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Generic strategies for chemical space exploration
Jakob L Andersen1, Christoph Flamm2, Daniel Merkle3
1Department of Mathematics and Computer Science, University of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark; Max Planck Institute for Mathematics in the Sciences, Inselstraße 22 D-04103 Leipzig, Germany.
Exploring vast chemical spaces requires efficient strategies. This study introduces partial application of rewrite rules within graph-rewriting systems for novel chemical exploration and analysis.
Area of Science:
- Computational Chemistry
- Graph Theory
- Systems Biology
Background:
- Chemical synthesis explores vast molecular universes, posing combinatorial challenges.
- Analyzing biochemical reaction networks is crucial for understanding chemical and biological systems.
- Graphs and graph rewriting offer natural models for molecules and reactions.
Purpose of the Study:
- To develop a framework for specifying exploration strategies in graph-rewriting systems.
- To address the combinatorial complexity of exploring large chemical spaces.
- To enable efficient analysis of complex reaction networks.
Main Methods:
- Introducing partial applications of rewrite rules, inspired by functional programming's partial evaluation.
- Utilizing graph-rewriting systems to model molecules and chemical reactions.
- Applying the framework to complex reaction networks in carbohydrate chemistry.
Main Results:
- Demonstrated the feasibility of a high-level strategy framework for chemical exploration.
- Successfully applied the framework to complex carbohydrate chemistry reaction networks.
- Showcased the framework's versatility beyond chemistry, including puzzle game emulation.
Conclusions:
- The proposed framework provides a powerful tool for navigating and analyzing complex chemical spaces.
- Partial application of rewrite rules offers an efficient strategy for exploring vast molecular universes.
- The framework's adaptability extends its utility to diverse computational modeling tasks.
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