Related Experiment Video
Updated: Sep 30, 2025

Modeling the Functional Network for Spatial Navigation in the Human Brain
Published on: October 13, 2023
Physics in nonfixed spatial dimensions via random networks.
Ioannis Kleftogiannis1, Ilias Amanatidis2
1Physics Division, National Center for Theoretical Sciences, Hsinchu 30013, Taiwan.
We explored quantum electronic properties in random networks, finding graphene-like behavior and localized states. As network connectivity increases, these properties diminish, revealing universal physics across dimensions.
Area of Science:
- Condensed Matter Physics
- Quantum Mechanics
- Network Science
Background:
- Random networks lack fixed spatial dimensions, posing challenges for understanding their electronic properties.
- Quantum statistical electronic properties in such systems are not well-understood, particularly regarding dimensionality effects.
Purpose of the Study:
- To investigate the quantum statistical electronic properties of random networks.
- To characterize phenomena like persistent localized states (PLS) and their relation to dimensionality.
- To explore the transition of network properties with increasing connectivity.
Main Methods:
- Analysis of the density of states (DOS) and inverse participation ratio (IPR).
- Calculation of the spatial dimension (D) and its fluctuations.
- Comparison of network properties to graphene lattices and random matrix theory.
Main Results:
- Observed graphene-like density of states and linear dispersion at low connectivity (small R).
- Identified persistent localized states (PLS) at various energies, indicating zero-dimensional (0D) and one-dimensional (1D) quantum orders.
- Found that increasing connectivity (R) leads to a Wigner semicircle DOS and disappearance of PLS.
- Calculated non-integer spatial dimensions (D) with logarithmic dependence on R.
Conclusions:
- Universal physical phenomena can emerge in systems regardless of their spatial dimension.
- The study provides insights into emergent spacetime and quantum gravity concepts.
- Persistent localized states in random networks exhibit dimensional order (0D and 1D).
Related Concept Videos
Random Variables
Uppercase letters such as X or Y denote a random variable. Lowercase letters like x or y denote the value of a random variable. If X is a random variable, then X is written in words, and x is given as a number.
For example, let X = the...
Collisions in Multiple Dimensions: Introduction
Dimensional Analysis
Dimensional analysis allows us to analyze and compare physical quantities on a...
Problem Solving: Dimensional Analysis
Dimensionless Groups in Fluid Mechanics
Force and Potential Energy in Three Dimensions

