← Latest papers
🔬 materials science

Local Structure and Dynamics of Three-Dimensional Covalent Organic Frameworks

By integrating synchrotron X-ray pair distribution function analysis with machine learning-accelerated molecular dynamics simulations, this study elucidates how the interplay between linker geometry, aromatic rigidity, and non-covalent interactions governs the distinct local structural flexibility and dynamic behavior of two three-dimensional imine-linked covalent organic frameworks.

Original authors: Francesco Tavani, Saber Mirzaei, Jian Yin, Yen-hsu Lin, Caden Myers, Cheng-Hung Lin, Milinda Abeykoon, Simon Billinge, Omar M. Yaghi

Published 2026-08-20
📖 5 min read🧠 Deep dive

Original authors: Francesco Tavani, Saber Mirzaei, Jian Yin, Yen-hsu Lin, Caden Myers, Cheng-Hung Lin, Milinda Abeykoon, Simon Billinge, Omar M. Yaghi

Original paper licensed under CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine a world built not of bricks and mortar, but of molecular Lego blocks, snapped together by strong chemical bonds to form vast, porous scaffolds. These structures, known as covalent organic frameworks, are made entirely of carbon, hydrogen, nitrogen, and oxygen, arranged in precise, repeating patterns. They are celebrated for their potential to store gases, filter pollutants, or speed up chemical reactions. For years, scientists have treated these materials like perfect, rigid crystals, assuming their atoms sit still in a fixed grid. However, in the real world, materials are rarely static. At the microscopic level, atoms vibrate, rings rotate, and entire sections of the framework flex and sway. Understanding this hidden motion is crucial because it dictates how easily a gas molecule can slip through a pore or how a catalyst might interact with a target. The challenge has been that standard ways of looking at these materials, which rely on averaging out the structure over a large area, often blur these local movements, making the material look perfectly still when it is actually bustling with activity.

To see this motion clearly, researchers Francesco Tavani, Omar Yaghi, and their colleagues turned to a powerful combination of high-energy X-rays and advanced computer simulations. They focused on two specific three-dimensional frameworks, COF-682 and COF-612, which were built from different types of molecular building blocks. One framework used a V-shaped component with an exposed, flat surface, while the other relied on a massive, flat sheet of fused carbon rings. The team collected data using a synchrotron, a giant machine that generates intense X-rays, to measure the distances between every pair of atoms in the material. This technique, known as pair distribution function analysis, acts like a detailed census of atomic spacing, capturing both the perfect order and the subtle disorder that standard methods miss. To make sense of this complex data, they ran millions of computer simulations that modeled how the atoms would move over time, using a sophisticated artificial intelligence system trained to predict atomic behavior with high accuracy. By comparing the simulated movements directly against the experimental X-ray data, they could confirm that their digital models were accurate enough to reveal the true, dynamic nature of these materials.

The results revealed that these frameworks are far more flexible than previously thought, but the type of flexibility depends entirely on the shape of their building blocks. In the first material, COF-682, the V-shaped building blocks stack on top of one another in a way that allows them to shift and slide. The researchers observed that these blocks do not sit perfectly flat against each other; instead, they adopt two distinct stacking styles. In one style, the blocks face each other directly with a gap of about 4.85 angstroms between them. In the other, they tilt at an angle of roughly 40 degrees, bringing them closer to a distance of 3.6 angstroms. These two modes coexist, and the blocks constantly fluctuate between them, causing the distance between layers to vary by nearly a full angstrom. This movement is not random chaos but a controlled flexibility, where the core of the molecule remains stable while the outer rings swing back and forth like a pendulum. The outer rings, which hang off the main structure, are particularly active, rotating and tilting significantly, which creates a dynamic environment inside the material's pores.

In contrast, the second material, COF-612, behaves very differently because of its massive, flat building blocks. Here, the large, fused carbon cores remain essentially locked in place, refusing to tilt or shift. The simulations showed that the tilt angle of these rigid cores is minimal, staying within a very narrow range of just 6 degrees. This rigidity means the core of the framework acts as a solid anchor, preventing the kind of layer-shifting seen in the first material. However, the material is not entirely stiff. The smaller rings attached to the edges of these massive cores still possess the freedom to swing and rotate, much like the outer rings in the first material. This creates a unique dynamic profile where the center of the structure is rock-solid, but the periphery remains fluid. The researchers found that the atoms on the very edge of these large blocks move with greater amplitude than those in the center, simply because they are farther from the anchor point, allowing a small rotation to translate into a larger physical movement.

The study concludes that the behavior of these materials is a balancing act between the stiffness of the core and the freedom of the edges. By choosing building blocks with specific shapes and sizes, scientists can tune how much a framework moves. If the goal is to create a material that can flex and adapt, using V-shaped blocks that can stack in multiple ways offers a path forward. If the goal is to maintain a precise, unchanging shape while still allowing some movement at the surface, the large, flat blocks provide that stability. This approach of combining X-ray measurements with computer modeling offers a new way to look at these materials, moving beyond the idea of them as static crystals to understanding them as living, breathing structures. It suggests that the future of designing these frameworks lies in mastering their local dynamics, ensuring that the material moves in just the right way to perform its intended function, whether that is capturing a specific gas or facilitating a chemical reaction.

Drowning in papers in your field?

Get daily digests of the most novel papers matching your research keywords — with technical summaries, in your language.

Try Digest →