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Updated: Apr 12, 2026

X-ray Powder Diffraction in Conservation Science: Towards Routine Crystal Structure Determination of Corrosion Products on Heritage Art Objects
Published on: June 8, 2016
Ambiguity of structure determination from a minimum of diffraction intensities
Ahmed Al-Asadi1, Dimitri Leggas2, Oleg V Tsodikov2
1Undergraduate Research Opportunities Program, University of Michigan, Ann Arbor, MI 48109, USA.
Crystal structure determination from diffraction data is ambiguous. This study quantifies that ambiguity, finding it increases exponentially with structure size, even with higher-resolution data.
Area of Science:
- Crystallography
- Materials Science
- Mathematical Chemistry
Background:
- The determination of crystal structures from diffraction intensities is a fundamental problem in materials science.
- Historically, the ambiguity in crystal structure determination has been recognized but not quantitatively understood.
- Bernstein's theorem provides a method to estimate the number of possible crystal structures from a minimal diffraction intensity dataset.
Purpose of the Study:
- To quantitatively estimate the ambiguity in determining two- and three-dimensional crystal structures from minimal diffraction intensity data.
- To extend the application of Bernstein's theorem to higher dimensions for structure determination.
- To analyze the impact of data resolution on structural ambiguity.
Main Methods:
- Utilizing Bernstein's theorem to analyze the number of possible crystal structures.
- Extending algebraic methods to estimate ambiguity in 2D and 3D crystal structures.
- Evaluating the effect of substituting low-resolution with high-resolution diffraction intensities.
Main Results:
- The ambiguity in crystal structure determination increases exponentially with the size of the structure.
- The number of possible crystal structures grows rapidly with increasing dimensionality.
- Substituting a small number of lower-resolution intensities with higher-resolution ones has minimal impact on ambiguity.
Conclusions:
- Crystal structure determination from minimal diffraction data is inherently ambiguous, with ambiguity escalating rapidly with structural complexity.
- The dimensionality and size of the crystal structure are critical factors influencing the degree of ambiguity.
- Data resolution plays a limited role in mitigating ambiguity when only a few substitutions are made in the minimal dataset.
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