Integrating attention-based GRU with event-driven NMPC to enhance tracking performance of robotic manipulator under actuator failure

A Panda, L Ghosh, S Mahapatra - Expert Systems with Applications, 2024 - Elsevier
Achieving precise real-time trajectory control for high degree-of-freedom (DoF) robotic
manipulators is challenging due to system uncertainties and exogenous disturbances, such …

Effects of input gradient regularization on neural networks time-series forecasting of thermal power systems

ER Gallup, J Tuttle, KM Powell - Computers & Chemical Engineering, 2024 - Elsevier
This study proposes using neural networks, specifically gated recurrent unit (GRU), long-
short-term memory (LSTM), and transformer networks, to improve control strategies in a 450 …