14 citations · 26 across the 7 of their papers we have counts for
8 papers
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
Armin Norouzi, Saeid Shahpouri, David Gordon +6
The high thermal efficiency and reliability of the compression-ignition engine makes it the first choice for many applications. For this to continue, a reduction of the pollutant e…
Deep Learning based Model Predictive Control for Compression Ignition Engines
Armin Norouzi, Saeid Shahpouri, David Gordon +6
Machine learning (ML) and a nonlinear model predictive controller (NMPC) are used in this paper to minimize the emissions and fuel consumption of a compression ignition engine. In…
Adaptive Discrete Second Order Sliding Mode Control with Application to Nonlinear Automotive Systems
Mohammad Reza Amini, Mahdi Shahbakhti, Selina Pan
Sliding mode control (SMC) is a robust and computationally efficient model-based controller design technique for highly nonlinear systems, in the presence of model and external unc…
Predictive Second Order Sliding Control of Constrained Linear Systems with Application to Automotive Control Systems
Mohammad Reza Amini, Mahdi Shahbakhti, Jing Sun
This paper presents a new predictive second order sliding controller (PSSC) formulation for setpoint tracking of constrained linear systems. The PSSC scheme is developed by combini…
Design of an SI Engine Cold Start Controller based on Dynamic Coupling Analysis
Mohammad Reza Amini, Mahdi Shahbakhti
In this paper, the dynamic couplings among different inputs and outputs of a highly nonlinear spark ignition (SI) engine control problem during the cold start phase are evaluated b…
MIMO First and Second Order Discrete Sliding Mode Controls of Uncertain Linear Systems under Implementation Imprecisions
Mohammad Reza Amini, Mahdi Shahbakhti, Selina Pan
The performance of a conventional model-based controller significantly depends on the accuracy of the modeled dynamics. The model of a plant's dynamics is subjected to errors in es…
Handling Model and Implementation Uncertainties via an Adaptive Discrete Sliding Mode Controller Design
Mohammad Reza Amini, Mahdi Shahbakhti, Selina Pan +1
Analog-to-digital conversion (ADC) and uncertainties in modeling the plant dynamics are the main sources of imprecisions in the design cycle of model-based controllers. These imple…
Discrete Adaptive Second Order Sliding Mode Controller Design with Application to Automotive Control Systems with Model Uncertainties
Mohammad Reza Amini, Mahdi Shahbakhti, Selina Pan +1
Sliding mode control (SMC) is a robust and computationally efficient solution for tracking control problems of highly nonlinear systems with a great deal of uncertainty. High frequ…