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関連する概念動画

Batteries and Fuel Cells03:12

Batteries and Fuel Cells

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A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
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Interfacial Electrochemical Methods: Overview01:06

Interfacial Electrochemical Methods: Overview

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Interfacial electrochemical methods focus on the phenomena occurring at the boundary between an electrode and a solution, as opposed to bulk methods that concentrate on the solution's overall properties. These interfacial methods are classified as either static or dynamic based on the presence of a nonzero current in the electrochemical cell and the consistency of analyte concentrations. Static methods, such as potentiometry, measure the cell's potential without any significant current...
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Electrogravimetric Analysis: Overview01:30

Electrogravimetric Analysis: Overview

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Electrogravimetric analysis measures the weight of an analyte deposited electrolytically onto a suitable working electrode. This method involves applying a potential to a pre-weighed electrode submerged in a solution, which results in the desired substance being deposited through reduction at the cathode or oxidation at the anode. The electrode's weight is recorded after deposition, and the difference in weight gives the analyte's weight in the solution.
To test the completeness of the...
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Spontaneous Chemical Reactions
Spontaneous redox reactions occur abundantly in nature. The chemical reaction occurring in a disposable AA battery powering our remote controls is one such example of a spontaneous redox reaction. Another example is the immersion of coiled copper wire into an aqueous silver nitrate solution. The reaction shows a gradual, visually impressive color change from colorless to bright blue and the formation of a grey precipitate on the copper wire. In this experiment,...
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Electrodeposition01:08

Electrodeposition

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Electrodeposition is a technique used to separate an analyte from interferents by electrochemical processes. Here, the analyte is a metal ion that can be deposited on an electrode immersed in the sample solution. The electrochemical setup consists of an anode and a cathode. When an electric current is applied to the setup, oxidation occurs at the anode. At the cathode, which consists of a large metal surface, metal ions undergo reduction and deposit onto the surface.
Electrodeposition can...
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Updated: Jan 13, 2026

Three-electrode Coin Cell Preparation and Electrodeposition Analytics for Lithium-ion Batteries
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バッテリー用電極-電解質界面におけるAI駆動型ビッグデータフレームワーク

Abdullah Bin Faheem1, Zengyu Han2, Dongshuang Wu2

  • 1School of Chemistry, Chemical Engineering and Biotechnology, Nanyang Technological University, Singapore, Singapore.

Advanced materials (Deerfield Beach, Fla.)
|January 10, 2026
PubMed
まとめ
この要約は機械生成です。

人工知能（AI）とビッグデータは、電極-電解質界面（EEI）を変革することにより、充電式バッテリーの設計に革命をもたらしています。これらの戦略は、性能と寿命を向上させるための高度なバッテリー材料のデータ駆動型発見を可能にします。

キーワード:
人工知能バッテリー界面データ駆動型最適化実験とシミュレーションの統合ハイスループット法材料情報学

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科学分野:

  • 材料科学
  • 電気化学
  • データサイエンス

背景:

  • 電極-電解質界面（EEI）は、充電式バッテリーの性能と寿命にとって重要です。
  • EEIの理解と設計は複雑であり、高度な計算および実験的アプローチが必要です。

研究 の 目的:

  • EEIの理解と設計を変革するためのAIとビッグデータの戦略に関する包括的な視点を提供すること。
  • これらの戦略がバッテリーの性能と寿命を向上させる上で極めて重要な役割を強調すること。

主な方法:

  • 多様なデータセット生成のためのハイスループット実験とハイスループット計算（HTC）の統合。
  • データ分析と予測のためのAIオーケストレーションワークフローと機械学習モデルの利用。
  • 分子レベルのEEI理解とマクロスケールデバイス性能の統合。

主要な成果:

  • AIとビッグデータは、界面プロセスのメカニズム的基礎の解明を可能にします。
  • 界面挙動の予測と最適な材料の組み合わせのデータ駆動型発見が達成されます。
  • インテリジェントでデータ中心のフレームワークは、次世代バッテリーシステムの合理的なエンジニアリングを促進します。

結論:

  • AIとビッグデータは、充電式バッテリー開発に革新的な可能性を提供します。
  • データ標準化と相互運用性における課題に対処することが、将来の進歩にとって重要です。
  • インテリジェントフレームワークは、合理的な設計を通じてバッテリー技術を進歩させるための鍵となります。