TY - GEN
T1 - Characterization of Potassium Chloride Stress on Philippine Vigna radiata Varieties in Temperature-stabilized Hydroponics Using Genetic Programming
AU - Concepcion, Ronnie
AU - Duarte, Bernardo
AU - Bandala, Argel
AU - Cuello, Joel
AU - Vicerra, Ryan Rhay
AU - Dadios, Elmer
N1 - Funding Information: ACKNOWLEDGMENT The authors would like to thank the supports granted by the De La Salle University and the Engineering Research and development for Technology of the Department of Science and Technology of the Philippines, and Fundação para a Ciência e a Tecnologia (FCT) via UIDB/04292/2020 and project INTERPHENO (PTDC/ASP-PLA/28726/2017). BD was funded by FCT researcher contract (CEECIND/00511/2017). Also, thanks to the scientific inputs provided by Dr. Christopher Strock of the Cornell University, USA. Publisher Copyright: © 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Chloride is an important micronutrient for crop plant life. Excess chloride dehydrates the plant system and accumulates salt-like residue in leaves causing them to undergo chlorosis and necrosis. Micronutrient stress through potassium chloride that is used as fertilizers to common and industrial farms was not yet comprehensively explored concerning mung beans. This study aims to characterize the effects of potassium chloride (KCl) fertilization on stems and roots of two Philippine mung bean (Vigna radiata L.) varieties which are the yellow and green mongo. A temperature-stabilized hydroponics setup was developed based on Peltier technology. Three KCl treatments were employed: 50 μM (control), 10 μM (deficient), and 100 μM (toxic or excess). Morphological assay confirmed that KCl deficient mung beans have longer root and shoot systems and higher number of spanning leaves. Lowering KCl concentration to 10 10 μM also increases the germination rate by 111.536% than the control. Light microscopy was performed and confirmed that there is thicker cortex, denser vascular cambium, broader xylem and phloem vessels, and larger parenchyma cells in KCl deficient seedlings. Only the green mung bean seedling variety exposed in excess KCl have formed trichomes within 14 days. Multigene genetic programming was applied to generate mathematical models of seedling architectural traits as functions of KCl concentration and cultivation period. It was found out that less than 0.05 mM, 0.9 mM 0.7 mM, 4 mM of KCl promotes root growth, shoot length, leaf expansion, and the number of spanning leaves, respectively. Overall, chloride deficiency improves mung bean growth.
AB - Chloride is an important micronutrient for crop plant life. Excess chloride dehydrates the plant system and accumulates salt-like residue in leaves causing them to undergo chlorosis and necrosis. Micronutrient stress through potassium chloride that is used as fertilizers to common and industrial farms was not yet comprehensively explored concerning mung beans. This study aims to characterize the effects of potassium chloride (KCl) fertilization on stems and roots of two Philippine mung bean (Vigna radiata L.) varieties which are the yellow and green mongo. A temperature-stabilized hydroponics setup was developed based on Peltier technology. Three KCl treatments were employed: 50 μM (control), 10 μM (deficient), and 100 μM (toxic or excess). Morphological assay confirmed that KCl deficient mung beans have longer root and shoot systems and higher number of spanning leaves. Lowering KCl concentration to 10 10 μM also increases the germination rate by 111.536% than the control. Light microscopy was performed and confirmed that there is thicker cortex, denser vascular cambium, broader xylem and phloem vessels, and larger parenchyma cells in KCl deficient seedlings. Only the green mung bean seedling variety exposed in excess KCl have formed trichomes within 14 days. Multigene genetic programming was applied to generate mathematical models of seedling architectural traits as functions of KCl concentration and cultivation period. It was found out that less than 0.05 mM, 0.9 mM 0.7 mM, 4 mM of KCl promotes root growth, shoot length, leaf expansion, and the number of spanning leaves, respectively. Overall, chloride deficiency improves mung bean growth.
KW - chloride stress
KW - genetic programming
KW - hydroponics
KW - machine learning
KW - mung bean
KW - nutrient toxicity
UR - http://www.scopus.com/inward/record.url?scp=85127553319&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85127553319&partnerID=8YFLogxK
U2 - 10.1109/HNICEM54116.2021.9731922
DO - 10.1109/HNICEM54116.2021.9731922
M3 - Conference contribution
T3 - 2021 IEEE 13th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management, HNICEM 2021
BT - 2021 IEEE 13th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management, HNICEM 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 IEEE 13th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management, HNICEM 2021
Y2 - 28 November 2021 through 30 November 2021
ER -