2 papers
eess.SY2025
YANNs: Y-wise Affine Neural Networks for Exact and Efficient Representations of Piecewise Linear Functions
Austin Braniff, Yuhe Tian
This work formally introduces Y-wise Affine Neural Networks (YANNs), a fully-explainable network architecture that continuously and efficiently represent piecewise affine functions…
math.OC2024
Fast Explicit Machine Learning-Based Model Predictive Control of Nonlinear Processes Using Input Convex Neural Networks
Wenlong Wang, Haohao Zhang, Yujia Wang +2
Explicit machine learning-based model predictive control (explicit ML-MPC) has been developed to reduce the real-time computational demands of traditional ML-MPC. However, the eval…