Decentralized Control of Crop Growth Conditions in Vertical Farms Under Dynamic Energy Markets
The growing global population and the increasing scarcity of arable land highlight the urgent need for reliable and efficient food production systems. With their controlled environments, vertical farms (VFs) offer a promising solution for sustainable food security. Nevertheless, their high energy demands call for innovative approaches to optimize energy consumption while maintaining optimal growing conditions. This paper introduces a novel control-oriented model for VFs, capturing the interactions between crop growth conditions and energy consumption. To address the high energy demand of VFs, the model is integrated into a dynamic energy market characterized by time-varying energy prices and a demand response scheme, which includes a discrete reward to encourage flexible energy consumption. Then, centralized and decentralized receding horizon control approaches are proposed to minimize the energy cost of the VF while ensuring optimal crop growth. Experimental evaluations on real systems of varying scales demonstrate the effectiveness of the proposed approaches in reducing costs and ensuring sustainable agricultural practices.
Authors
- Valeriy Vyatkin
- Mariagrazia Dotoli (ORCID: https://orcid.org/0000-0003-1459-3452)
- Pranay Jhunjhunwala (ORCID: https://orcid.org/0000-0003-1359-4744)
- Polina Ovsiannikova (ORCID: https://orcid.org/0000-0003-3722-2603)
- Paolo Scarabaggio (ORCID: https://orcid.org/0000-0002-4009-3534)
- Raffaele Carli (ORCID: https://orcid.org/0000-0001-9184-6017)
- Kirill Zhukovskii
Institutions
- Polytechnic University of Bari (IT)
- Aalto University (FI)
Publication Details
- Journal
- IEEE Transactions on Automation Science and Engineering
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1109/tase.2025.3609694
- Citations
- 1
- Primary Topic
- Sustainability and Ecological Systems Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.80