Effects of Atom Search-Optimized Thornthwaite Potential Evapotranspiration on Root and Shoot Systems in Controlled Carica papaya Cultivation
Author:
Concepcion Ronnie123ORCID, Baun Jonah Jahara24, Janairo Adrian Genevie12, Bandala Argel24
Affiliation:
1. Department of Manufacturing Engineering and Management, De La Salle University, Manila 1004, Philippines 2. Center for Engineering and Sustainability Development Research—Intelligent Systems Research Unit, De La Salle University, Manila 1004, Philippines 3. Center for Natural Sciences and Environmental Research—Soil and Plant Health Research Unit, De La Salle University, Manila 1004, Philippines 4. Department of Electronics and Computer Engineering, De La Salle University, Manila 1004, Philippines
Abstract
Potential evapotranspiration (PET) indicates if a cultivation area is suitable for planting. Currently, site-specific PET models that are based on large geographic regions are vulnerable to inaccurate predictions as a result of climate change and sudden changes in the environmental abiotic stressors that affect plant growth. For the aim of promoting the papaya Sinta F1 cultivar, the study optimized the standard Thornthwaite PET model by integrating three advanced physics-based metaheuristics and evolutionary computing, namely atom search (ASO), differential evolution (DE), and multiverse (MVO) optimizers. The PET value was optimized through minimization as a function of air temperature, light intensity, heat index, and extended heat index. As the PET value approaches 0, it indicates that there is more soil-water content that can be absorbed by plants. Based on the four cultivation treatments (uncontrolled, ASO, DE, and MVO) exposed in three replicates within 90 days, the ASO-optimized Thornthwaite PET-treated (ASOTh) papaya plants resulted in the highest chlorophyll a and b concentrations, densest stomatal density, concentrated root and stem xylem and phloem vessels, considerable root and stem length, most formed leaf count, and strongest action potentials coming from stem membrane for both light and dark periods. This proves the applicability of the intelligent process in modifying the Thornthwaite model for plant growth promotion. Also, through the developed ASOTh, the stem length and thickness ratio was improved for mechanical stability to facilitate more branching leaves and potential fruits during the fruiting stage, and the chlorophyll a and b ratio was enhanced, which naturally extended the light energy band for photosynthesis. Overall, the newly developed ASOTh model may be used to grow papaya seedlings year-round anywhere on Earth if there is a control system to regulate the environmental setting inside the growth chamber.
Funder
De La Salle University Science Foundation Engineering Research and Development for Technology of the Department of Science and Technology of the Philippines
Subject
Agronomy and Crop Science
Reference46 articles.
1. Root Metaxylem and Architecture Phenotypes Integrate to Regulate Water Use under Drought Stress;Strock;Plant Cell Environ.,2021 2. Jiménez, V.M., Mora-Newcomer, E., and Gutiérrez-Soto, M.V. (2014). Genetics and Genomics of Papaya, Springer. 3. Partial Rootzone Drying (PRD) and Regulated Deficit Irrigation (RDI) Effects on Stomatal Conductance, Growth, Photosynthetic Capacity, and Water-Use Efficiency of Papaya;Martins;Sci. Hortic.,2015 4. Cabrera, J.A., Ritter, A., Raya, V., Pérez, E., and Lobo, M.G. (2021). Papaya (Carica papaya L.) Phenology under Different Agronomic Conditions in the Subtropics. Agriculture, 11. 5. Influence of Environmental Factors and Production Practices on the Growth and Productivity of Pawpaw (Carica papaya L.) in South Western Nigeria—A Review;Olubode;Fruits,2016
Cited by
4 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Genetic atom search-optimized in vivo bioelectricity harnessing from live dragon fruit plant based on intercellular two-electrode placement;Renewable Energy;2023-12 2. Patterns and Positions of Concentric Ring Electrodes for Electrical Impedance Tomography;2023 IEEE 15th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM);2023-11-19 3. Root System Architecture Characterization of Short Duration Magnetoprimed Lettuce Seeds through Helmholtz Coil Using SmartRoot;2023 IEEE 15th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM);2023-11-19 4. Explainable and Interpretable Artificial Intelligence as a Service for Green Smart Cities and Communities;2023 IEEE 15th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM);2023-11-19
|
|