Concepedia

Sergei Manzhos

SM

168

Publications

7.5K

Citations

48

H-Index

2002

Active since

Affiliations

National University of Singapore(Current)

Queensland University of Technology

Institut National de la Recherche Scientifique

The University of Tokyo

Queen's University

Sergei Manzhos is an author at National University of Singapore specializing in engineering, materials science, and chemistry.

Top concepts

EngineeringChemistryMaterial ScienceApplied PhysicsNatural SciencesChemical EngineeringQuantum ChemistryComputational ChemistryPhysicsOrganic Chemistry

Publications per year

2002–2025

168

Publications

168

A random-sampling high dimensional model representation neural network for building potential energy surfaces

Sergei Manzhos, Tucker Carrington · The Journal of Chemical Physics · 2006 · 255 citations

Geometric Learning, Engineering, Machine Learning +21

Neural networks vs Gaussian process regression for representing potential energy surfaces: A comparative study of fit quality and vibrational spectrum accuracy

Aditya Kamath, Rodrigo A. Vargas–Hernández, Roman V. Krems et al. · The Journal of Chemical Physics · 2018 · 239 citations

Organic interfacial materials for perovskite-based optoelectronic devices

Hong Duc Pham, Xianqiang Li, Wenhui Li et al. · Energy & Environmental Science · 2019 · 222 citations · Full text

Optical Materials, Engineering, Organic Solar Cell +19

Neural network‐based approaches for building high dimensional and quantum dynamics‐friendly potential energy surfaces

Sergei Manzhos, Richard Dawes, Tucker Carrington · International Journal of Quantum Chemistry · 2014 · 218 citations · Full text

A Nested Molecule-Independent Neural Network Approach for High-Quality Potential Fits

Sergei Manzhos, Xiaogang Wang, Richard Dawes et al. · The Journal of Physical Chemistry A · 2005 · 195 citations

Rows per page

1–5 of 168