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Published on: July 16, 2015
Probing disorder-induced Fisher information matrix and Cramér-Rao bound by STM
Lucas Alves Oliveira1, Wei Chen1
1Department of Physics, PUC-Rio, 22451-900 Rio de Janeiro, Brazil.
Summary
We introduce information geometry to analyze disordered solids. This approach quantifies electron energy and position variations using Fisher information, offering new insights into the local density of states.
Area of Science:
- Condensed Matter Physics
- Quantum Mechanics
- Materials Science
Background:
- The electronic local density of states (LDOS) describes electron probability in solids.
- Disordered systems exhibit spatial variations in LDOS, complicating analysis.
- Existing methods may not fully capture the impact of disorder on electron properties.
Purpose of the Study:
- To develop a novel framework for analyzing the local density of states in disordered solids.
- To quantify the impact of disorder on electron energy and position distributions.
- To connect information geometry concepts with experimental measurements like scanning tunneling microscopy.
Main Methods:
- Constructing a real-space Fisher information matrix by treating energy as a random variable.
- Constructing an energy-space Fisher information by treating position as a random variable.
- Applying Cramér-Rao bounds to establish limits on electron energy and position variance.
Main Results:
- The proposed Fisher information matrices effectively quantify LDOS variations due to disorder.
- Cramér-Rao bounds provide fundamental limits on electron energy and position variance.
- New interpretations of the local density of states emerge from this information-theoretic approach.
Conclusions:
- Information geometry offers a powerful lens for understanding electron behavior in disordered materials.
- The formalism bridges theoretical concepts with practical scanning tunneling microscopy measurements.
- This work advances the study of electronic properties in disordered metals and topological insulators.

