Comparative analysis of machine learning and evolutionary optimization algorithms for precision micropropagation of Cannabis sativa: Prediction and validation of in …

M Pepe, M Hesami, F Small, AMP Jones - Frontiers in Plant Science, 2021 - frontiersin.org
Micropropagation techniques offer opportunity to proliferate, maintain, and study dynamic
plant responses in highly controlled environments without confounding external influences …

Modeling and optimizing callus growth and development in Cannabis sativa using random forest and support vector machine in combination with a genetic algorithm

M Hesami, AMP Jones - Applied Microbiology and Biotechnology, 2021 - Springer
Plant callus is generally considered to be a mass of undifferentiated cells and can be used
for secondary metabolite production, physiological studies, and plant transformation …

[PDF][PDF] Cannabis sativa: applications of artificial intelligence and plant tissue culture for micropropagation

RB Malabadi, TL Nethravathi, KP Kolkar… - … Journal of Research …, 2023 - researchgate.net
This review paper highlights about the important applications of Artificial Intelligence (AI)
and in vitro micropropagation of Cannabis. Cannabis micropropagation has largely been an …

Physical factors increased quantity and quality of micropropagated shoots of Cannabis sativa L. in a repeated harvest system with ex vitro rooting

R Murphy, J Adelberg - In Vitro Cellular & Developmental Biology-Plant, 2021 - Springer
Micropropagation is a preferred method to propagate clean, clonal stock plants. Subculture
is labor intensive and costly. In vitro hedging can reduce hood labor and was demonstrated …

Modeling and optimizing in vitro seed germination of industrial hemp (Cannabis sativa L.)

M Hesami, M Pepe, AS Monthony, A Baiton… - Industrial Crops and …, 2021 - Elsevier
In vitro seed germination of cannabis as the first physiological stage in the plant life cycle is
not only important for studying factors affecting cultivation conditions but also crucial for …

Effect of explant source on phenotypic changes of in vitro grown cannabis plantlets over multiple subcultures

M Hesami, K Adamek, M Pepe, AMP Jones - Biology, 2023 - mdpi.com
Simple Summary While micropropagation systems have been developed for cannabis, little
attention has been given to the potential impact of explant source within the plant on …

Machine learning-mediated development and optimization of disinfection protocol and scarification method for improved in vitro germination of cannabis seeds

M Pepe, M Hesami, AMP Jones - Plants, 2021 - mdpi.com
In vitro seed germination is a useful tool for developing a variety of biotechnologies, but
cannabis has presented some challenges in uniformity and germination time, presumably …

The characterization of key physiological traits of medicinal cannabis (Cannabis sativa L.) as a tool for precision breeding

E Naim-Feil, LW Pembleton, LE Spooner… - BMC Plant …, 2021 - Springer
Background For millennia, drug-type cannabis strains were extensively used for various
medicinal, ritual, and inebriant applications. However, cannabis prohibition during the last …

Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models

EN Alanagh, G Garoosi, R Haddad, S Maleki… - Plant Cell, Tissue and …, 2014 - Springer
Establishing optimized protocols for micropropagation of some economical plants, such as
Prunus sp., is still one of the most important challenges for in vitro plant culture researchers …

Light intensity can be used to modify the growth and morphological characteristics of cannabis during the vegetative stage of indoor production

M Moher, D Llewellyn, M Jones, Y Zheng - Industrial Crops and Products, 2022 - Elsevier
Although the vegetative stage of indoor cannabis (Cannabis sativa) production can be
relatively short in duration, there is a high energy demand due to higher light intensities (LI) …