活発な機械学習を用いたCO2電触媒の加速発見
Miao Zhong1,2, Kevin Tran3, Yimeng Min1
1Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada.
Nature
|May 15, 2020
まとめ
新しい銅-アルミニウム (Cu-Al) 電気触媒は,二酸化炭素 (CO2) をエチレンに効率的に変換し,記録的な高効率を達成します. 再生可能エネルギーの貯蔵と 化学薬品の生産を 推し進めています
科学分野:
- 電気化学
- 材料科学
- カタリシス
背景:
- 世界的にエネルギー需要が増えていく中で 再生可能エネルギーによる解決策が必要になっています
- 二酸化炭素 (CO2) の電気化学的減少は,断続的な太陽光および風力エネルギーを貯蔵するための経路を提供します.
- 銅基の触媒はCO2から価値あるマルチカーボン製品を生産する上で重要な役割を果たしますが,現在の効率と生産性は制限されています.
研究 の 目的:
- 効率的な二酸化炭素をエチレンに還元するための新しい電気触媒を開発する.
- 既存の銅電触媒のエネルギー効率と生産性の限界を克服する.
- 計算と機械学習のアプローチを活用して 触媒を発見する
主な方法:
- 密度関数理論の計算とアクティブな機械学習を組み合わせて,有望な電気触媒組成物を特定する.
- 触媒の性能を評価するための電気化学的還元実験.
- 触媒の構造とメカニズムを調査するX線吸収スペクトロスコーピー.
主要な成果:
- Cu-Al電触媒は,CO2をエチレンに変換する際の報告された最高ファラダイク効率 (> 80%) を示した.
- 1.5 Vで高い電流密度 (400 mA/cm2) を達成し,150 mA/cm2でエチレンの電力変換効率を55%としました.
- 計算による研究は,Cu-Al合金が効率的かつ選択的なCO2削減のために最適なCO結合部位と表面方向性を提供することを示しました.
結論:
- Cu-Al電触媒は,CO2の電還元のために純粋な銅よりも重要な進歩を表しています.
- Cu-Al合金における相乗効果は,有利なCuの調整を含む,エチレン生産のためのC-C結合形成を強化する.
- この研究は,高度な多金属電触媒の設計における コンピューティングと機械学習の統合の力を強調しています
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