Warut Pannakkong

Hyperparameter Tuning of Machine Learning Algorithms Using Response Surface Methodology: A Case Study of ANN, SVM, and DBN

Warut Pannakkong, Kwanluck Thiwa-anont, Kasidit Singthong et al. · Mathematical Problems in Engineering · 2022 · 95 citations · Full text

Engineering, Machine Learning, Model Tuning +17

Multiobjective Optimization Model for Sustainable Waste Management Network Design

Sun Olapiriyakul, Warut Pannakkong, Warith Kachapanya et al. · Journal of Advanced Transportation · 2019 · 37 citations · Full text

Waste Prevention, Engineering, Multiobjective Optimization Model +15

Forecasting Daily Electricity Consumption in Thailand Using Regression, Artificial Neural Network, Support Vector Machine, and Hybrid Models

Warut Pannakkong, Thanyaporn Harncharnchai, Jirachai Buddhakulsomsiri · Energies · 2022 · 27 citations · Full text

Forecasting Methodology, Electrical Engineering, Engineering +15

Prediction models of starch content in fresh cassava roots for a tapioca starch manufacturer in Thailand

Jirachai Buddhakulsomsiri, Parthana Parthanadee, Warut Pannakkong · Computers and Electronics in Agriculture · 2018 · 25 citations

Tapioca Starch Manufacturer, Engineering, Food Analysis +9

A Hybrid Model of VMD-EMD-FFT, Similar Days Selection Method, Stepwise Regression, and Artificial Neural Network for Daily Electricity Peak Load Forecasting

Lalitpat Aswanuwath, Warut Pannakkong, Jirachai Buddhakulsomsiri et al. · Energies · 2023 · 18 citations · Full text

Forecasting Methodology, Engineering, Hybrid Model +16