建模和预测对海洋环境条件的远程依赖性
Saber Aradpour1, Zhiqiang Deng1, Crystal N Johnson2
1Department of Civil and Environmental Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.
Water research
|November 8, 2025
概括
中的 (Vibrio vulnificus,vvh) 受太阳辐射和水位等环境因素的影响,其影响持续长达80天. 新的模型预测了VVH度以保护公共健康.
科学领域:
- 环境微生物学环境微生物学
- 食品安全 食品安全
- 计算生物学是一种计算生物学.
背景情况:
- 活性菌 (Vibrio vulnificus,vvh) 是一种重要的食物传播病原体,导致高死亡率.
- 环境条件有利于中的vvh丰富性是不太了解的.
- 是一种用于vvh传输的常见载体.
研究的目的:
- 确定影响中的vvh度的关键环境因素.
- 开发对中的vvh度的预测模型.
- 为积极的公共卫生干预提供基础.
主要方法:
- 结合了13年的采样数据和卫星遥感数据.
- 利用人工智能 (AI) 和机器学习技术.
- 开发了XGBoost组合模型来预测vvh度.
主要成果:
- 太阳辐射 (SR) 被确定为vvh度的最关键预测因素.
- 水位 (WL) 是第二或第三个最重要的预测指标.
- Vvh度显示出对环境预测因素的长期依赖 (长达80天).
结论:
- 环境条件,特别是SR和WL,显著控制中的vvh水平.
- 新型组合模型准确地预测了长时间的vvh度.
- 这些发现支持主动管理策略,以减轻海鲜中的VVH风险.
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