形成一个动态的开放平台,对塑料产品微型和纳米塑料排放的整体评估
Zheng Wang1,2, Zhi Chen2, Baiyu Zhang1
1Northern Region Persistent Organic Pollutant Control (NRPOP) Laboratory, Faculty of Engineering and Applied Science, Memorial University of Newfoundland, St. John's, NL, A1B 3X5, Canada. zhengwangdk@outlook.com.
Environmental science. Processes & impacts
|February 6, 2026
概括
一个新的平台使用大数据和人工智能来评估产品中的微型和纳米塑料 (MNP) 排放. 这有助于优先考虑和减少MNP在土壤,水和空气中的污染.
科学领域:
- 环境科学 环境科学
- 聚合物科学 聚合物科学
- 数据科学数据科学数据科学
背景情况:
- 微型和纳米塑料 (MNP) 是普遍存在的环境污染物,原因是塑料的广泛使用和不当处置.
- 现有的MNP释放评估缺乏涵盖整个产品生命周期和所有环境介质的整体框架.
研究的目的:
- 开发一个开放的平台,对塑料产品在其整个生命周期中释放的MNP进行全面评估.
- 整合大数据,神经网络和材料流分析,以实现动态的MNP排放清单.
主要方法:
- 收集全球关于聚合物生产,使用,浪费和降解行为的数据.
- 应用大数据分析和神经网络算法来建模MNP生产和排放过程.
- 整合材料流分析和实验验证的释放动力学,用于动态排放因子导出.
主要成果:
- 开发一个由三个模块组成的平台:全球数据集,排放过程评估和MNP排放清单.
- 能够利用机器学习和各种数据集推导出动态的,环境特异性的排放因子.
- 支持具体的排放估计,来源优先级和有针对性的减排战略.
结论:
- 开发的平台提供了一种新的,全面的方法来评估MNP排放.
- 这种工具可以通过数据驱动的策略来缓解跨MNP环境组件的污染.
- 促进政策制定者和塑料废弃物管理行业利益相关者的知情决策.
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