IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i21p15606-d1273893.html
   My bibliography  Save this article

Provenance Identification of Leaves and Nuts of Bertholletia excelsa Bonpl by Near-Infrared Spectroscopy and Color Parameters for Sustainable Extraction

Author

Listed:
  • Silvana Nisgoski

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Joielan Xipaia dos Santos

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Helena Cristina Vieira

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Tawani Lorena Naide

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Rafaela Stange

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Washington Duarte Silva da Silva

    (Department of Forest and Technology Engineering, Federal University of Paraná, Curitiba 80210-170, Paraná, Brazil)

  • Deivison Venicio Souza

    (Forest Engineering, Federal University of Pará, Altamira 68440-000, Pará, Brazil)

  • Natally Celestino Gama

    (Forest Engineering, Federal University of Pará, Altamira 68440-000, Pará, Brazil)

  • Márcia Orie de Souza Hamada

    (Forest Engineering, Federal University of Pará, Altamira 68440-000, Pará, Brazil)

Abstract

The Brazil nut tree is considered symbolic of the Brazilian Amazon in function of its great importance, being one of the most significant extractivist products and a subsistence practice of the Indigenous people in many municipalities in Pará state. One of the main problems in different communities is related to the marketing process since it is not possible to distinguish the origin of the nuts and this causes inconvenience. The study evaluated the potential of VIS/NIR spectroscopy to identify the origin of leaves and nuts from Brazil nut trees growing in two indigenous villages, in the Xipaya Indigenous Lands, Pará state. Analysis was performed based on CIEL*a*b* parameters and using VIS (360–740 nm) and near-infrared spectra (1000–2500 nm). The samples were differentiated according to means tests, principal component analysis (PCA), and classification analysis based on k-NN. Color parameters and spectra were similar in both communities. Classification models based on k-NN produced adequate results for the distinction of villages in all evaluated situations, with accuracy of 98.54% for leaves, 89% and 90.91% for nuts with and without shell, respectively. Near infrared can be applied in forests as a technique for previous provenance identification and contribute to the subsistence and sustainable practice of extraction.

Suggested Citation

  • Silvana Nisgoski & Joielan Xipaia dos Santos & Helena Cristina Vieira & Tawani Lorena Naide & Rafaela Stange & Washington Duarte Silva da Silva & Deivison Venicio Souza & Natally Celestino Gama & Márc, 2023. "Provenance Identification of Leaves and Nuts of Bertholletia excelsa Bonpl by Near-Infrared Spectroscopy and Color Parameters for Sustainable Extraction," Sustainability, MDPI, vol. 15(21), pages 1-15, November.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:21:p:15606-:d:1273893
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/21/15606/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/21/15606/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lê, Sébastien & Josse, Julie & Husson, François, 2008. "FactoMineR: An R Package for Multivariate Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i01).
    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. Karin Kauer & Sandra Pärnpuu & Liina Talgre & Viacheslav Eremeev & Anne Luik, 2021. "Soil Particulate and Mineral-Associated Organic Matter Increases in Organic Farming under Cover Cropping and Manure Addition," Agriculture, MDPI, vol. 11(9), pages 1-23, September.
    2. Surun, Clément & Drechsler, Martin, 2018. "Effectiveness of Tradable Permits for the Conservation of Metacommunities With Two Competing Species," Ecological Economics, Elsevier, vol. 147(C), pages 189-196.
    3. Jan Kluge & Sarah Lappöhn & Kerstin Plank, 2023. "Predictors of TFP growth in European countries," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 50(1), pages 109-140, February.
    4. Navarro-Miró, D. & Iocola, I. & Persiani, A. & Blanco-Moreno, J.M. & Kristensen, H. Lakkenborg & Hefner, M. & Tamm, K. & Bender, I. & Védie, H. & Willekens, K. & Diacono, M. & Montemurro, F. & Sans, F, 2019. "Energy flows in European organic vegetable systems: Effects of the introduction and management of agroecological service crops," Energy, Elsevier, vol. 188(C).
    5. Alexander Platzer & Thomas Nussbaumer & Thomas Karonitsch & Josef S Smolen & Daniel Aletaha, 2019. "Analysis of gene expression in rheumatoid arthritis and related conditions offers insights into sex-bias, gene biotypes and co-expression patterns," PLOS ONE, Public Library of Science, vol. 14(7), pages 1-23, July.
    6. Baccar, Mariem & Raynal, Hélène & Sekhar, Muddu & Bergez, Jacques-Eric & Willaume, Magali & Casel, Pierre & Giriraj, P. & Murthy, Sanjeeva & Ruiz, Laurent, 2023. "Dynamics of crop category choices reveal strategies and tactics used by smallholder farmers in India to cope with unreliable water availability," Agricultural Systems, Elsevier, vol. 211(C).
    7. Aditi Sahu & Kivanc Kose & Lukas Kraehenbuehl & Candice Byers & Aliya Holland & Teguru Tembo & Anthony Santella & Anabel Alfonso & Madison Li & Miguel Cordova & Melissa Gill & Christi Fox & Salvador G, 2022. "In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    8. Joy R. Petway & Yu-Pin Lin & Rainer F. Wunderlich, 2019. "Analyzing Opinions on Sustainable Agriculture: Toward Increasing Farmer Knowledge of Organic Practices in Taiwan-Yuanli Township," Sustainability, MDPI, vol. 11(14), pages 1-27, July.
    9. Pabitra Joshi & Guriqbal Singh Dhillon & Yaotian Gao & Amandeep Kaur & Justin Wheeler & Jianli Chen, 2024. "An Optimal Model to Improve Genomic Prediction for Protein Content and Test Weight in a Diverse Spring Wheat Panel," Agriculture, MDPI, vol. 14(3), pages 1-16, February.
    10. Nichiforel, Liviu & Keary, Kevin & Deuffic, Philippe & Weiss, Gerhard & Thorsen, Bo Jellesmark & Winkel, Georg & Avdibegović, Mersudin & Dobšinská, Zuzana & Feliciano, Diana & Gatto, Paola & Gorriz Mi, 2018. "How private are Europe’s private forests? A comparative property rights analysis," Land Use Policy, Elsevier, vol. 76(C), pages 535-552.
    11. Roopam Shukla & Ankit Agarwal & Kamna Sachdeva & Juergen Kurths & P. K. Joshi, 2019. "Climate change perception: an analysis of climate change and risk perceptions among farmer types of Indian Western Himalayas," Climatic Change, Springer, vol. 152(1), pages 103-119, January.
    12. Cholez, Celia & Pauly, Olivier & Mahdad, Maral & Mehrabi, Sepide & Giagnocavo, Cynthia & Bijman, Jos, 2023. "Heterogeneity of inter-organizational collaborations in agrifood chain sustainability-oriented innovations," Agricultural Systems, Elsevier, vol. 212(C).
    13. Munten, Pauline & Swaen, Valérie & Vanhamme, Joëlle, 2024. "Exploring rebound effects in Access-Based services (ABS)," Journal of Business Research, Elsevier, vol. 182(C).
    14. Loc, Ho Huu & Park, Edward & Thu, Tran Ngoc & Diep, Nguyen Thi Hong & Can, Nguyen Trong, 2021. "An enhanced analytical framework of participatory GIS for ecosystem services assessment applied to a Ramsar wetland site in the Vietnam Mekong Delta," Ecosystem Services, Elsevier, vol. 48(C).
    15. Florence Jacquet & A Aboul-Naga & Bernard Hubert, 2020. "The contribution of ARIMNet to address livestock systems resilience in the Mediterranean region," Post-Print hal-03625860, HAL.
    16. Juan García-Quezada & Ricardo Musule-Lagunes & José Angel Prieto-Ruíz & Daniel José Vega-Nieva & Artemio Carrillo-Parra, 2022. "Evaluation of Four Types of Kilns Used to Produce Charcoal from Several Tree Species in Mexico," Energies, MDPI, vol. 16(1), pages 1-22, December.
    17. Marika Vitali & Paolo Bosi & Elena Santacroce & Paolo Trevisi, 2021. "The multivariate approach identifies relationships between pre-slaughter factors, body lesions, ham defects and carcass traits in pigs," PLOS ONE, Public Library of Science, vol. 16(5), pages 1-14, May.
    18. Ariane F. Busso-Lopes & Leandro X. Neves & Guilherme A. Câmara & Daniela C. Granato & Marco Antônio M. Pretti & Henry Heberle & Fábio M. S. Patroni & Jamile Sá & Sami Yokoo & César Rivera & Romênia R., 2022. "Connecting multiple microenvironment proteomes uncovers the biology in head and neck cancer," Nature Communications, Nature, vol. 13(1), pages 1-24, December.
    19. Mailu, Stephen & Will, Margret & Mwanza, Rosemary & Nkanata, Kinyua & Mbugua, David, 2014. "Milk supply contracts and default incidence in Kenya," MPRA Paper 57381, University Library of Munich, Germany, revised 10 Apr 2014.
    20. Igor Barahona & Daría Micaela Hernández & Héctor Hugo Pérez-Villarreal & María Pilar Martínez-Ruíz, 2018. "Identifying research topics in marketing science along the past decade: a content analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(1), pages 293-312, October.

    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:gam:jsusta:v:15:y:2023:i:21:p:15606-:d:1273893. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.