タイヤの耐久性排出量の量化とマッピング:EUの地域分析から世界の予測まで
Yichen Sun1, Jikke van Wijnen2, Ad M J Ragas3
1Department of Environmental Science, Radboud Institute for Biological and Environmental Sciences, Faculty of Science, Radboud University, Nijmegen, the Netherlands.
Environment international
|August 20, 2025
まとめ
タイヤの耐久性粒子 (TWP) の排出はマイクロプラスチック汚染に大きく寄与しています. この研究は,TWPの排出量の大きな国内変動を明らかにし,より良いグローバルな見積もりのための予測モデルを開発しています.
科学分野:
- 環境科学
- 化学工学
- 材料科学
背景:
- タイヤの磨損粒子は,世界的にマイクロプラスチック汚染の主要な源です.
- TWPの排出量を推定するには,さまざまな方法が用いられ,国によって大きな差異が生じます.
研究 の 目的:
- 国内TWP排出量の推定値の変動性を分析する.
- TWP排出量の見積もりを最適化するためのガイドラインを提供すること.
- 社会経済的な変数を用いてTWP排出量の予測モデルを開発する.
主な方法:
- 欧州各国の異なるTWP排出量評価方法の比較分析
- 社会経済データに基づく通常の最小二乗 (OLS) とランダムフォレスト (RF) を用いた予測モデルの開発
- モデルの精度評価のためのLeave-One-Outクロス検証 (LOOCV)
主要な成果:
- ヨーロッパ各国の一人当たりの排出量は大きく異なっています (最大2kg/年).
- ドイツ,フランス,イタリアは主要な排出国として特定された (>100,000トン/年).
- ランダムフォレストモデルは,高い予測精度 (LOOCV R2 > 0.7) を達成し,OLSを上回りました.
結論:
- TWPの排出量は,方法論や国別要因によって大きく変動する.
- 予測モデルは,世界のTWP排出量の予測に堅固な枠組みを提供し,データ要求を削減します.
- ルクセンブルク,米国,中国,インドは,一人当たりと総TWP排出量の主要な国として特定されました.
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