková, Jana & Holub, Petr, 2018. "Interactive effects of water deficit and nitrogen nutrition on winter wheat. Remote sensing methods for their detection," Agricultural Water Management, Elsevier, vol. 210(C), pages 171-184.
    10. Munia Alomari-Mheidat & María José Martín-Palomo & Pedro Castro-Valdecantos & Noemi Medina-Zurita & Alfonso Moriana & Mireia Corell, 2022. "Effect of Water Stress on the Yield of Indeterminate-Growth Green Bean Cultivars ( Phaseolus vulgaris L.) during the Autumn Cycle in Southern Spain," Agriculture, MDPI, vol. 13(1), pages 1-14, December.
    11. Mathobo, Rudzani & Marais, Diana & Steyn, Joachim Martin, 2018. "Calibration and validation of the SWB model for dry beans (Phaseolus vulgaris L.) at different drought stress levels," Agricultural Water Management, Elsevier, vol. 202(C), pages 113-121.
    12. Marcelo de Almeida Silva & Hariane Luiz Santos & Lusiane de Sousa Ferreira & Dayane Mércia Ribeiro Silva & Jania Claudia Camilo dos Santos & Fernanda Pacheco de Almeida Prado Bortolheiro, 2023. "Physiological Changes and Yield Components of Safflower ( Carthamus tinctorius L.) Lines as a Function of Water Deficit and Recovery in the Flowering Phase," Agriculture, MDPI, vol. 13(3), pages 1-21, February.
    13. Sanches, Matilde & Sampaio, Ana Margarida & Araújo, Susana & van Eeuwijk, Fred & Van Breusegem, Frank & Vaz Patto, M. Carlota, 2024. "Grass pea (Lathyrus sativus) interesting panoply of mechanisms to cope with contrasting water stress conditions – a controlled study of sub populational differences in a worldwide collection of access," Agricultural Water Management, Elsevier, vol. 292(C).
    14. Salvatore La Bella & Giuseppe Virga & Nicolò Iacuzzi & Mario Licata & Leo Sabatino & Beppe Benedetto Consentino & Claudio Leto & Teresa Tuttolomondo, 2020. "Effects of Irrigation, Peat-Alternative Substrate and Plant Habitus on the Morphological and Production Characteristics of Sicilian Rosemary ( Rosmarinus officinalis L.) Biotypes Grown in Pot," Agriculture, MDPI, vol. 11(1), pages 1-15, December.
    15. Conrad Baker & Albert Thembinkosi Modi & Adornis D. Nciizah, 2021. "Weeding Frequency Effects on Growth and Yield of Dry Bean Intercropped with Sweet Sorghum and Cowpea under a Dryland Area," Sustainability, MDPI, vol. 13(21), pages 1-15, November.
    16. Yavuz, Duran & Seymen, Musa & Kal, Ünal & Atakul, Zeliha & Tanrıverdi, Ömer Burak & Türkmen, Önder & Yavuz, Nurcan, 2023. "Agronomic and physio-biochemical responses of lettuce to exogenous sodium nitroprusside (SNP) applied under different irrigation regimes," Agricultural Water Management, Elsevier, vol. 277(C).
    17. Zhao, Jiongchao & Wang, Chong & Shi, Xiaoyu & Bo, Xiaozhi & Li, Shuo & Shang, Mengfei & Chen, Fu & Chu, Qingquan, 2021. "Modeling climatically suitable areas for soybean and their shifts across China," Agricultural Systems, Elsevier, vol. 192(C).
    18. David Israel Contreras-Medina & Luis Miguel Contreras-Medina & Verónica Cerroblanco-Vázquez & María del Consuelo Gallardo-Aguilar & José Porfirio González-Farías & Sergio Ernesto Medina-Cuellar & Andr, 2025. "Reorienting Innovations for Sustainable Agriculture: A Study Based on Bean’s Traditional Knowledge Management," Agriculture, MDPI, vol. 15(5), pages 1-21, March.
    19. Figueiredo Moura da Silva, Evandro H. & Hoogenboom, Gerrit & Boote, Kenneth J. & Cuadra, Santiago Vianna & Porter, Cheryl H. & Scivittaro, Walkyria Bueno & Steinmetz, Silvio & Cerri, Carlos E. Pellegr, 2025. "Implications of water management on methane emissions and grain yield in paddy rice: A case study under subtropical conditions in Brazil using the CSM-CERES-Rice model," Agricultural Water Management, Elsevier, vol. 307(C).
    20. Yerli, Caner & Sahin, Ustun & Ors, Selda & Kiziloglu, Fatih Mehmet, 2023. "Improvement of water and crop productivity of silage maize by irrigation with different levels of recycled wastewater under conventional and zero tillage conditions," Agricultural Water Management, Elsevier, vol. 277(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:agisys:v:224:y:2025:i:c:s0308521x24003871. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/agsy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.