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The development of input-monitoring system on biofuel economics and social welfare analysis

Biofuel production relies on stable supply of biomass which would be significantly influenced by climate-induced impacts. Since the actual agricultural outputs are relatively unpredictable in the face of uncertain environmental conditions and can only be realized in the harvest season, providing use...

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Autores principales: Kung, Chih-Chun, Zheng, Binbo, Li, Hailing, Kung, Shan-Shan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10358576/
https://www.ncbi.nlm.nih.gov/pubmed/35975579
http://dx.doi.org/10.1177/00368504221118350
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author Kung, Chih-Chun
Zheng, Binbo
Li, Hailing
Kung, Shan-Shan
author_facet Kung, Chih-Chun
Zheng, Binbo
Li, Hailing
Kung, Shan-Shan
author_sort Kung, Chih-Chun
collection PubMed
description Biofuel production relies on stable supply of biomass which would be significantly influenced by climate-induced impacts. Since the actual agricultural outputs are relatively unpredictable in the face of uncertain environmental conditions and can only be realized in the harvest season, providing useful information regarding the stability of biomass supply to the downstream biofuel industry is crucial. This study firstly illustrates a theoretical framework to explore the resultant market equilibrium and optimal conditions of agricultural and bioenergy production in the face of highly uncertain environmental risks and then employs a two-stage stochastic programming model to investigate the optimal biofuel development and associated economic and environmental effects. The results show that total welfare may not always increase because the loss of other agricultural commodities induced by climate impacts may be greater than the gains received by biofuel production and emission reduction. This study provides insights into the area where artificial intelligence monitoring system can be implemented to analyze the input data associated with agricultural activities and help the biofuel industry to improve its production possibilities.
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spelling pubmed-103585762023-08-09 The development of input-monitoring system on biofuel economics and social welfare analysis Kung, Chih-Chun Zheng, Binbo Li, Hailing Kung, Shan-Shan Sci Prog Applying Artificial Intelligence Techniques to Encourage Economic Growth and Maintain Sustainable Societies Biofuel production relies on stable supply of biomass which would be significantly influenced by climate-induced impacts. Since the actual agricultural outputs are relatively unpredictable in the face of uncertain environmental conditions and can only be realized in the harvest season, providing useful information regarding the stability of biomass supply to the downstream biofuel industry is crucial. This study firstly illustrates a theoretical framework to explore the resultant market equilibrium and optimal conditions of agricultural and bioenergy production in the face of highly uncertain environmental risks and then employs a two-stage stochastic programming model to investigate the optimal biofuel development and associated economic and environmental effects. The results show that total welfare may not always increase because the loss of other agricultural commodities induced by climate impacts may be greater than the gains received by biofuel production and emission reduction. This study provides insights into the area where artificial intelligence monitoring system can be implemented to analyze the input data associated with agricultural activities and help the biofuel industry to improve its production possibilities. SAGE Publications 2022-08-17 /pmc/articles/PMC10358576/ /pubmed/35975579 http://dx.doi.org/10.1177/00368504221118350 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Applying Artificial Intelligence Techniques to Encourage Economic Growth and Maintain Sustainable Societies
Kung, Chih-Chun
Zheng, Binbo
Li, Hailing
Kung, Shan-Shan
The development of input-monitoring system on biofuel economics and social welfare analysis
title The development of input-monitoring system on biofuel economics and social welfare analysis
title_full The development of input-monitoring system on biofuel economics and social welfare analysis
title_fullStr The development of input-monitoring system on biofuel economics and social welfare analysis
title_full_unstemmed The development of input-monitoring system on biofuel economics and social welfare analysis
title_short The development of input-monitoring system on biofuel economics and social welfare analysis
title_sort development of input-monitoring system on biofuel economics and social welfare analysis
topic Applying Artificial Intelligence Techniques to Encourage Economic Growth and Maintain Sustainable Societies
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10358576/
https://www.ncbi.nlm.nih.gov/pubmed/35975579
http://dx.doi.org/10.1177/00368504221118350
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