Review of machine learning-based surrogate models of groundwater contaminant modeling

J Luo, X Ma, Y Ji, X Li, Z Song, W Lu - Environmental Research, 2023 - Elsevier
Heavy computational load inhibits the application of groundwater contaminant numerical
model to groundwater pollution source identification, remediation design, and uncertainty …

A review of flexible multibody dynamics for gradient-based design optimization

V Gufler, E Wehrle, A Zwölfer - Multibody System Dynamics, 2021 - Springer
Abstract Design optimization of flexible multibody dynamics is critical to reducing weight and
therefore increasing efficiency and lowering costs of mechanical systems. Simulation of …

Inversion of groundwater contamination source based on a two-stage adaptive surrogate model-assisted trust region genetic algorithm framework

J Luo, Y Liu, X Li, X Xin, W Lu - Applied Mathematical Modelling, 2022 - Elsevier
The inversion of contamination source characteristics is of great importance to groundwater
remediation and risk management. The surrogate model-based simulation-optimization …

[PDF][PDF] Definition of efficiency indicator and study of its main function as an optimization criterion

I Lutsenko - Восточно-Европейский журнал передовых …, 2016 - irbis-nbuv.gov.ua
Increase of business development's rates is closely connected with a possibility of the
perceived and objective choice of the best way of a scenario among many possible …

[HTML][HTML] Adaptive proxy-based robust production optimization with multilayer perceptron

CSW Ng, AJ Ghahfarokhi - Applied Computing and Geosciences, 2022 - Elsevier
Abstract Machine learning (ML) has been a technique employed to build data-driven models
that can map the relationship between the input and output data provided. ML-based data …

Comparison of the performance of a surrogate based Gaussian process, NSGA2 and PSO multi-objective optimization of the operation and fuzzy structural reliability of …

N Balekelayi, H Woldesellasse… - Water Resources …, 2022 - Springer
Optimal scheduling of pumps in water distribution systems (WDSs) entails reducing
operational cost while supplying the required water quality and quantity. The combined use …

Surrogate model based design optimization of multiple wing sails considering flow interaction effect

H Lee, Y Jo, DJ Lee, S Choi - Ocean Engineering, 2016 - Elsevier
The purpose of our study is to numerically analyze the aerodynamic characteristics of
multiple wing sails which have three identical wing sails in a row and optimize their shape …

[PDF][PDF] Development of a verification method of estimated indicators for their use as an optimization criterion

I Lutsenko, E Fomovskaya, I Oksanych… - Восточно …, 2017 - irbis-nbuv.gov.ua
Робота відноситься до області дослідження операцій, зокрема до верифікації
оціночного показника, який потенційно може бути використаний в якості критерію …

An adaptive dynamic kriging surrogate model for application to the optimal remediation of contaminated groundwater

S Zhang, J Qiang, H Liu, X Wang, J Zhou… - Water Resources …, 2022 - Springer
When using the simulation–optimization model to optimize groundwater extraction-treatment
schemes, constructing a surrogate model for the numerical simulation model is an effective …

An adaptive dynamic surrogate model using a constrained trust region algorithm: application to DNAPL-contaminated-groundwater-remediation design

L Jiannan, L Wenxi, Q Yang, J Yefei… - Hydrogeology …, 2020 - search.proquest.com
Simulation optimization is a robust tool in the design of groundwater remediation strategy.
Simulation models for groundwater contaminated by dense non-aqueous phase liquids …