M. Shahbakhti

M. Shahbakhti, D. Robinette, Rajeshwar Yadav, 2022, Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering.

Deep learning based model predictive control for compression ignition engines

M. Shahbakhti, D. Abel, C. Koch, 2022, Control Engineering Practice.

End-to-End Deep Neural Network Based Nonlinear Model Predictive Control: Experimental Implementation on Diesel Engine Emission Control

M. Shahbakhti, D. Abel, C. Koch, 2022, Energies.

Early Model-Based Design and Verification of Automotive Control System Software Implementations

Mahdi Shahbakhti, J. Karl Hedrick, Satoshi Asami, 2015 .

Integration of Deep Learning and Nonlinear Model Predictive Control for Emission Reduction of Compression Ignition Combustion Engines: A Simulation Study

M. Shahbakhti, D. Abel, C. Koch, 2022, ArXiv.

Connected Vehicle Based Distributed Meta-Learning for Online Adaptive Engine/Powertrain Fuel Consumption Modeling

Mahdi Shahbakhti, Chunxiao Chigan, Xin Ma, 2020, IEEE Transactions on Vehicular Technology.

Detection and isolation of faults in the exhaust path of turbocharged automotive engines

Mahdi Shahbakhti, Aria Alasty, Rasoul Salehi, 2015 .

Detection and isolation of faults in the exhaust path of turbocharged automotive engines

R. Salehi, M. Shahbakhti, A. Alasty, 2015, International Journal of Automotive Technology.

Real-Time Hybrid Switching Control of Automotive Cold Start Hydrocarbon Emission

Mahdi Shahbakhti, J. Karl Hedrick, Rasoul Salehi, 2014 .

Integrated cabin heating and powertrain thermal energy management for a connected hybrid electric vehicle

M. Shahbakhti, S. Hemmati, C. Morgan, 2021 .

Laminar Flame Speed modeling for Low Carbon Fuels using methods of Machine Learning

M. Shahbakhti, C. Koch, R. Rezaei, 2023, Fuel.

Building Efficiency and Sustainability in the Tropics ( SinBerBEST ) Title Handling model uncertainty in model predictive control for energy efficient buildings Permalink

Mahdi Shahbakhti, Mehdi Maasoumy, Meysam Razmara, 2014 .

Optimal exergy-based control of internal combustion engines

Mehran Bidarvatan, Mahdi Shahbakhti, Rush D. Robinett, 2016 .

Cold Climate Impact on Air-Pollution-Related Health Outcomes: A Scoping Review

V. Hosseini, M. Shahbakhti, C. Koch, 2022, International journal of environmental research and public health.

Hybrid emission and combustion modeling of hydrogen fueled engines

M. Shahbakhti, C. Koch, R. Rezaei, 2023, International Journal of Hydrogen Energy.

Optimal exergy control of building HVAC system

Mahdi Shahbakhti, Mehdi Maasoumy, Rush D. Robinett, 2015 .

Building-to-grid predictive power flow control for demand response and demand flexibility programs

Mahdi Shahbakhti, Rush D. Robinett, Sumit Paudyal, 2017 .

Fuel Economy Benefits of Integrating a Multi-Mode Low Temperature Combustion (LTC) Engine in a Series Extended Range Electric Powertrain

Mehran Bidarvatan, Mahdi Shahbakhti, Hamit Solmaz, 2016 .

Building Efficiency and Sustainability in the Tropics ( SinBerBEST ) Title Selecting Building Predictive Control Based on Model Uncertainty Permalink

Alberto L. Sangiovanni-Vincentelli, Mahdi Shahbakhti, Mehdi Maasoumy, 2014 .

Real-time modeling of ringing in HCCI engines using artificial neural networks

Mahdi Shahbakhti, Bahram Bahri, Azhar Abdul Aziz, 2017 .

Process for Study of Micro-pilot Diesel-NG Dual Fuel Combustion in a Constant Volume Combustion Vessel Utilizing the Premixed Pre-burn Procedure

M. Shahbakhti, J. Naber, G. McTaggart-Cowan, 2019, SAE Technical Paper Series.

Bilevel Optimization Framework for Smart Building-to-Grid Systems

Mahdi Shahbakhti, Rush D. Robinett, Sumit Paudyal, 2018, IEEE Transactions on Smart Grid.

Modeling and analysis of fuel injection parameters for combustion and performance of an RCCI engine

Mahdi Shahbakhti, Mohammadreza Nazemi, M. Shahbakhti, 2016 .

Model-based predictive control for optimal MicroCSP operation integrated with building HVAC systems

Mahdi Shahbakhti, Rush D. Robinett, Mohamed Toub, 2019, Energy Conversion and Management.

Integrating Machine Learning and Model Predictive Control for automotive applications: A review and future directions

M. Shahbakhti, C. Koch, H. Borhan, 2023, Eng. Appl. Artif. Intell..

Catch energy saving opportunity (CESO), an instantaneous optimal energy management strategy for series hybrid electric vehicles

Jeffrey B. Burl, Amir Rezaei, Bin Zhou, 2017 .

Sequential Model for Residual Affected HCCI with Variable Valve Timing

Mahdi Shahbakhti, Mohammadreza Nazemi, Hrishikesh A. Saigaonkar, 2015 .

A Novel Singular Perturbation Technique for Model-Based Control of Cold Start Hydrocarbon Emission

Ali Ghaffari, Mahdi Shahbakhti, Mohammad Reza Amini, 2014 .

Model-Based Combustion Duration and Ignition Timing Prediction for Combustion Phasing Control of a Spark-Ignition Engine Using In-Cylinder Pressure Sensors

M. Shahbakhti, J. Naber, P. Dice, 2019, IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications.

Multi-mode Low Temperature Combustion (LTC) and Mode Switching Control

M. Shahbakhti, J. Naber, Sadaf Batool, 2021, Energy, Environment, and Sustainability.

Modeling, design and implementation of a closed-loop combustion controller for an RCCI engine

Mehran Bidarvatan, Mahdi Shahbakhti, Jayant Kumar Arora, 2017, 2017 American Control Conference (ACC).

Grey-box modeling of HCCI engines

Mehran Bidarvatan, V. Thakkar, Mahdi Shahbakhti, 2014 .

Grey-box modeling and control of HCCI engine emissions

Mehran Bidarvatan, Mahdi Shahbakhti, Vishal Thakkar, 2014, 2014 American Control Conference.

Cycle-to-cycle modeling and sliding mode control of blended-fuel HCCI engine

Mehran Bidarvatan, Mahdi Shahbakhti, Charles Robert Koch, 2014 .

Integrated HCCI Engine Control Based on a Performance Index

Mehran Bidarvatan, Mahdi Shahbakhti, M. Shahbakhti, 2013 .

Optimal Integral State Feedback Control of HCCI Combustion Timing

Mehran Bidarvatan, Mahdi Shahbakhti, Seyed Ali Jazayeri, 2011 .

Comparison of Butanol / n-Heptane to PRF Blended Fuels in HCCI Engines

M. Shahbakhti, C. Koch, K. Ebrahimi, 2011 .

Combustion characteristics of Butanol / n-Heptane blend fuels in an HCCI engine

Mahdi Shahbakhti, Adrian Audet, Charles Robert Koch, 2010 .

EXPERIMENTAL STUDY OF HCCI CYCLIC VARIATIONS FOR LOW-OCTANE PRF FUEL BLENDS

M. Shahbakhti, C. Koch, R. Lupul, 2007 .

Fuel consumption assessment of a multi-mode low temperature combustion engine as range extender for an electric vehicle

Mahdi Shahbakhti, Ali Solouk, Mohammad Shakiba-herfeh, 2017 .

Adaptive Discrete Second-Order Sliding Mode Control With Application to Nonlinear Automotive Systems

Mahdi Shahbakhti, Mohammad Reza Amini, Selina Pan, 2018, Journal of Dynamic Systems, Measurement, and Control.

A Method to Determine Fuel Transport Dynamics Model Parameters in Port Fuel Injected Gasoline Engines During Cold Start and Warm-Up Conditions

Mahdi Shahbakhti, Seyed Ali Jazayeri, Shahram Azadi, 2010 .

Development of a medium-duty stoichiometric diesel micro-pilot natural gas engine

M. Shahbakhti, J. Naber, G. McTaggart-Cowan, 2022, International Journal of Engine Research.

Multi-Variable Sensitivity Analysis and Ranking of Control Factors Impact in a Stoichiometric Micro-Pilot Natural Gas Engine at Medium Loads

M. Shahbakhti, J. Naber, G. McTaggart-Cowan, 2022, SAE Technical Paper Series.

Epistemic Uncertainty Quantification in State-Space LPV Model Identification Using Bayesian Neural Networks

Mahdi Shahbakhti, Javad Mohammadpour Velni, Yajie Bao, 2021, IEEE Control Systems Letters.

Analysis and modeling of exhaust gas temperature in an ethanol fuelled HCCI engine

M. Shahbakhti, A. Aziz, B. Bahri, 2013, Journal of Mechanical Science and Technology.

Modeling of Thermal Dynamics of a Connected Hybrid Electric Vehicle for Integrated HVAC and Powertrain Optimal Operation

Mahdi Shahbakhti, Sadra Hemmati, Drew Hanover, 2019, Volume 2: Modeling and Control of Engine and Aftertreatment Systems; Modeling and Control of IC Engines and Aftertreatment Systems; Modeling and Validation; Motion Planning and Tracking Control; Multi-Agent and Networked Systems; Renewable and Smart Energ.

Thermodynamic control-oriented modeling of cycle-to-cycle exhaust gas temperature in an HCCI engine

Mahdi Shahbakhti, Charles Robert Koch, Seyed Ali Jazayeri, 2013 .

Understanding and detecting misfire in an HCCI engine fuelled with ethanol

Mohd Farid Muhamad Said, Mahdi Shahbakhti, Bahram Bahri, 2013 .

Modeling of combustion phasing of a reactivity-controlled compression ignition engine for control applications

Mahdi Shahbakhti, Kaveh Khodadadi Sadabadi, M. Shahbakhti, 2016 .

Investigation of impacts of spark plug orientation on early flame development and combustion in a DI optical engine

Michael Damian Czekala, M. Shahbakhti, J. Naber, 2017 .

An experimental study on the interaction between flow and spark plug orientation on ignition energy and duration for different electrode designs

Mahdi Shahbakhti, Xin Wang, Jeffrey Naber, 2017 .

Fuel consumption assessment of an electrified powertrain with a multi-mode high-efficiency engine in various levels of hybridization

Mahdi Shahbakhti, Ali Solouk, Mohammad Shakiba-herfeh, 2018 .

Physical-oriented and machine learning-based emission modeling in a diesel compression ignition engine: Dimensionality reduction and regression

M. Shahbakhti, R. Rezaei, Christopher Hayduk, 2022, International Journal of Engine Research.

Performance prediction of HCCI engines with oxygenated fuels using artificial neural networks

Mahdi Shahbakhti, Bahram Bahri, Azhar Abdul Aziz, 2015 .

Design, thermodynamic, and economic analyses of a green hydrogen storage concept based on solid oxide electrolyzer/fuel cells and heliostat solar field

M. Shahbakhti, A. Razmi, A. Hanifi, 2023, Renewable Energy.

Exergy-wise predictive control framework for optimal performance of MicroCSP systems for HVAC applications in buildings

Mahdi Shahbakhti, Rush D. Robinett, Meysam Razmara, 2020 .

Identification of State-space Linear Parameter-varying Models Using Artificial Neural Networks

M. Shahbakhti, Yajie Bao, J. M. Velni, 2020 .

Hybrid Machine Learning Approaches and a Systematic Model Selection Process for Predicting Soot Emissions in Compression Ignition Engines

M. Shahbakhti, C. Koch, R. Rezaei, 2021, Energies.

Essential Dynamics for Developing Models for Control of Connected and Automated Electrified Vehicles: Part A - Powertrain

Mahdi Shahbakhti, Sadra Hemmati, Darrell Robinette, 2021 .

Data-driven Modeling and Predictive Control of Combustion Phasing for RCCI Engines

Javad Mohammadpour, Mahdi Shahbakhti, Syed Zeeshan Rizvi, 2019, 2019 American Control Conference (ACC).

A diagnosis technique for the identification of misfire in a converted-diesel HCCI engine

Mahdi Shahbakhti, Bahram Bahri, Azhar Abdul Aziz, 2013 .

Dynamic individual-cylinder analysis of a Gasoline Direct Injection engine emissions for cold crank-start at elevated cranking speed conditions of a Hybrid Electric Vehicle

M. Shahbakhti, J. Naber, P. Dice, 2022, Control Engineering Practice.

Nonlinear observer design for turbocharger in a SI engine

Mahdi Shahbakhti, Aria Alasty, Rasoul Salehi, 2013, 2013 American Control Conference.

Data-Driven Modeling and Control of Cyclic Variability of an Engine Operating in Low Temperature Combustion Modes

M. Shahbakhti, J. Naber, Sadaf Batool, 2021, IFAC-PapersOnLine.

Energy Optimization and Fuel Economy Investigation of a Series Hybrid Electric Vehicle Integrated with Diesel/RCCI Engines

Mahdi Shahbakhti, Ali Solouk, M. Shahbakhti, 2016 .

Analysis and Control of Torque Split in Hybrid Electric Vehicles by Incorporating Powertrain Dynamics

Mehran Bidarvatan, Mahdi Shahbakhti, M. Shahbakhti, 2018, Journal of Dynamic Systems, Measurement, and Control.

Analysis and Control of a Torque Blended Hybrid Electric Powertrain with a Multi-Mode LTC-SI Engine

Mahdi Shahbakhti, Ali Solouk, Mohammad Shakiba-herfeh, 2017 .

Energy Management and Control of a Hybrid Electric Vehicle With an Integrated Low Temperature Combustion (LTC) Engine

Mahdi Shahbakhti, Ali Solouk, Mohammad J. Mahjoob, 2014 .

Modelling and energy management of an HCCI-based powertrain for series hybrid and extended range electric vehicles

Mahdi Shahbakhti, Ali Solouk, M. Shahbakhti, 2017 .

Machine Learning-based Classification of Combustion Events in an RCCI Engine Using Heat Release Rate Shapes

Javad Mohammadpour Velni, M. Shahbakhti, J. Naber, 2022, IFAC-PapersOnLine.

Longitudinal Vehicle Dynamics Modeling on the Basis of Engine Modeling

Mahdi Shahbakhti, Seyed Ali Jazayeri, Shahram Azadi, 2004 .

HCCI Engine Combustion Phasing Prediction Using a Symbolic-Statistics Approach

Mahdi Shahbakhti, Charles Robert Koch, Ahmad Ghazimirsaied, 2010 .

Data-Driven Model Learning and Control of RCCI Engines based on Heat Release Rate

Javad Mohammadpour Velni, M. Shahbakhti, J. Naber, 2022, IFAC-PapersOnLine.

Closed-Loop Predictive Control of a Multi-mode Engine Including Homogeneous Charge Compression Ignition, Partially Premixed Charge Compression Ignition, and Reactivity Controlled Compression Ignition Modes

M. Shahbakhti, J. Naber, Sadaf Batool, 2022, SAE International Journal of Fuels and Lubricants.

Data-driven Modeling and Predictive Control of Maximum Pressure Rise Rate in RCCI Engines

Javad Mohammadpour, Mahdi Shahbakhti, Hoseinali Borhan, 2020, 2020 IEEE Conference on Control Technology and Applications (CCTA).

Comparison of Crankangle Based Ignition Timing Methods on an HCCI Engine

Mahdi Shahbakhti, Charles Robert Koch, Ahmad Ghazimirsaied, 2010 .

Ignition timing criteria for partial burn operation in an HCCI engine

M. Shahbakhti, C. Koch, A. Ghazimirsaied, 2011 .

Real-time predictive clunk control using a reference governor

M. Shahbakhti, M. Ravichandran, P. Reddy, 2023, Control Engineering Practice.

Drivetrain clunk control via a reference governor

M. Shahbakhti, M. Ravichandran, P. Reddy, 2021, IFAC-PapersOnLine.

Safe deep reinforcement learning in diesel engine emission control

M. Shahbakhti, C. Koch, S. Shahpouri, 2023, J. Syst. Control. Eng..

Selecting building predictive control based on model uncertainty

M. Shahbakhti, Mehdi Maasoumy, Alberto L. Sangiovanni-Vincentelli, 2014, 2014 American Control Conference.

Bridging the gap between designed and implemented controllers via adaptive robust discrete sliding mode control

Mahdi Shahbakhti, Mohammad Reza Amini, Selina Pan, 2017 .

Early model-based verification of automotive control system implementation

Mahdi Shahbakhti, J. Karl Hedrick, Jimmy Li, 2012, 2012 American Control Conference (ACC).

Model-Based Control via Balanced Realization for Automotive Cold Start Hydrocarbon Reduction

Mahdi Shahbakhti, J. Karl Hedrick, Satoshi Asami, 2011 .