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Updated: Feb 3, 2026

Supercritical Nitrogen Processing for the Purification of Reactive Porous Materials
Published on: May 15, 2015
Stochasticity in materials structure, properties, and processing-A review
Robert Hull1, Pawel Keblinski1, Dan Lewis1
1Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute, Troy, New York 12180, USA.
Materials exhibit stochasticity, or unpredictable fluctuations, impacting structure and properties. Understanding and controlling these inherent variations can unlock new possibilities for materials design.
Area of Science:
- Materials Science
- Statistical Mechanics
Background:
- Stochasticity, defined as unpredictable fluctuations in material structure, chemistry, or kinetics, is a fundamental aspect of materials science.
- Existing research often focuses on specific types of stochasticity, necessitating a broader framework.
Purpose of the Study:
- To review and categorize the concept of stochasticity in materials.
- To develop a mathematical framework for describing materials stochasticity.
- To explore the implications of stochasticity for materials properties and design.
Main Methods:
- Review of existing literature on materials stochasticity.
- Development of a generalized mathematical framework for stochasticity.
- Analysis of specific classes of stochasticity including equilibrium, structural/compositional, kinetic, and frustration/degeneracy.
Main Results:
- Six classes of stochasticity are identified, with a focus on four inherent to materials.
- A mathematical framework is presented and applied to describe these inherent stochastic phenomena.
- Stochasticity at small scales influences macroscopic properties, and processing can amplify these effects.
Conclusions:
- Stochasticity is a critical factor influencing material properties and behavior across various scales.
- Predicting and controlling materials stochasticity offers a new avenue for innovative materials design.
- Integrating stochastic descriptions into materials design can lead to enhanced performance and novel functionalities.
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