Incremental DoE and Modeling Methodology with Gaussian Process Regression: An Industrially Applicable Approach to Incorporate Expert Knowledge

Forecasting of Heat Production in Combined Heat and Power Plants Using Generalized Additive Models

(2021) Maciej Bujalski et al.   Energies

Practical choices for space‐filling designs

(2021) Lu Lu et al.   QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL

Nonlinear MPC of a Heavy-Duty Diesel Engine With Learning Gaussian Process Regression

(2021) Daniel Bergmann et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Machine learning and Design of Experiments: Alternative approaches or complementary methodologies for quality improvement?

(2020) Johannes Freiesleben et al.   QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL

Considerations, challenges and opportunities when developing data-driven models for process manufacturing systems

(2020) Oliver J Fisher et al.   COMPUTERS & CHEMICAL ENGINEERING

Smart Soft Sensor Design with Hierarchical Sampling Strategy of Ensemble Gaussian Process Regression for Fermentation Processes

(2020) Xiaochen Sheng et al.   SENSORS

Balancing Exploration and Exploitation: A novel active learner for imbalanced data

(2020) Alaa Tharwat et al.   KNOWLEDGE-BASED SYSTEMS

Strategies for sequential design of experiments and augmentation

(2020) Lu Lu et al.   QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL

The Development of Improved Incremental Models Using Local Granular Networks with Error Compensation

(2017) Chan-Uk Yeom et al.   Symmetry-Basel

Incremental modeling of a new high-order polynomial surrogate model

(2016) Jinglai Wu et al.   APPLIED MATHEMATICAL MODELLING

Measuring the curse of dimensionality and its effects on particle swarm optimization and differential evolution

(2014) Stephen Chen et al.   APPLIED INTELLIGENCE

Guidelines for Planning and Evidence for Assessing a Well-Designed Experiment

(2013) James R. Simpson et al.   Quality Engineering

A Tutorial on the Planning of Experiments

(2013) Laura J. Freeman et al.   Quality Engineering

Design of computer experiments: space filling and beyond

(2011) Luc Pronzato et al.   STATISTICS AND COMPUTING

The use of D-optimal design for modeling and analyzing the vibration and surface roughness in the precision turning with a diamond cutting tool

(2010) Chih-Cherng Chen et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Generalized Latin Hypercube Design for Computer Experiments

(2010) Holger Dette et al.   TECHNOMETRICS

Simple means to improve the interpretability of regression coefficients

(2010) Holger Schielzeth   Methods in Ecology and Evolution