Research Article| Open Access Volume 15 | Issue 4 | Page 114-120 | https://doi.org/10.15228/2025.v15.i4.p18 |
Composite Topological Indices and Ridge Regression for Predicting Stability and Reactivity of Polycyclic Aromatic Hydrocarbons
H. Mukhtar
National College of Business Administration and Economics (NCBA&E), Multan Campus, Pakistan
T. P. Nawaz
National College of Business Administration and Economics (NCBA&E), Multan Campus, Pakistan
M. Saleem
National College of Business Administration and Economics (NCBA&E), Multan Campus, Pakistan
| Received 10 Oct, 2025 | Accepted 02 Nov, 2025 | Published 05 Nov, 2025 |
This article investigates how molecular topology governs stability in polycyclic aromatic hydrocarbons (PAHs) using a Z₁-based composite descriptor, C(G) = log₁₀W + log₁₀Z₁ + log₁₀R + log₁₀MDP(G,2). Indices were computed on 2D, hydrogen-suppressed heavy-atom graphs for nine PAHs (naphthalene → coronene) and paired with a normalized stability score derived from quantum-chemical energies (total, per-atom, per-ring). A single-descriptor model, S = a + bCG, captured the baseline trend (R² = 0.245). A parsimonious multi-descriptor model combining CG, E_atom, and fusion-topology dummies improved fit (R² = 0.729). The best performance was delivered by an enhanced model, S = α + β₁C(G) + β₂E_atom + β₃E ring + β₄( C(G)× E_atom), achieving R² = 0.962, adjusted R² = 0.924, and Q² = 0.855 from LOOCV (leave-one-out cross-validation) with n = 9. Descriptor-level “bifurcation” diagnostics on C_G reveal interpretable regime shifts—anthracene → phenanthrene (angularization), phenanthrene → pyrene (compact pericondensation), and pyrene → tetracene (acene lengthening), highlighting sensitivity to fusion topology beyond ring count. Overall, the Z₁-based composite is compact and interpretable; when minimally augmented with energetic terms, it provides accurate small-sample prediction and clear structural insight, and it is readily extensible to larger PAH sets and heteroatom variants.
How to Cite this paper?
APA- Style
H. Mukhtar, T. P. Nawaz and M. Saleem (2025). Composite Topological Indices and Ridge Regression for Predicting Stability and Reactivity of Polycyclic Aromatic Hydrocarbons. Pakistan Journal of Chemistry, 15(4), 114-120. https://doi.org/10.15228/2025.v15.i4.p.114-120.
ACS Style
Mukhtar H., Nawaz T. P., and Saleem M., Composite Topological Indices and Ridge Regression for Predicting Stability and Reactivity of Polycyclic Aromatic Hydrocarbons. Pakistan Journal of Chemistry, 15(4), 114-120. https://doi.org/10.15228/2025.v15.i4.p.114-120.
AMA Style
Mukhtar H; Nawaz T. P; and Saleem M; Composite Topological Indices and Ridge Regression for Predicting Stability and Reactivity of Polycyclic Aromatic Hydrocarbons. Pakistan Journal of Chemistry, 15(4), 114-120. https://doi.org/10.15228/2025.v15.i4.p.114-120.
Chicago/Turabian Style
Mukhtar H, Nawaz T. P, and Saleem M, Composite Topological Indices and Ridge Regression for Predicting Stability and Reactivity of Polycyclic Aromatic Hydrocarbons. (2025) Pakistan Journal of Chemistry, 15(4), 114-120. https://doi.org/10.15228/2025.v15.i4.p.114-120.
https://doi.org/10.15228/2025.v15.i4.p106-113.
This work is licensed under a Creative Commons Attribution 4.0 International License.
