Department of Data Science

A Lyapunov stability proof and a port-Hamiltonian physics-informed neural network for chaotic synchronization in memristive neurons (2026) Babaeian B, Yamakou M Journal article Probabilistic robustness for compressor controls in transient pipeline networks (2026) Schuster M, Strauch E, Wilka H, Lang J, Gugat M Journal article Self-induced stochastic resonance: A physics-informed machine learning approach (2026) Savaliya D, Yamakou M Journal article ESM-Regio - Simulation and Optimization of Regional Energy Systems in Carbon-Neutral Scenarios (2026) Aigner KM, Bazan P, Bottler S, Burlacu R, Bölting B, Elhaus N, Karl J, et al. Journal article, Original article Early Detection of DMA-Level Leaks in Water Networks Using Robust Regression Ensemble Framework (2026) Chatterjee S, Ghumkar S, Ahbab MM, Ramachandran A, Tenbrinck D, Maier A, Semmelmann K, Bayer S Journal article Branch-and-cut for mixed-integer robust chance-constrained optimization with discrete distributions (2026) Bernhard D, Liers F, Stingl M Journal article A Multifunctional and Secure Photoresponsive Proteasome Inhibitor to Control Cell Fate (2026) Valentin M, Féval D, Borchert S, Dube H, Zanin E Journal article Quantum Subroutines in Branch-Price-and-Cut for Vehicle Routing (2026) Wagner F, Liers F Journal article Algorithms for robust chance-constrained optimization with mixture ambiguity (2026) Bernhard D, Stingl M, Liers F Journal article Nonlocal Techniques for the Analysis of Deep ReLU Neural Network Approximations (2026) Schneider C, Ullrich M, Vybíral J Journal article