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Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production

Seeds are vulnerable to physical and biological stresses during the germination process. Seed priming strategies can alleviate such stresses. Seed priming is a technique of treating and drying seeds prior to germination in order to accelerate the metabolic process of germination. Multiple benefits a...

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Autores principales: Shelar, Amruta, Singh, Ajay Vikram, Dietrich, Paul, Maharjan, Romi Singh, Thissen, Andreas, Didwal, Pravin N., Shinde, Manish, Laux, Peter, Luch, Andreas, Mathe, Vikas, Jahnke, Timotheus, Chaskar, Manohar, Patil, Rajendra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8982346/
https://www.ncbi.nlm.nih.gov/pubmed/35425017
http://dx.doi.org/10.1039/d2ra00809b
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author Shelar, Amruta
Singh, Ajay Vikram
Dietrich, Paul
Maharjan, Romi Singh
Thissen, Andreas
Didwal, Pravin N.
Shinde, Manish
Laux, Peter
Luch, Andreas
Mathe, Vikas
Jahnke, Timotheus
Chaskar, Manohar
Patil, Rajendra
author_facet Shelar, Amruta
Singh, Ajay Vikram
Dietrich, Paul
Maharjan, Romi Singh
Thissen, Andreas
Didwal, Pravin N.
Shinde, Manish
Laux, Peter
Luch, Andreas
Mathe, Vikas
Jahnke, Timotheus
Chaskar, Manohar
Patil, Rajendra
author_sort Shelar, Amruta
collection PubMed
description Seeds are vulnerable to physical and biological stresses during the germination process. Seed priming strategies can alleviate such stresses. Seed priming is a technique of treating and drying seeds prior to germination in order to accelerate the metabolic process of germination. Multiple benefits are offered by seed priming techniques, such as reducing fertilizer use, accelerating seed germination, and inducing systemic resistance in plants, which are both cost-effective and eco-friendly. For seed priming, cold plasma (CP)-mediated priming could be an innovative alternative to synthetic chemical treatments. CP priming is an eco-friendly, safe and economical, yet relatively less explored technique towards the development of seed priming. In this review, we discussed in detail the application of CP technology for seed priming to enhance germination, the quality of seeds, and the production of crops in a sustainable manner. Additionally, the combination treatment of CP with nanoparticle (NP) priming is also discussed. The large numbers of parameters need to be monitored and optimized during CP treatment to achieve the desired priming results. Here, we discussed a new perspective of machine learning for modeling plasma treatment parameters in agriculture for the development of synergistic protocols for different types of seed priming.
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spelling pubmed-89823462022-04-13 Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production Shelar, Amruta Singh, Ajay Vikram Dietrich, Paul Maharjan, Romi Singh Thissen, Andreas Didwal, Pravin N. Shinde, Manish Laux, Peter Luch, Andreas Mathe, Vikas Jahnke, Timotheus Chaskar, Manohar Patil, Rajendra RSC Adv Chemistry Seeds are vulnerable to physical and biological stresses during the germination process. Seed priming strategies can alleviate such stresses. Seed priming is a technique of treating and drying seeds prior to germination in order to accelerate the metabolic process of germination. Multiple benefits are offered by seed priming techniques, such as reducing fertilizer use, accelerating seed germination, and inducing systemic resistance in plants, which are both cost-effective and eco-friendly. For seed priming, cold plasma (CP)-mediated priming could be an innovative alternative to synthetic chemical treatments. CP priming is an eco-friendly, safe and economical, yet relatively less explored technique towards the development of seed priming. In this review, we discussed in detail the application of CP technology for seed priming to enhance germination, the quality of seeds, and the production of crops in a sustainable manner. Additionally, the combination treatment of CP with nanoparticle (NP) priming is also discussed. The large numbers of parameters need to be monitored and optimized during CP treatment to achieve the desired priming results. Here, we discussed a new perspective of machine learning for modeling plasma treatment parameters in agriculture for the development of synergistic protocols for different types of seed priming. The Royal Society of Chemistry 2022-04-05 /pmc/articles/PMC8982346/ /pubmed/35425017 http://dx.doi.org/10.1039/d2ra00809b Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/
spellingShingle Chemistry
Shelar, Amruta
Singh, Ajay Vikram
Dietrich, Paul
Maharjan, Romi Singh
Thissen, Andreas
Didwal, Pravin N.
Shinde, Manish
Laux, Peter
Luch, Andreas
Mathe, Vikas
Jahnke, Timotheus
Chaskar, Manohar
Patil, Rajendra
Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title_full Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title_fullStr Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title_full_unstemmed Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title_short Emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
title_sort emerging cold plasma treatment and machine learning prospects for seed priming: a step towards sustainable food production
topic Chemistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8982346/
https://www.ncbi.nlm.nih.gov/pubmed/35425017
http://dx.doi.org/10.1039/d2ra00809b
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