DOAJ Open Access 2025

A Novel Invention for Controlled Plant Cutting Growth: Chamber Design Enabling Data Collection for AI Tasks

Jesús Gerardo Ávila-Sánchez Manuel de Jesús López-Martínez Valeria Maeda-Gutiérrez Francisco E. López-Monteagudo Celina L. Castañeda-Miranda +4 lainnya

Abstrak

The Cutting Development Chamber (CDC) design is presented as an innovative solution to crucial human challenges, such as food and plant medicinal production. Unlike conventional propagation chambers, the CDC is a much more comprehensive research tool, specifically designed to optimize plant reproduction from cuttings. It maintains precise control over humidity, temperature, and lighting, which are essential parameters for plant development, thus maximizing the success rate, even in difficult-to-propagate species. Its modular design is one of its main strengths, allowing users to adapt the chamber to their specific needs, whether for research studies or for larger-scale propagation. The most distinctive feature of this chamber is its ability to collect detailed, labeled data, such as images of plant growth and environmental parameters that can be used in artificial intelligence tasks, which differentiate it from chambers that are solely used for propagation. A study that validated and calibrated the chamber design using cuttings of various species demonstrated its effectiveness through descriptive statistics, confirming that CDC is a powerful tool for research and optimization of plant growth. In validation experiments (<i>Aloysia citrodora</i> and <i>Stevia rebaudiana</i>), the system generated 6579 labeled images and 67,919 environmental records, providing a robust dataset that confirmed stable control of temperature and humidity while documenting cutting development.

Penulis (9)

J

Jesús Gerardo Ávila-Sánchez

M

Manuel de Jesús López-Martínez

V

Valeria Maeda-Gutiérrez

F

Francisco E. López-Monteagudo

C

Celina L. Castañeda-Miranda

M

Manuel Rivera-Escobedo

S

Sven Verlienden

G

Genaro M. Soto-Zarazua

C

Carlos A. Olvera-Olvera

Format Sitasi

Ávila-Sánchez, J.G., López-Martínez, M.d.J., Maeda-Gutiérrez, V., López-Monteagudo, F.E., Castañeda-Miranda, C.L., Rivera-Escobedo, M. et al. (2025). A Novel Invention for Controlled Plant Cutting Growth: Chamber Design Enabling Data Collection for AI Tasks. https://doi.org/10.3390/inventions10060108

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Informasi Jurnal
Tahun Terbit
2025
Sumber Database
DOAJ
DOI
10.3390/inventions10060108
Akses
Open Access ✓