3 papers
eess.SY2021
A Novel Cluster Classify Regress Model Predictive Controller Formulation; CCR-MPC
Clement Etienam, Siying Shen, Edward J O'Dwyer +1
In this work, we develop a novel data-driven model predictive controller using advanced techniques in the field of machine learning. The objective is to regulate control signals to…
eess.IV2019
4D Seismic History Matching Incorporating Unsupervised Learning
Clement Etienam
The work discussed and presented in this paper focuses on the history matching of reservoirs by integrating 4D seismic data into the inversion process using machine learning techni…
cs.LG2019
Cluster, Classify, Regress: A General Method For Learning Discountinous Functions
David E. Bernholdt, Mark R. Cianciosa, Clement Etienam +3
This paper presents a method for solving the supervised learning problem in which the output is highly nonlinear and discontinuous. It is proposed to solve this problem in three st…