Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 470, P. 143284 - 143284
Published: Aug. 1, 2024
Language: Английский
Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 470, P. 143284 - 143284
Published: Aug. 1, 2024
Language: Английский
Journal of Water Process Engineering, Journal Year: 2024, Volume and Issue: 61, P. 105306 - 105306
Published: April 16, 2024
Language: Английский
Citations
6Ecological Indicators, Journal Year: 2024, Volume and Issue: 166, P. 112392 - 112392
Published: July 23, 2024
Language: Английский
Citations
6Ecological Indicators, Journal Year: 2024, Volume and Issue: 167, P. 112672 - 112672
Published: Oct. 1, 2024
Language: Английский
Citations
5Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)
Published: July 12, 2024
Abstract Agriculture, a cornerstone of human civilization, faces rising challenges from climate change, resource limitations, and stagnating yields. Precise crop production forecasts are crucial for shaping trade policies, development strategies, humanitarian initiatives. This study introduces comprehensive machine learning framework designed to predict production. We leverage CMIP5 projections under moderate carbon emission scenario evaluate the future suitability agricultural lands incorporate climatic data, historical trends, fertilizer usage project yield changes. Our integrated approach significant regional variations in across Southeast Asia by 2028, identifying potential cropland utilization. Specifically, area Indonesia, Malaysia, Philippines, Viet Nam is projected decline more than 10% if no action taken, there mitigate that loss. Moreover, rice 19% 7% Thailand, while Philippines may see 5% increase compared 2021 levels. findings underscore critical impacts change activities on productivity, offering essential insights policy-making fostering international cooperation.
Language: Английский
Citations
4Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 470, P. 143284 - 143284
Published: Aug. 1, 2024
Language: Английский
Citations
4