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Updated: Jun 12, 2026

Interactive Molecular Model Assembly with 3D Printing
Published on: August 13, 2020
Topology of cyclo-octane energy landscape
Shawn Martin1, Aidan Thompson, Evangelos A Coutsias
1Computer Science and Informatics, Sandia National Laboratories, Albuquerque, New Mexico 87185-1316, USA. smartin@sandia.gov
Abstract:
Understanding energy landscapes is a major challenge in chemistry and biology. Although a wide variety of methods have been invented and applied to this problem, very little is understood about the actual mathematical structures underlying such landscapes. Perhaps the most general assumption is the idea that energy landscapes are low-dimensional manifolds embedded in high-dimensional Euclidean space. While this is a very mild assumption, we have discovered an example of an energy landscape which is nonmanifold, demonstrating previously unknown mathematical complexity. The example occurs in the energy landscape of cyclo-octane, which was found to have the structure of a reducible algebraic variety, composed of the union of a sphere and a Klein bottle, intersecting in two rings.
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