Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Batteries and Fuel Cells03:12

Batteries and Fuel Cells

30.7K
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...
30.7K
Energy to Drive Translocation01:37

Energy to Drive Translocation

2.7K
Mitochondrial protein import is powered by two distinct energy sources: ATP hydrolysis and electrochemical potential across the inner membrane. Newly synthesized precursors are bound by cytosolic chaperones of the Hsp70 family, which guide them to the import receptors on the mitochondrial surface. Utilizing the energy of ATP hydrolysis, Hsp70 chaperones transfer these precursors to the TOM receptors on the mitochondrial outer membrane.
Generally, polypeptides are unfolded by two distinct...
2.7K
Electron Carriers01:24

Electron Carriers

91.4K
Electron carriers can be thought of as electron shuttles. These compounds can easily accept electrons (i.e., be reduced) or lose them (i.e., be oxidized). They play an essential role in energy production because cellular respiration is contingent on the flow of electrons.
Over the many stages of cellular respiration, glucose breaks down into carbon dioxide and water. Electron carriers pick up electrons lost by glucose in these reactions, temporarily storing and releasing them into the electron...
91.4K
Voltaic/Galvanic Cells02:47

Voltaic/Galvanic Cells

63.0K
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,...
63.0K
ATP Driven Pumps I: An Overview01:27

ATP Driven Pumps I: An Overview

9.7K
ATP-driven pumps, also known as transport ATPases, are integral membrane proteins. They have binding sites for ATP located on the membrane's cytosolic side and the ion-conducting domain in the transmembrane region. These pumps use the free energy released from ATP hydrolysis to move the solutes across cell membranes against an electrochemical gradient.
There are four main types of ATP-driven pumps - P-type, V-type, F-type, and ABC transporter. All these pumps are of varying complexities and...
9.7K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Adsorption-Mediated Sodium Compensation for Hard Carbon Anodes Enabled by Soft-Contact Presodiation.

Angewandte Chemie (International ed. in English)·2026
Same author

Data-Driven Insights into the High-Throughput Design of Weakly Solvating Electrolytes for Lithium Metal Batteries.

Advanced materials (Deerfield Beach, Fla.)·2026
Same author

Blocking oxidation of α-hydrogens enables non-fluorinated solvents to achieve high-potential stability in lithium batteries.

Nature chemistry·2026
Same author

Bond Competition in Iron Dissolution from Spinel Oxides during Water Oxidation.

The journal of physical chemistry letters·2026
Same author

Regulating Lithium Bond to Reduce Polysulfide Parasitic Reactivity for High-Stability Lithium Metal Anode.

Angewandte Chemie (International ed. in English)·2026
Same author

Accelerated Defluorination Kinetics for an Ultrathin Solid-Electrolyte Interphase in Durable Lithium Metal Batteries.

Journal of the American Chemical Society·2025

Related Experiment Video

Updated: Jan 17, 2026

Elemental-sensitive Detection of the Chemistry in Batteries through Soft X-ray Absorption Spectroscopy and Resonant Inelastic X-ray Scattering
07:55

Elemental-sensitive Detection of the Chemistry in Batteries through Soft X-ray Absorption Spectroscopy and Resonant Inelastic X-ray Scattering

Published on: April 17, 2018

13.2K

Accelerating battery innovation: AI-powered molecular discovery.

Yu-Chen Gao1, Xiang Chen1,2,3, Yu-Hang Yuan1

  • 1Beijing Key Laboratory of Complex Solid State Batteries & Tsinghua Center for Green Chemical Engineering Electrification, Department of Chemical Engineering, Tsinghua University, Beijing 100084, P.R. China. xiangchen@mail.tsinghua.edu.cn.

Chemical Society Reviews
|September 22, 2025
PubMed
Summary

Artificial intelligence (AI) accelerates molecular design for advanced batteries, enhancing energy density, lifespan, and safety. This review explores AI strategies, algorithms, and applications for sustainable energy innovations.

More Related Videos

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
05:37

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization

Published on: August 22, 2025

615
In Situ Neutron Powder Diffraction Using Custom-made Lithium-ion Batteries
11:25

In Situ Neutron Powder Diffraction Using Custom-made Lithium-ion Batteries

Published on: November 10, 2014

16.2K

Related Experiment Videos

Last Updated: Jan 17, 2026

Elemental-sensitive Detection of the Chemistry in Batteries through Soft X-ray Absorption Spectroscopy and Resonant Inelastic X-ray Scattering
07:55

Elemental-sensitive Detection of the Chemistry in Batteries through Soft X-ray Absorption Spectroscopy and Resonant Inelastic X-ray Scattering

Published on: April 17, 2018

13.2K
Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
05:37

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization

Published on: August 22, 2025

615
In Situ Neutron Powder Diffraction Using Custom-made Lithium-ion Batteries
11:25

In Situ Neutron Powder Diffraction Using Custom-made Lithium-ion Batteries

Published on: November 10, 2014

16.2K

Area of Science:

  • Materials Science
  • Electrochemistry
  • Computational Chemistry

Background:

  • The global energy transition requires advanced battery technologies to combat climate change.
  • Molecular engineering is crucial for improving battery performance metrics like energy density, cycling lifespan, and safety.

Purpose of the Study:

  • To systematically review the integration of artificial intelligence (AI) in molecular discovery for next-generation batteries.
  • To address the transformative potential and sustainability challenges of AI in battery development.

Main Methods:

  • Delineation of multidimensional strategies for molecular representation to create machine-readable inputs for AI.
  • Systematic summarization of AI algorithms, including classical machine learning, deep learning, and large language models.
  • Illustration of AI-powered predictions for key electrochemical properties (redox potential, viscosity, dielectric constant).

Main Results:

  • AI facilitates molecular design through chemical knowledge discovery, high-throughput virtual screening, and oriented molecular generation.
  • AI integration enables high-throughput experimentation for accelerated battery material development.
  • AI-driven predictions significantly enhance the understanding and optimization of electrochemical properties.

Conclusions:

  • AI is pivotal in accelerating molecular design for next-generation battery systems.
  • Integrating molecular databases, algorithms, computational power, and autonomous experimental platforms is key for future innovations.
  • AI is expected to drive sustainable energy innovations through advanced battery development.