Survey of Machine Learning and Optimization Algorithms in Plant Tissue Culture
With the increasing global population and agriculture facing numerous challenges due to climate change, finding sustainable solutions to food insecurity is crucial, as hunger and undernutrition continue to be a global challenge. Plant tissue culture has emerged as a promising technology for improvin...
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Published in | Engineering proceedings Vol. 56; no. 1; p. 122 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
MDPI AG
01.10.2023
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Subjects | |
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Abstract | With the increasing global population and agriculture facing numerous challenges due to climate change, finding sustainable solutions to food insecurity is crucial, as hunger and undernutrition continue to be a global challenge. Plant tissue culture has emerged as a promising technology for improving and multiplying crops rapidly. However, this technique produces extensive data due to the intricate interactions between genetic and environmental components, challenging traditional statistical methods. To address this, researchers are now employing machine learning techniques which excel in handling large, intricate datasets. Thus, current machine learning applications in plant tissue culture research are presented in this mini review. |
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AbstractList | With the increasing global population and agriculture facing numerous challenges due to climate change, finding sustainable solutions to food insecurity is crucial, as hunger and undernutrition continue to be a global challenge. Plant tissue culture has emerged as a promising technology for improving and multiplying crops rapidly. However, this technique produces extensive data due to the intricate interactions between genetic and environmental components, challenging traditional statistical methods. To address this, researchers are now employing machine learning techniques which excel in handling large, intricate datasets. Thus, current machine learning applications in plant tissue culture research are presented in this mini review. |
Author | Ismail Damilola Raji Nimat Ibrahim Adedokun Micheal Adedamola Rasheedat Taiwo Ahmed Balkisu Ibrahim Habeeb Bello-Salau |
Author_xml | – sequence: 1 fullname: Nimat Ibrahim organization: Department of Crop Production, Federal University of Technology, Minna 920101, Nigeria – sequence: 2 fullname: Adedokun Micheal Adedamola organization: Department of Agricultural Economics and Extension, Federal University of Technology, Minna 920101, Nigeria – sequence: 3 fullname: Balkisu Ibrahim organization: Department of Fisheries and Aquaculture, Ahmadu Bello University, Zaria 810103, Nigeria – sequence: 4 fullname: Rasheedat Taiwo Ahmed organization: Department of Soil Science and Land Management, Federal University of Technology, Minna 920101, Nigeria – sequence: 5 fullname: Ismail Damilola Raji organization: Department of Computer Engineering, Ahmadu Bello University, Zaria 810103, Nigeria – sequence: 6 fullname: Habeeb Bello-Salau organization: Department of Computer Engineering, Ahmadu Bello University, Zaria 810103, Nigeria |
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Title | Survey of Machine Learning and Optimization Algorithms in Plant Tissue Culture |
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