no code implementations • 6 Nov 2023 • Jiadi Zhang, Xiao Li, Mohammad Reza Amini, Ilya Kolmanovsky, Munechika Tsutsumi, Hayato Nakada
This paper presents the results of developing a multi-layer Neural Network (NN) to represent diesel engine emissions and integrating this NN into control design.
no code implementations • 21 Oct 2023 • Qiuhao Hu, Mohammad Reza Amini, Ashley Wiese, Ilya Kolmanovsky, Jing Sun
This paper explores the synergies between integrated power and thermal management (iPTM) and battery charging in an electric vehicle (EV).
no code implementations • 11 May 2022 • Jiadi Zhang, Mohammad Reza Amini, Ilya Kolmanovsky, Munechika Tsutsumi, Hayato Nakada
Two options for the feedforward are considered one based on a look-up table that specifies the feedforward as a function of engine speed and fuel injection rate, and another one based on a (non-rate-based) MPC that generates dynamic feedforward trajectories.
no code implementations • 3 Apr 2022 • Boxi Jiang, Mohammad Reza Amini, Yingqian Liao, Joaquim R. R. A. Martins, Jing Sun
The optimization formulation incorporates a coupled dynamic-hydrodynamic model to maximize the rotor power efficiency for various time-variant flow profiles.