← Back to Research Radar
Academic Publication Academic Publication

GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters

131
Citations
April 25, 2025
Published Date

Research Abstract & Technology Focus

AbstractIn this work, we propose a new Global Optimization Algorithm (GOAT) for molecules and clusters of atoms and show how it can find the global energy minima for both systems without resorting to molecular dynamics (MD). This avoids the potential millions of time‐consuming gradient calculations required by a long MD run. Because of that, it can be used with any regular quantum chemical method, even with the costlier hybrid DFT. We showcase its accuracy by running it on various systems, from organic molecules to water clusters, metal complexes, and metal nanoparticles, comparing it with state‐of‐the‐art methods such as the Conformer‐Rotamer Ensemble Sampling Tool (CREST). We also discuss its underlying theory and mechanisms for succeeding in challenging cases. GOAT is, in general, more efficient and accurate than previous algorithms in finding global minima and succeeds in cases where others cannot due to the free choice for the Potential Energy Surface (PES).
global optimization algorithm molecules atomic clusters
Read Full Literature

AI Semantic Synergy Context

Connecting this academic literature to real-world market discussions and products.

crossref.org › academic paper
100%
🔥

GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters

AbstractIn this work, we propose a new Global Optimization Algorithm (GOAT) for molecules and clusters of atoms and show how it can find the global energy minima for both systems without resorting ...
roipad.com › narrative analysis
0%

Global Optimization

The release of the `scgo` Python package signals a technical trend in computational chemistry and materials science, applying advanced global optimization algorithms like Basin Hopping and Genetic ...
roipad.com › trend story
0%

scgo 0.4.0

Global optimization of atomic clusters using ASE with Basin Hopping and Genetic Algorithms, MLIP calculators (MACE, UMA), surface/adsorbate workflows, and NEB transition-state search.
roipad.com › trend story
0%

scgo 0.2.0

A modern Python package for global optimization of atomic clusters using ASE with Basin Hopping and Genetic Algorithms. Features clean code, comprehensive testing, and support for multiple energy c...
roipad.com › trend story
0%

scgo 0.1.0

A modern Python package for global optimization of atomic clusters using ASE with Basin Hopping and Genetic Algorithms. Features clean code, comprehensive testing, and support for multiple energy c...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters'?

This literature focuses on: AbstractIn this work, we propose a new Global Optimization Algorithm (GOAT) for molecules and clusters of atoms and show how it can find the global energy minima for both systems without resorting to molecular dynamics (MD). This avoids the potent...

Are there open-source GitHub repositories related to GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters?

Yes, open-source projects like BigBodyCobain/Shadowbroker (Open-source intelligence for the global theater. Track everything from the corporate/private jets of the wealthy, and spy satellites, to seismic ev...) are actively building upon these concepts.

Which startups are commercializing the technology behind GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters?

Products like Straude are bringing this to market. Their focus is: Strava for Claude Code, the global tokenmaxxing Leaderboard.

What other academic literature is closely related to 'GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters'?

Yes, highly correlated activity was mapped. An entry titled 'GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters' discusses this: AbstractIn this work, we propose a new Global Optimization Algorithm (GOAT) for molecules and clusters of atoms and show how it can find the global...

Are there commercial applications of 'GOAT: A Global Optimization Algorithm for Molecules and Atomic Clusters' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Global Optimization' discusses this: The release of the `scgo` Python package signals a technical trend in computational chemistry and materials science, applying advanced global optim...

Cite this Market Intelligence Report

Reference our AI-mapped synergy between this research and the commercial market to instantly build authority.

Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

  • GitHub
    BigBodyCobain/Shadowbroker
    Open-source intelligence for the global theater. Track everything f...
  • GitHub
    alchaincyf/darwin-skill
    达尔文.skill —— 一个让你的Skill无限进化的系统：评估→改进→测试→保留...
  • Product Hunt
    Straude
    Strava for Claude Code, the global tokenmaxxing Leaderboard
  • Product Hunt
    Cleo Labs
    Automate global compliance for selling physical products

Enterprise Ecosystem Mentions

Associated Media Narrative