IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i17p7105-d406615.html
   My bibliography  Save this article

Sustainable Method Using Filtering Techniques for a Fermentation Process State Estimation

Author

Listed:
  • Anca Sipos

    (Faculty of Food Industry and Environmental Protection, Lucian Blaga University of Sibiu, 550012 Sibiu, Romania)

Abstract

Winemaking is concerned about sustainable energy availability that implies new methods for process monitoring and control. The aim of this paper is to realize a comparative analysis of the possibilities offered using estimation techniques, balances, and filtering techniques such as the Kalman filter (KF) and the extended Kalman filter (EKF), to obtain indirect information about the alcoholic fermentation process during winemaking. Thus, an estimation solution of the process variables in the exponential growing phase is proposed, using an extended observer. In addition, two estimation solutions of this process with the EKF and an estimation of the decay phase of the fermentation process are presented. The difference between the two EKF variants consisted of taking into consideration the indicator of the integral of the error norm square for the second EKF, for which the performance criterion was the statistical average of this indicator. Results from the simulation of the estimation programs of the two EKF variants were more than satisfactory. This research provides a basis for using an EKF designed for advanced control of the alcoholic fermentation batch process as a knowledge-based system.

Suggested Citation

  • Anca Sipos, 2020. "Sustainable Method Using Filtering Techniques for a Fermentation Process State Estimation," Sustainability, MDPI, vol. 12(17), pages 1-14, August.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:17:p:7105-:d:406615
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/17/7105/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/12/17/7105/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ozgul Calicioglu & Alessandro Flammini & Stefania Bracco & Lorenzo Bellù & Ralph Sims, 2019. "The Future Challenges of Food and Agriculture: An Integrated Analysis of Trends and Solutions," Sustainability, MDPI, vol. 11(1), pages 1-21, January.
    2. Marcin Błażejowski & Jacek Kwiatkowski & Jakub Gazda, 2019. "Sources of Economic Growth: A Global Perspective," Sustainability, MDPI, vol. 11(1), pages 1-14, January.
    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. Zhang, Shemei & Ma, Jiliang & Zhang, Liu & Sun, Zhanli & Zhao, Zhijun & Khan, Nawab, 2022. "Does adoption of honeybee pollination promote the economic value of kiwifruit farmers? Evidence from China," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 19(14), pages 1-14.
    2. Magdalena Florek & Jakub Gazda, 2021. "Traditional Food Products—Between Place Marketing, Economic Importance and Sustainable Development," Sustainability, MDPI, vol. 13(3), pages 1-14, January.
    3. Mark F. J. Steel, 2020. "Model Averaging and Its Use in Economics," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 644-719, September.
    4. Leonidas Sotirios Kyrgiakos & Georgios Kleftodimos & George Vlontzos & Panos M. Pardalos, 2023. "A systematic literature review of data envelopment analysis implementation in agriculture under the prism of sustainability," Operational Research, Springer, vol. 23(1), pages 1-38, March.
    5. Mai Chiem Tuyen & Prapinwadee Sirisupluxana & Isriya Bunyasiri & Pham Xuan Hung, 2022. "Perceptions, Problems and Prospects of Contract Farming: Insights from Rice Production in Vietnam," Sustainability, MDPI, vol. 14(19), pages 1-22, September.
    6. Paola D'Antonio & Andi Mehmeti & Francesco Toscano & Costanza Fiorentino, 2023. "Operating performance of manual, semi-automatic, and automatic tractor guidance systems for precision farming," Research in Agricultural Engineering, Czech Academy of Agricultural Sciences, vol. 69(4), pages 179-188.
    7. Ajwal Dsouza & Gordon W. Price & Mike Dixon & Thomas Graham, 2021. "A Conceptual Framework for Incorporation of Composting in Closed-Loop Urban Controlled Environment Agriculture," Sustainability, MDPI, vol. 13(5), pages 1-27, February.
    8. Mai Chiem Tuyen & Prapinwadee Sirisupluxana & Isriya Bunyasiri & Pham Xuan Hung, 2022. "Stakeholders’ Preferences towards Contract Attributes: Evidence from Rice Production in Vietnam," Sustainability, MDPI, vol. 14(6), pages 1-21, March.
    9. Kiefer, Katharina & Kremer, Jasper & Zeitner, Philipp & Winkler, Bastian & Wagner, Moritz & von Cossel, Moritz, 2023. "Monetizing ecosystem services of perennial wild plant mixtures for bioenergy," Ecosystem Services, Elsevier, vol. 61(C).
    10. Minjie Li & Jian Wang & Yihui Chen, 2019. "Evaluation and Influencing Factors of Sustainable Development Capability of Agriculture in Countries along the Belt and Road Route," Sustainability, MDPI, vol. 11(7), pages 1-28, April.
    11. Jim Woodhill & Avinash Kishore & Jemimah Njuki & Kristal Jones & Saher Hasnain, 2022. "Food systems and rural wellbeing: challenges and opportunities," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 14(5), pages 1099-1121, October.
    12. Zhang, Zhihui & Ghazali, Samane & Miceikienė, Astrida & Zejak, Dejan & Choobchian, Shahla & Pietrzykowski, Marcin & Azadi, Hossein, 2023. "Socio-economic impacts of agricultural land conversion: A meta-analysis," Land Use Policy, Elsevier, vol. 132(C).
    13. Gilgen, Anina & Blaser, Silvio & Schneuwly, Jérôme & Liebisch, Frank & Merbold, Lutz, 2023. "The Swiss agri-environmental data network (SAEDN): Description and critical review of the dataset," Agricultural Systems, Elsevier, vol. 205(C).
    14. D'Andrea, Sara, 2022. "Are there any robust determinants of growth in Europe? A Bayesian Model Averaging approach," International Economics, Elsevier, vol. 171(C), pages 143-173.
    15. Giuseppe Timpanaro & Gaetano Chinnici & Roberta Selvaggi & Giulio Cascone & Vera Teresa Foti & Alessandro Scuderi, 2023. "Farmer?s adoption of agricultural insurance for Mediterranean crops as an innovative behavior," Economia agro-alimentare, FrancoAngeli Editore, vol. 25(2), pages 155-188.
    16. Rakeshkumar Mahto & Deepak Sharma & Reshma John & Chandrasekhar Putcha, 2021. "Agrivoltaics: A Climate-Smart Agriculture Approach for Indian Farmers," Land, MDPI, vol. 10(11), pages 1-28, November.
    17. Tippawong Rodjanatham & Tenzin Rabgyal, 2020. "Quality Assurance of International Fruit Supply Chains via Techno-Management," Agriculture, MDPI, vol. 10(4), pages 1-12, April.
    18. Jolanta Droždz & Vlada Vitunskienė & Lina Novickytė, 2021. "Profile of the Small-Scale Farms Willing to Cooperate—Evidence from Lithuania," Agriculture, MDPI, vol. 11(11), pages 1-21, October.
    19. Nawab Khan & Ram L. Ray & Hazem S. Kassem & Sajjad Hussain & Shemei Zhang & Muhammad Khayyam & Muhammad Ihtisham & Simplice A. Asongu, 2021. "Potential Role of Technology Innovation in Transformation of Sustainable Food Systems: A Review," Agriculture, MDPI, vol. 11(10), pages 1-20, October.
    20. Simonetta De Leo & Antonella Di Fonzo & Sabrina Giuca & Marco Gaito & Guido Bonati, 2023. "Economic Implications for Farmers in Adopting Climate Adaptation Measures in Italian Agriculture," Land, MDPI, vol. 12(4), pages 1-10, April.

    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:12:y:2020:i:17:p:7105-:d:406615. 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.