より良い合金への絶え間ない探求
Qing-Miao Hu1, Rui Yang1,2
1Institute of Metal Research, Chinese Academy of Sciences, Shenyang 110016, China.
まとめ
機械学習は 検索スペースを大幅に縮小することで 機能的な素材の発見を加速します このアプローチは,様々な用途の有望な材料候補を特定する効率を高めます.
科学分野:
- 材料科学
- コンピュータ化学
- データサイエンス
背景:
- 新しい機能的材料の探求は,広大で複雑な探求空間によってしばしば妨げられます.
- 材料発見の伝統的な方法は 時間と資源を要するものです
研究 の 目的:
- マシン・ラーニングが 機能的な素材の検索スペースを 効果的に絞り込む方法を示します
- 機械学習の潜在力を強調し 材料の発見を加速する
主な方法:
- 機械学習アルゴリズムを使用して,大量のデータセットを分析します.
- 有望な材料候補を特定するための予測モデルを開発する.
主要な成果:
- 機械学習は 素材の検索空間を 大きく縮小しました
- 検索領域内の特定の領域が,機能的な材料を含む可能性が高い.
結論:
- 機械学習は新しい機能的な材料の 特定を加速する強力な計算ツールを提供します
- このアプローチは 材料の設計と発見のプロセスに 革命をもたらす可能性があります
関連する概念動画
Steel Manufacturing
751
Steel manufacturing is a multi-stage process that begins by smelting iron ore into cast iron in a blast furnace. This initial stage involves layering iron ore with coke, a type of fuel, and crushed limestone within the furnace. The coke is ignited with a high volume of air, leading to the creation of carbon monoxide, which acts to reduce the iron ore to pure iron.
During this smelting process, limestone plays a crucial role by forming slag. Slag captures impurities within the molten iron, such...
During this smelting process, limestone plays a crucial role by forming slag. Slag captures impurities within the molten iron, such...
751
Mechanical Characteristics of Steel
742
The mechanical characteristics of steel are assessed through various tests that evaluate its strength, toughness, and flexibility. These tests include tension, torsion, impact, bending, and hardness assessments, each providing crucial information about steel's suitability for specific applications.
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
742
Steel Fastening Techniques
213
Steel sections can be joined together through various fastening techniques including riveting, bolting, and welding, each suitable for different structural requirements and conditions.
Rivets are cylindrical steel fasteners with a specially designed head. During application, rivets are heated until white-hot and then inserted through pre-drilled holes in the steel sections. A pneumatic hammer is used to shape the exposed end into a second head, securing the sections together.
Bolting is another...
Rivets are cylindrical steel fasteners with a specially designed head. During application, rivets are heated until white-hot and then inserted through pre-drilled holes in the steel sections. A pneumatic hammer is used to shape the exposed end into a second head, securing the sections together.
Bolting is another...
213
Structural Steel Products
335
Structural steel products are created within a structural mill. The process begins with a beam blank that is reheated and then fed through a series of rollers. These rollers progressively shape the metal into its final form. Adjusting the spacings between the rollers allows for the production of different sections with the same nominal dimensions.
Once shaped, the steel's final form emerges as a continuous length, which is then segmented by a hot saw into manageable pieces. These segments...
Once shaped, the steel's final form emerges as a continuous length, which is then segmented by a hot saw into manageable pieces. These segments...
335


