IDEAS home Printed from https://ideas.repec.org/a/adp/artoaj/v25y2020i2p64-68.html
   My bibliography  Save this article

FT NIR assisted Machine and Deep learning for determination of Acteoside, Aucubin and Catalpol contents of Plantago lanceolata

Author

Listed:
  • Cedric Camps
  • Xavier Simonnet

    (Agroscope, Institute for Plant Production Sciences IPS, Switzerland)

  • Valérie Bardot
  • Michel Dubourdeaux

    (Pileje Industrie, Naturopôle Nutrition Santé, Les Tiolans, F-03800 Saint-Bonnet-de-Rochefort, France)

Abstract

Aucubin, acteoside and catalpol are important compounds present in this plant but their determination is time consuming, costly and necessitate the use of chemicals. In the present study we developed a method based on FT-NIR spectroscopy to determine aucubin, acteoside and catalpol from dry powders of Plantago lanceolata. FT-NIR spectra were processed in PLS and deep learning methods and the accuracies of models were calculated and compared. Aucubin, acteoside and catalpol contents were predicted with a root mean square error of 0.56, 0.25 and 0.18%, respectively by using PLS method. Deep learning did not allow to improve the accuracies but allowed obtaining similar accuracies. FT-NIR based method showed interesting results and is promising to develop a fully usable method for selection programs of plantain with high level contents of bioactive compounds.

Suggested Citation

  • Cedric Camps & Xavier Simonnet & Valérie Bardot & Michel Dubourdeaux, 2020. "FT NIR assisted Machine and Deep learning for determination of Acteoside, Aucubin and Catalpol contents of Plantago lanceolata," Agricultural Research & Technology: Open Access Journal, Juniper Publishers Inc., vol. 25(2), pages 64-68, October.
    • Handle: RePEc:adp:artoaj:v:25:y:2020:i:2:p:64-68
    DOI: 10.19080/ARTOAJ.2020.25.556296
    as

    Download full text from publisher

    File URL: https://juniperpublishers.com/artoaj/pdf/ARTOAJ.MS.ID.556296.pdf
    Download Restriction: no
    File URL: https://juniperpublishers.com/artoaj/ARTOAJ.MS.ID.556296.php
    Download Restriction: no
    File URL: https://libkey.io/10.19080/ARTOAJ.2020.25.556296?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
    ---><---

    References listed on IDEAS

    as
    1. Editorial Article, 0. "Contents," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 3.
    2. Editorial Article, 0. "Contents," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 3.
    3. Editorial Article, 0. "Contents," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 2.
    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. Dennis Coates & Brad R. Humphreys, 2008. "Do Economists Reach a Conclusion on Subsidies for Sports Franchises, Stadiums, and Mega-Events?," Econ Journal Watch, Econ Journal Watch, vol. 5(3), pages 294-315, September.
    2. International Monetary Fund, 2009. "Italy: 2008 Article IV Consultation: Staff Report; Staff Supplement; Public Information Notice on the Executive Board Discussion; and Statement by the Executive Director for Italy," IMF Staff Country Reports 2009/045, International Monetary Fund.
    3. Blair Jenkins, 2009. "Rent Control: Do Economists Agree?," Econ Journal Watch, Econ Journal Watch, vol. 6(1), pages 73-112, January.
    4. Stephan Wittig, 2021. "Transatlantic Trade Dispute: Solution for Airbus-Boeing Under Biden?," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 56(1), pages 23-31, January.
    5. Ann Mari May, 2008. "On Gender Balance in the Economics Profession," Econ Journal Watch, Econ Journal Watch, vol. 5(2), pages 193-198, May.
    6. Peter Hennecke, 2021. "The ECB’s New Monetary Policy Strategy," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 56(5), pages 295-298, September.
    7. Toma Lankauskiene, 2021. "Labour Productivity Growth Determinants in the Manufacturing Sector in the Baltic States," ConScienS Conference Proceedings 025tl, Research Association for Interdisciplinary Studies.
    8. Daniel B. Klein, 2008. "Colleagues, Where Is the Market Failure? Economists on the FDA," Econ Journal Watch, Econ Journal Watch, vol. 5(3), pages 316-348, September.
    9. Prasad, Shiva H C & Kamath, Giridhar B & Barkur, Gopalkrishna & Naik, Rakesh, 2016. "Does supplier evaluation impact process improvement?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 9(3), pages 708-731.
    10. Mark D. Flood & Oliver R. Goodenough, 2015. "Contract as Automaton: The Computational Representation of Financial Agreements," Working Papers 15-04, Office of Financial Research, US Department of the Treasury.
    11. Lars P Feld & Volker Wieland, 2021. "The German Federal Constitutional Court Ruling and the European Central Bank’s Strategy," Journal of Financial Regulation, Oxford University Press, vol. 7(2), pages 217-253.
    12. Ashley Esarey, 2015. "Winning Hearts and Minds? Cadres as Microbloggers in China," Journal of Current Chinese Affairs - China aktuell, Institute of Asian Studies, GIGA German Institute of Global and Area Studies, Hamburg, vol. 44(2), pages 69-103.
    13. N��ez Ferrer, Jorge, 2021. "Avoiding the Main Risks in the Recovery Plans of Member States," CEPS Papers 32463, Centre for European Policy Studies.
    14. Jonathan Hassid & Wanning Sun, 2015. "Stability Maintenance and Chinese Media: Beyond Political Communication?," Journal of Current Chinese Affairs - China aktuell, Institute of Asian Studies, GIGA German Institute of Global and Area Studies, Hamburg, vol. 44(2), pages 3-15.
    15. Elizabeth N. Ebizie & Obiageli C. Njoku & Juliana N. Ejiofor, 2020. "Teachers’ Perceived Communication Instructional Skill for Improving Teaching in Primary School in Enugu State, Nigeria," Global Journal of Health Science, Canadian Center of Science and Education, vol. 12(5), pages 153-153, May.
    16. Michael Dauderstädt, 2022. "International Inequality and the COVID-19 Pandemic," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 57(1), pages 40-46, January.
    17. Diana Mariana Cocârţă & Mihaela Alexandra Stoian & Aykan Karademir, 2017. "Crude Oil Contaminated Sites: Evaluation by Using Risk Assessment Approach," Sustainability, MDPI, vol. 9(8), pages 1-16, August.
    18. Philipp M. Richter & Hanna Brauers, 2015. "Climate Negotiations: What Can Be Expected from the Climate Summit in Paris?," DIW Roundup: Politik im Fokus 86, DIW Berlin, German Institute for Economic Research.
    19. Catherine Mathieu & Henri Sterdyniak, 2022. "Towards New Fiscal Rules in the Euro Area?," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 57(1), pages 16-20, January.
    20. Kjerstin Tevik & Geir Selbæk & Knut Engedal & Arnfinn Seim & Steinar Krokstad & Anne-S Helvik, 2017. "Use of alcohol and drugs with addiction potential among older women and men in a population-based study. The Nord-Trøndelag Health Study 2006-2008 (HUNT3)," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-14, September.

    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:adp:artoaj:v:25:y:2020:i:2:p:64-68. 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: Robert Thomas (email available below). General contact details of provider: .

    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.