method

molecular dynamics simulation

A computer simulation method that tracks the motion of every atom to study the behavior of a system over time.
35 related articles

Description

Molecular dynamics simulation is a computational technique that models the physical movements of atoms and molecules over time. By numerically solving Newton's equations of motion for every particle in a system, it provides a detailed, atomistic view of how materials evolve, from simple liquids to complex biological molecules. This method bridges the gap between microscopic interactions and macroscopic properties, allowing researchers to observe phenomena that are difficult or impossible to capture experimentally.

History

The method was pioneered in the late 1950s by Berni Alder and Thomas Wainwright, who simulated hard spheres, and later extended by Aneesur Rahman in 1964 with a realistic potential for liquid argon.

How it works

The simulation starts with a defined set of atoms, their positions, velocities, and interaction potentials. At each time step, forces on every atom are calculated from these potentials, and the equations of motion are integrated to update positions and velocities. This process is repeated thousands or millions of times, generating a trajectory that reveals the system's dynamics, such as diffusion, phase transitions, or mechanical responses.

In practice

It is widely used in drug discovery to study protein-ligand binding, in materials science to design new alloys, and in understanding cavitation and shock waves, as highlighted in the title about a hundred billion atoms revealing sound cavitation.

Fun fact

Modern simulations can track over a hundred billion atoms, as demonstrated in a recent study of sound cavitation, making them powerful tools for exploring extreme conditions.

Concept graph →

Related articles · 35

Chemical Physics2026-08-211 minarXiv:2608.21322express
Counting Protein Jitters in Seconds
A protein in a cell doesn't hang motionless like a mannequin in a store window. Its atoms are constantly jiggling, stretching, and bending, like a plucked guitar string that keeps vibrating after you strum it. To understand how a protein works, you need to know how tightly each part holds onto its neighbors.
Biological Physics2026-08-182 minarXiv:2608.17460express
Protein Explodes Under X-rays
A tennis ball hits a sandcastle. The castle crumbles, but by where and how far the grains of sand fly, you can guess the castle's shape. That's roughly how the method of exploding proteins with X-rays works. The laser beam is so powerful that the protein molecule loses electrons and flies apart into charged fragments, like the castle under the ball's impact.
Proteins: How Molecules Pass the Signal
A protein is like a tiny machine that switches on and off on command. The command arrives when another molecule sticks to it, like a key in a lock. The protein then changes shape and passes the signal along. But exactly how the signal travels inside the protein has long been a mystery.
Why Perovskite Solar Cells Age
A perovskite solar cell is like a young athlete: it performs brilliantly at first, but tires with age. Over eight hours, its performance drops noticeably, with no visible cause like cracks or dust. Scientists took one cell and recorded its performance at 0, 90, 280, and 480 minutes of its life.
Chemical Physics2026-08-081 minarXiv:2608.08357express
How to Calculate Liquid Mixing at the Atomic Level
When sugar goes into tea, it dissolves. But why doesn't it just fall back out? It's all about chemical potential — a quantity that shows how 'favorable' it is for a substance to be in a given place and state. For a pure substance, it's easy to calculate, but for a mixture of several components, it's a real puzzle.
Statistical Mech2026-07-192 minarXiv:2607.17072express
Chemistry Under the Metronome
A kitchen mixer runs at a single speed, but start jabbing the button and the mixture whips up differently. Chemical reactions behave much the same way when the rates of their individual steps are not constant but pulse over time.
Materials2026-07-063 minarXiv:2607.05321
How a Polyglot Neural Network Uncovered an Atomic Secret: Why Protective Coatings Destroy Solar Cells
Hybrid perovskites are the rising stars of photovoltaics: their efficiency is growing so fast it feels like we're on the brink of a solar revolution. But these materials, like intricate atomic mosaics, are extremely vulnerable — moisture, heat, and light quickly turn them to dust.
q-bio.BM2026-07-052 minarXiv:2607.04134express
A Protein Dances to the Music of Fourier
A protein in a cell is not a frozen sculpture. It is constantly in motion: bending, breathing, jittering. This motion, its dynamics, determines how the protein works. But peering directly into the dance is hard, and computer simulations often demand enormous computing power. A new approach, named DynaMode, views protein motion as a musical piece.
Plasma Physics2026-07-051 minarXiv:2607.04390express
Digital Vision for a Fusion Reactor
Inside a fusion reactor, plasma rages — a gas heated to millions of degrees. There are no direct windows, and cameras and sensors quickly fail. Engineers see only fragments of information: a few sensors at scattered points. It's like trying to grasp a symphony from the sound of three microphones in a vast hall.
q-bio.BM2026-06-071 minarXiv:2606.08647express
Proteins: From Still Pictures to a Living Dance
For a long time, we only saw proteins in their final form — like photographs of dancers frozen in a beautiful pose. Programs like AlphaFold learned to predict that pose from a chain of carbon links. But the real magic is how a protein finds this shape faster than you can blink, performing a swift dance.
Chemical Physics2026-05-242 minarXiv:2605.24895express
NMR Radar for Invisible Molecules
Many chemical transformations resemble assembling furniture in complete darkness: you see the starting parts and the finished cabinet, but the assembly itself remains a mystery. The intermediate states, like awkward positions of the craftsman's hands, vanish too quickly to be discerned.
Quantum Gases2026-05-221 minarXiv:2605.23881express
Time Crystals: Eternal Ticking Clocks Made of Atoms
A time crystal resembles an eternal clock: its atoms spontaneously perform rhythmic movements. In ordinary clocks, a pendulum is driven by a spring or battery, but here the motion arises without an energy supply — the system simply returns to its initial state at regular intervals. This idea was proposed by Frank Wilczek in 2012.
Statistical Mech2026-05-092 minarXiv:2605.09148express
How to Tune a Molecular Motor Without Losing Your Mind
Imagine a factory where hundreds of tiny assembly lines run nonstop. Each line is a molecular motor that converts chemical fuel into motion. To make the motor go faster or in the right direction, an engineer tweaks the settings — the shape of parts, the strength of interactions.
Quantum Physics2026-05-052 minarXiv:2605.03298express
Molecular Attoscope Captures the Dance of Electrons and Nuclei
In a benzene molecule, electrons buzz around the nuclei like a swarm of bees around a hive. But this swarm doesn't just hum: it pulses: every 856 attoseconds, the electron cloud completes a full oscillation cycle. The hive itself, the carbon nuclei, rocks more slowly, with a period of 36 femtoseconds.
Materials2026-03-311 minarXiv:2603.29462express
Movies for the Nanoworld: Watching Atoms in Motion
A tiny gold star melts under the beam of an electron microscope, its points slowly rounding off. In the past, such a process could only be seen in snapshots taken with long pauses, and the probing beam itself would alter the sample.
Galaxies2026-03-291 minarXiv:2603.27741express
How AI Watches Over Cosmic Bubbles
Superbubbles are cosmic giants, akin to soap bubbles, but instead of soap film, they contain rarefied interstellar gas, and they're inflated not by a breath but by a series of supernova explosions. In computer simulations, they behave like living things: they grow, cool, and move. But until now, we couldn't precisely trace their boundaries.
Plasma Physics2026-03-291 minarXiv:2603.27828express
Plasma without a textbook
Plasma is a gas in which electrons are stripped from atoms, behaving like a soup of charged particles. To predict how such a soup flows and heats up, you need to know how particles collide and exchange energy.
Materials2026-03-281 minarXiv:2603.27430express
Memory Material: Neural Networks Replace Molecules
Viscoelastic materials — polymers that, like dough, retain a memory of every touch: their response to impact depends on their deformation history. Maxwell and Boltzmann provided the mathematical description long ago.
Materials2026-03-251 minarXiv:2603.24776express
Gold breathes in liquid
Gold nanoparticles in liquid are like tiny living creatures: they constantly change their internal structure, as if breathing. Scientists managed to peek into this process using an electron microscope that takes snapshots every millisecond, and a neural network that cleans the images from noise.
Materials2026-03-221 minarXiv:2603.21207express
How a Seven-Metal Alloy Develops a Memory
A seven-metal alloy is like a team where every player is pulling the blanket their own way. Atoms of iron, cobalt, nickel, aluminum, titanium, tantalum, and vanadium can either fall into a strict pattern or scatter into random positions. This determines whether the material will be as strong as steel or as light as aluminum.
How to Feel an Invisible Boundary Between Two Liquids
The boundary between two liquids is like an invisible skin: it's there, but you can't touch it with your finger. Scientists have found a way to measure its elasticity without touching it. They made a tiny probe oscillate above the surface, and between the probe and the interface lay a thin film of liquid.
Materials2026-03-182 minarXiv:2603.18058express
The Crystal That Remembers: How to Revive Computer Memory
Deep inside every hard drive or flash drive lies a material that can 'remember' an electric field. Such a material is called a ferroelectric. When you apply a voltage, tiny regions inside the crystal (domains, like compass needles) flip. Flip the needle one way, you've written a one; flip it back, a zero. But what happens to the atoms at the moment of that flip?
Chemical Physics2026-03-181 minarXiv:2603.18291express
Why Molecules Don't Sing Just One Note
Strike a tuning fork, and it rings with a single pure note. But if the fork is trembling and people are chattering nearby, the sound won't be perfect. Same with molecules: each one absorbs light of a specific color, but due to its own vibrations and the jostling of neighbors, that color gets smeared out. The authors of the paper figured out how to show this to students without complex formulas.
Mesoscale2026-03-081 minarXiv:2603.07706express
How to See a Molecule's Shape Under a Microscope
A scanning tunneling microscope probes a molecule with an ultra-fine tip and maps its relief. But the image is flat, while the molecule is three-dimensional. How do you guess a person's pose from their shadow on a wall?
Materials2026-03-072 minarXiv:2603.07321express
How to Make Atoms Move Slowly
Tearing apart an aluminum cube just a few nanometers wide is like trying to watch a droplet fall in slow motion when the camera itself is firing at machine-gun speed. Atoms inside the metal vibrate trillions of times per second, while real deformation in the lab takes minutes.
How to Teach a Soft Material to Flow on Command
Thick honey spreads slowly across a plate. In such a world, where friction suppresses inertia, motion is governed not by force but by viscosity. This is how many soft materials behave: polymer gels, colloidal suspensions, the contents of living cells.
Fidgety Molecules: How Internal Order Changes Behavior
A drop of ink in a glass of water spreads out on its own. But if the ink were made of tiny motors, they wouldn't just spread: they'd crawl, jostle, and cluster into swarms. Such self-propelled particles are called active. You can assemble them into molecules like beads on a bracelet. And here's the surprise: the order of beads on the bracelet changes everything.
A Student Who Learned Physics from a Textbook
A student learned physics from a textbook and is taking an exam. The first two problems are solved brilliantly, but on the third, they err on something not covered in the book. That is roughly what the hybrid atmospheric model NeuralGCM faced when run through three levels of testing: cyclones, El Niño, and anomalous warming.
Atomic Physics2026-01-292 minarXiv:2601.21949express
Broken Bond Makes a Molecule Dance
A chemical bond is like a stretched spring between atoms. When it's snapped, the molecular fragments fly apart, but they don't freeze: they keep vibrating, like a plucked string. That's exactly the vibration a team of researchers caught when they broke a methyl iodide molecule with an ultraviolet laser.
Salt, Water, and Invisible Pairs
Salt in a glass of water is a crowd of charged particles. When there's plenty of water, each particle floats on its own, wrapped in a thick fur coat of water molecules. But as you keep adding salt, the water runs out for everyone, and the particles start seeking each other out. First, they stick together in pairs, then in larger clumps.
Fluid Dynamics2026-01-202 minarXiv:2601.13594express
A Hundred Billion Atoms Show How Acoustic Cavitation Is Born
Ultrasound in a liquid is like shaking a bottle of soda vigorously: shake it, and bubbles appear. In science, this is called cavitation, and the bubbles don't just float around: they are born, grow, and collapse with tremendous force.
Quantum Physics2026-01-071 minarXiv:2601.04305express
Birth of the Universe from False Vacuum: Why Some Bubbles Expand and Others Collapse
Our Universe may have arisen from a highly unstable state that physicists call the false vacuum. Imagine a glass of water cooled below its freezing point: the liquid remains liquid only until the first jolt, which instantly triggers crystallization into ice.
Biological Physics2025-12-171 minarXiv:2512.15213express
Quantum Spinning Top: How a Molecule Detects Weak Magnetic Fields
Inside a living cell, a tiny carbon spinning top whirls — a molecule billionths of a meter across. An ordinary top falls quickly, but this one behaves differently: it can spin in both directions at once, like a quantum coin perpetually frozen mid-fall. This superposition of motions is key to its strange selectivity.
Chameleon Crystal: How Six Ions Mimic Molecular Isomerization
Six barium ions lined up in a flat hexagon inside a Paul trap, a device that holds charged particles with oscillating electric fields. But a slight change in the shape of the trapping potential made the crystal rearrange: one ion moved to the center, and the other five formed a ring around it.