46 citations · 414 across the 52 of their papers we have counts for
3 papers · 1 filter
A Graph-Based Modeling Framework for Tracing Hydrological Pollutant Transport in Surface Waters
David L. Cole, Gerardo J. Ruiz-Mercado, Victor M. Zavala
Anthropogenic pollution of hydrological systems affects diverse communities and ecosystems around the world. Data analytics and modeling tools play a key role in fighting this chal…
Convolutional Neural Nets in Chemical Engineering: Foundations, Computations, and Applications
Shengli Jiang, Victor M. Zavala
In this paper we review the mathematical foundations of convolutional neural nets (CNNs) with the goals of: i) highlighting connections with techniques from statistics, signal proc…
A Dynamic Penalty Function Approach for Constraints-Handling in Reinforcement Learning
Haeun Yoo, Victor M. Zavala, Jay H. Lee
Reinforcement learning (RL) is attracting attention as an effective way to solve sequential optimization problems that involve high dimensional state/action space and stochastic un…