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Updated: Mar 24, 2026

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Published on: July 14, 2023
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Summary
Vertex degree weighted path indices effectively predict octane physicochemical properties. Optimized combinations with Universal matrix elements yield the best predictive accuracy, reaching R=0.994.
Area of Science:
- Computational Chemistry
- Cheminformatics
- Quantitative Structure-Property Relationships (QSPR)
Background:
- Topological indices are crucial for predicting molecular properties.
- Vertex degree weighted path indices offer a promising approach for characterizing molecular structure.
- Octanes represent a fundamental class of hydrocarbons with diverse physicochemical properties.
Purpose of the Study:
- To evaluate the efficacy of vertex degree weighted path indices (P(N)) in predicting physicochemical properties of octanes.
- To explore the synergistic effects of combining these indices through mutual optimization.
- To investigate the performance enhancement achieved by integrating Universal matrix elements.
Main Methods:
- Calculation of various vertex degree weighted path indices (P(1) to P(4)).
- Application of mutual optimization techniques for index combinations.
- Integration of Universal matrix elements into optimized index combinations.
- Correlation analysis (R-value) to assess predictive accuracy.
Main Results:
- Individual vertex degree weighted path indices (P(1)-P(4)) showed good predictive power for octane properties (|R| up to 0.999).
- Mutually optimized combinations of P(1)-P(4) indices improved predictions (worst case R > 0.9).
- The best predictive accuracy (R = 0.994) was achieved using mutually optimized combinations of selected indices with Universal matrix elements.
- Certain vertex degree weighted path one indices generated regular sequences for octane isomers with increasing branching.
Conclusions:
- Vertex degree weighted path indices are effective descriptors for octane physicochemical properties.
- Mutual optimization significantly enhances the predictive capability of these topological indices.
- Combining optimized indices with Universal matrix elements provides superior QSPR models for octanes.
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