Iterative Solvers for Empirical Partial Atomic Charges: Breaking the Curse of Cubic Numerical Complexity
Arslan R Shaimardanov1, Dmitry A Shulga1, Vladimir A Palyulin1
1Department of Chemistry , Lomonosov Moscow State University , Moscow 119991 , Russian Federation.
Journal of Chemical Information and Modeling
|March 19, 2019
Summary
Iterative methods significantly speed up atomic charge calculations in drug design by reducing computational complexity from cubic to quadratic. This optimization enhances efficiency without compromising the quality of electrostatic interaction modeling.
Area of Science:
- Computational chemistry
- Molecular modeling
- Drug design
Background:
- Rational drug design relies on accurate electrostatic interaction modeling using atomic charges.
- Computational inefficiency in these calculations hinders method development and dissemination.
- Solving systems of linear algebraic equations (SLAE) is central to empirical atomic charge calculation methods.
Purpose of the Study:
- To investigate the application of iterative methods for solving SLAE in empirical atomic charge calculations.
- To demonstrate how iterative solvers can reduce computational complexity and speed up calculations.
- To explore the potential of these optimized methods for broader applications in computational chemistry.
Main Methods:
- Solving systems of linear algebraic equations (SLAE) using iterative methods.
- Comparing the computational complexity of iterative solvers (quadratic) with classical methods like Gauss elimination (cubic).
- Analyzing the properties of matrices arising from empirical atomic charge calculations to assess suitability for iterative solvers.
Main Results:
- Iterative methods reduce computational complexity for atomic charge calculations from cubic to near-quadratic.
- Empirical schemes yield SLAE matrices well-suited for efficient iterative solvers.
- This approach offers a significant speed-up compared to non-iterative solvers.
Conclusions:
- The systematic application of iterative solvers to empirical atomic charge calculations offers substantial computational benefits.
- Optimized atomic charge calculations can enhance the feasibility of complex simulations, such as molecular dynamics with polarizability.
- This work promotes wider adoption of efficient computational techniques in rational drug design.
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