了解旅游业对中国碳排放的环境健康影响
Jinhua Shao1, Sheng Fang1, Meiling Zhao2
1School of Humanities and Social Sciences, Anhui University of Science and Technology, Huainan, China.
Frontiers in public health
|April 9, 2025
概括
中国不断增长的旅游业有助于增加碳排放,阻碍了国家减少碳排放的目标. 政策制定者必须将旅游业对环境的影响纳入碳减排战略,以实现碳峰值和碳中和目标.
科学领域:
- 环境科学 环境科学
- 经济学 经济学 经济学
- 计算机科学 计算机科学
背景情况:
- 中国的目标是实现碳峰值和碳中和.
- 旅游业发展是制定国家减少碳排放政策的关键因素.
- 了解旅游业与碳排放之间的联系对于中国的环境目标至关重要.
研究的目的:
- 模拟中国旅游业与碳排放之间的复杂关系.
- 作为第一个使用可解释机器学习来分析旅游业对中国碳排放的影响的研究.
- 为科学制定减排政策提供见解.
主要方法:
- 利用机器学习模型来模拟旅游业与碳排放之间的关系.
- 采用了一种混合的Sparrow搜索算法和随机森林 (SSA-RF) 模型.
- 专注于可解释的机器学习来分析旅游和碳排放之间的联系.
主要成果:
- SSA-RF模型准确地模拟了碳排放和旅游因素之间的关系,误差很小.
- 旅游业的扩张被发现对增加的碳排放有积极的贡献.
- 确定了中国旅游业发展与碳排放之间的显著正相关性.
结论:
- 旅游业的发展对中国的碳排放产生了重大影响.
- 国家碳减排政策必须纳入与旅游业相关的因素.
- 该研究强调了需要可持续的旅游实践来实现中国的气候目标.
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