Application of artificial intelligence models and optimization algorithms in plant cell and tissue culture

M Hesami, AMP Jones - Applied Microbiology and Biotechnology, 2020 - Springer
Artificial intelligence (AI) models and optimization algorithms (OA) are broadly employed in
different fields of technology and science and have recently been applied to improve …

Shoot tip necrosis of in vitro plant cultures: a reappraisal of possible causes and solutions

JA Teixeira da Silva, E Nezami-Alanagh, ME Barreal… - Planta, 2020 - Springer
Main conclusion Shoot tip necrosis is a physiological condition that negatively impacts the
growth and development of in vitro plant shoot cultures across a wide range of species …

Development of support vector machine-based model and comparative analysis with artificial neural network for modeling the plant tissue culture procedures: effect of …

M Hesami, R Naderi, M Tohidfar… - Plant methods, 2020 - Springer
Background Optimizing the somatic embryogenesis protocol can be considered as the first
and foremost step in successful gene transformation studies. However, it is usually difficult to …

Mathematical Modeling of Growth and Paclitaxel Biosynthesis in Corylus avellana Cell Culture Responding to Fungal Elicitors Using Multilayer Perceptron-Genetic …

M Salehi, S Farhadi, A Moieni, N Safaie… - Frontiers in plant …, 2020 - frontiersin.org
Paclitaxel is the top-selling anticancer medicine in the world. In vitro culture of Corylus
avellana has been made known as a promising and inexpensive strategy for producing …

Modeling and Optimizing in vitro Sterilization of Chrysanthemum via Multilayer Perceptron-Non-dominated Sorting Genetic Algorithm-II (MLP-NSGAII)

M Hesami, R Naderi, M Tohidfar - Frontiers in plant science, 2019 - frontiersin.org
In vitro sterilization is a primary step of plant tissue culture which the ultimate results of in
vitro culture are directly depended on the efficiency of the sterilization. Artificial intelligence …

Application of adaptive neuro-fuzzy inference system-non-dominated sorting genetic Algorithm-II (ANFIS-NSGAII) for modeling and optimizing somatic embryogenesis …

M Hesami, R Naderi, M Tohidfar… - Frontiers in plant …, 2019 - frontiersin.org
A hybrid artificial intelligence model and optimization algorithm could be a powerful
approach for modeling and optimizing plant tissue culture procedures. The aim of this study …

Modeling and Optimizing Culture Medium Mineral Composition for in vitro Propagation of Actinidia arguta

R Hameg, TA Arteta, M Landin, PP Gallego… - Frontiers in plant …, 2020 - frontiersin.org
The design of plant tissue culture media remains a complicated task due to the interactions
of many factors. The use of computer-based tools is still very scarce, although they have …

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 …

Application of artificial neural network for modeling and studying in vitro genotype-independent shoot regeneration in wheat

M Hesami, JA Condori-Apfata… - Applied Sciences, 2020 - mdpi.com
Optimizing in vitro shoot regeneration conditions in wheat is one of the important steps in
successful micropropagation and gene transformation. Various factors such as genotypes …

Innovation in the Breeding of Common Bean Through a Combined Approach of in vitro Regeneration and Machine Learning Algorithms

M Aasim, R Katirci, FS Baloch, Z Mustafa… - Frontiers in …, 2022 - frontiersin.org
Common bean is considered a recalcitrant crop for in vitro regeneration and needs a
repeatable and efficient in vitro regeneration protocol for its improvement through …