解读越南的塑料回收:包装设计,消费者认知和基于模型的探索
Vinh Son Lam1, T Hong Tinh Nguyen2, Bao Chau Tran2
1HUTECH Institute of Applied Sciences, HUTECH University, Ho Chi Minh City, Vietnam.
概括
越南购物者在塑料食品包装 (PFP) 的回收符号上扎,将处置与可回收性混为一谈. 需要改进标签和预测模型来提高回收效率.
科学领域:
- 环境科学 环境科学
- 消费者行为 消费者行为
- 数据科学数据科学数据科学
背景情况:
- 消费者对回收符号的理解对于有效的废物管理至关重要.
- 塑料食品包装 (PFP) 的回收率经常受到消费者困惑的阻碍.
研究的目的:
- 调查越南消费者对PFP回收符号的理解程度.
- 识别影响准确符号解释的因素.
- 评估PFP的可回收性,并探索回收效率的预测建模.
主要方法:
- 现场调查和问卷被用来收集关于消费者知识的数据.
- 使用了统计分析和机器学习模型 (XGBoost,随机森林).
- 对PFP成分进行了分析,以确定可回收性.
主要成果:
- 68.2%的购物者正确识别了回收符号,但87.2%的人将它们与废物处理符号混.
- 年龄较大的购物者表现出更高的准确性;垃圾分离器表现更差.
- 购物频率和回收的感知重要性是比人口统计学更强大的预测因素.
- 分析的PFP的66.7%是可回收的,主要是聚乙烯二甲和聚烯.
- XGBoost模型实现了最高的预测准确度 (MacroF1=77.6%).
结论:
- 越南显然需要更清晰,标准化的PFP标签.
- 消费者教育和有针对性的干预措施是必要的,以解决误解.
- 预测建模和单一材料设计可以提高回收基础设施和效率.
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