通过QSPR建模和基于支配的能量参数来探索类碳化合物的特性
Shanmugavelan Sankaran1, Natarajan Chidambaram2
1Department of Mathematics, Srinivasa Ramanujan Centre, SASTRA Deemed to be University, Kumbakonam, 612001, India.
Scientific reports
|January 8, 2026
概括
这项研究介绍了支配能量,一个图形理论概念,以预测化的物理化学性质. 基于统治的模型显示出比传统的拓指数更强大的预测能力.
科学领域:
- 图形理论是指图形的理论.
- 化学图形理论 化学图形理论
- 统治理论 统治理论
背景情况:
- 专注于主导能量,一个图形参数结合图形能量和主导.
- 探索变体:总,连接,跳跃,埃斯特拉达和溶剂主导的能量.
研究的目的:
- 评估主导能量参数对物理化学性质的预测能力.
- 将基于统治的模型与传统的拓索引模型进行比较.
- 通过交叉验证和外部数据集验证模型的稳定性和有效性.
主要方法:
- 对二碳化合物的支配能量及其变体的计算.
- 应用线性,二次性,立方体和多次线性回归分析.
- 对于模型评估的K折交叉验证和外部验证.
主要成果:
- 确定了35种化的12种物理化学性质和π电子能量的最佳预测模型.
- 基于主导的能量参数与基于度的拓指数 (扎格勒布,忘记,兰迪克,维纳) 相比,显示出更好的预测性能.
结论:
- 基于主导的能量参数为预测化的物理化学性质提供了更有效的方法.
- 开发的模型在健康科学,制药和工程设计方面有潜在的应用.
- 这项研究强调了图形理论在化学和材料科学研究中的重要性.
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