Application of data modeling, instrument engineering and nanomaterials in selected medid the scientific recinal plant tissue culture
B Ji, L Xuan, Y Zhang, W Mu, KY Paek, SY Park… - Plants, 2023 - mdpi.com
At present, most precious compounds are still obtained by plant cultivation such as
ginsenosides, glycyrrhizic acid, and paclitaxel, which cannot be easily obtained by artificial …
ginsenosides, glycyrrhizic acid, and paclitaxel, which cannot be easily obtained by artificial …
Artificial neural network and decision tree–based models for prediction and validation of in vitro organogenesis of two hydrophytes—Hemianthus callitrichoides and …
The application of plant tissue culture protocols for aquatic plants has been widely adopted
in recent years to produce cost-effective plants for aquarium industry. In vitro regeneration …
in recent years to produce cost-effective plants for aquarium industry. In vitro regeneration …
Enhancing petunia tissue culture efficiency with machine learning: A pathway to improved callogenesis
H Rezaei, A Mirzaie-Asl, MR Abdollahi, M Tohidfar - Plos one, 2023 - journals.plos.org
The important feature of petunia in tissue culture is its unpredictable and genotype-
dependent callogenesis, posing challenges for efficient regeneration and biotechnology …
dependent callogenesis, posing challenges for efficient regeneration and biotechnology …
Light-emitting diodes induced in vitro regeneration of Alternanthera reineckii mini and validation via machine learning algorithms
Optimization of in vitro regeneration protocol using multiple input variables is highly
significant, and can be achieved by validating the data using machine learning algorithms …
significant, and can be achieved by validating the data using machine learning algorithms …
Mathematical modeling and optimizing the in vitro shoot proliferation of wallflower using multilayer perceptron non-dominated sorting genetic algorithm-II (MLP …
Novel computational methods such as artificial neural networks (ANNs) can facilitate
modeling and predicting results of tissue culture experiments and thereby decrease the …
modeling and predicting results of tissue culture experiments and thereby decrease the …
Applicability of soft computing techniques for in vitro micropropagation media simulation and optimization: A comparative study on Salvia macrosiphon Boiss
Plant tissue culture media composition prediction is valuable and can diminish the spending
time and costs of releasing protocols. The present study assessed the possibility of using …
time and costs of releasing protocols. The present study assessed the possibility of using …
Revolutionizing Plant Tissue Culture: Harnessing Artificial Intelligence for Precision Propagation and Optimization
P Kaushik, M Rani, N Khurana, P Pandey… - The Natural Products …, 2025 - benthamdirect.com
Plant tissue culture is a process of in vitro regeneration requiring numerous resources and
intensive labour to mass produce disease-free clones. Diverse factors such as sterilizing …
intensive labour to mass produce disease-free clones. Diverse factors such as sterilizing …
Predictive modeling of Persian walnut (Juglans regia L.) in vitro proliferation media using machine learning approaches: a comparative study of ANN, KNN and GEP …
Background Optimizing plant tissue culture media is a complicated process, which is easily
influenced by genotype, mineral nutrients, plant growth regulators (PGRs), vitamins and …
influenced by genotype, mineral nutrients, plant growth regulators (PGRs), vitamins and …
Genotype-specific responses to in vitro drought stress in myrtle (Myrtus communis L.): integrating machine learning techniques
Background Myrtle (Myrtus communis L.), native to the Mediterranean region of Türkiye, is a
valuable plant with applications in traditional medicine, pharmaceuticals, and culinary …
valuable plant with applications in traditional medicine, pharmaceuticals, and culinary …
Assessing Cadmium Stress Resilience in Myrtle Genotypes Using Machine Learning Predictive Models: A Comparative In Vitro Analysis
This study investigated the effects of cadmium (Cd) stress on the micropropagation and
rooting dynamics of two myrtle (Myrtus communis L.) genotypes with different fruit colors …
rooting dynamics of two myrtle (Myrtus communis L.) genotypes with different fruit colors …