Related Experiment Video
Updated: May 18, 2026

08:55
Methods of Ex Situ and In Situ Investigations of Structural Transformations: The Case of Crystallization of Metallic Glasses
Published on: June 7, 2018
Paramagnetic and glass transitions in sudoku
1SUPA, School of Physics and Astronomy, The University of Edinburgh, Edinburgh EH9 3JZ, United Kingdom.
Summary
Sudoku puzzles serve as a novel model for studying glassy systems. This research reveals two temperature-driven transitions, including a glass transition, offering insights into frustrated systems and information entropy.
Area of Science:
- Statistical mechanics
- Complex systems
- Computational physics
Background:
- Sudoku puzzles offer a rare example of frustrated systems with a unique ground state.
- Traditional models for frustrated or glassy systems are complex and difficult to obtain.
- Recasting Sudoku as a thermodynamic system provides a unique, accessible model.
Purpose of the Study:
- To investigate the statistical mechanics of a Sudoku-based model for frustrated and glassy systems.
- To explore the thermodynamic properties and phase transitions of this novel model.
- To demonstrate the utility of Sudoku puzzles as solvable model Hamiltonian systems.
Main Methods:
- Developed a
- sudoku Hamiltonian
- where energy is defined by violated rules.
- Employed Monte Carlo simulations to analyze system behavior as a function of temperature.
- Utilized repeated annealing to determine residual glass entropy and identify multiple ground states.
Main Results:
- Observed two temperature-dependent transitions: a paramagnetic and a glass transition.
- The intermediate condensed phase was found to reach the ground state (solve the puzzle).
- Both transitions were associated with entropy changes, with a peak in specific heat for paramagnetism and residual entropy for the glass phase.
Conclusions:
- Sudoku puzzles exhibit rugged energy landscapes characteristic of physical glasses.
- Simulations indicate an increase in information entropy with decreasing temperature in the glass phase.
- These puzzles serve as valuable, accessible model systems for studying the glass transition and frustrated systems.
More Related Videos
Related Concept Videos
Paramagnetism
Paramagnets are materials with unpaired electrons that possess a finite magnetic moment. In the absence of a magnetic field, these moments are randomly oriented, and thus the net moment is zero. Under an external field, a torque acting on the moments tends to align them along the field's direction. However, the random thermal motion of electrons produces a torque opposite to the external field and tries to disorient the moments. These two competing effects align only a few moments along the...
Diamagnetism
Materials consisting of paired electrons have zero net magnetic moments. However, when these materials are placed under an external magnetic field, the moments opposite to the field are induced. Such materials are called diamagnets. Diamagnetism is the response of the diamagnets when placed in an external magnetic field.
Diamagnetism was discovered by Anton Brugmans in 1778 when he observed that bismuth gets repelled by magnetic fields, thus theorizing that diamagnets get repelled by magnets.
Diamagnetism was discovered by Anton Brugmans in 1778 when he observed that bismuth gets repelled by magnetic fields, thus theorizing that diamagnets get repelled by magnets.
Colors and Magnetism
Color in Coordination Complexes
When atoms or molecules absorb light at the proper frequency, their electrons are excited to higher-energy orbitals. For many main group atoms and molecules, the absorbed photons are in the ultraviolet range of the electromagnetic spectrum, which cannot be detected by the human eye. For coordination compounds, the energy difference between the d orbitals often allows photons in the visible range to be absorbed and emitted, which is seen as colors by the human eye.
When atoms or molecules absorb light at the proper frequency, their electrons are excited to higher-energy orbitals. For many main group atoms and molecules, the absorbed photons are in the ultraviolet range of the electromagnetic spectrum, which cannot be detected by the human eye. For coordination compounds, the energy difference between the d orbitals often allows photons in the visible range to be absorbed and emitted, which is seen as colors by the human eye.
Ferromagnetism
Materials like iron, nickel, and cobalt consist of magnetic domains, within which the magnetic dipoles are arranged parallel to each other. The magnetic dipoles are rigidly aligned in the same direction within a domain by quantum mechanical coupling among the atoms. This coupling is so strong that even thermal agitation at room temperature cannot break it. The result is that each domain has a net dipole moment. However, some materials have weaker coupling, and are ferromagnetic at lower...
Magnetic Susceptibility and Permeability
In linear magnetic materials, like paramagnets and diamagnets, magnetization is proportional to the magnetic field intensity. The constant of proportionality, a dimensionless number, is called magnetic susceptibility. The value of the susceptibility depends on the type of material.
When diamagnetic materials are placed under an external magnetic field, the moments opposite to the field are induced. Hence, the susceptibility for diamagnets has a minimal negative value of 10-5–10-6. Since...
When diamagnetic materials are placed under an external magnetic field, the moments opposite to the field are induced. Hence, the susceptibility for diamagnets has a minimal negative value of 10-5–10-6. Since...
Magnetic Fields
A moving charge or a current creates a magnetic field in the surrounding space, in addition to its electric field. The magnetic field exerts a force on any other moving charge or current that is present in the field. Like an electric field, the magnetic field is also a vector field. At any position, the direction of the magnetic field is defined as the direction in which the north pole of a compass needle points.
A magnetic field is defined by the force that a charged particle experiences...
A magnetic field is defined by the force that a charged particle experiences...

