Hossein Mirinejad, Ph.D

Biography

Hossein Mirinejad, Ph.D., is an Assistant Professor in the College of Aeronautics and Engineering at ��, Kent, OH. Prior to joining ��, he was a Research Fellow at the Food and Drug Administration from 2017 to 2019 and a Postdoctoral Fellow at the University of Michigan—Ann Arbor from 2016 to 2017.

Research Interests:

My research focuses on advancing autonomous systems by integrating AI, machine learning, control theory, and dynamical systems modeling. With primary applications in healthcare and robotics, my work develops safe and interpretable autonomy for critical human life support systems while also contributing to fundamental advances in machine learning and automatic control.

Education

Ph.D. in Electrical Engineering, University of Louisville, Louisville, KY, 2016

Publications

E. Estiri and H. Mirinejad, “A Data-Efficient Autonomy for Personalized Fluid Resuscitation: Variational Autoencoder Modeling and Radial Basis Function Optimal Control,” accepted for publication, 2025 Modeling, Estimation, and Control Conference (MECC
M. Ali and H. Mirinejad, “Robust Tracking Control of Flexible Manipulators using Hybrid Backstepping/ Nonlinear Reduced-Order Active Disturbance Rejection Control,” ISA Transactions (IF: 6.3), vol. 149, pp. 229–236, 2024.
E. Estiri and H. Mirinejad, “Variational Autoencoder-Based Model Predictive Control for Automated Fluid Resuscitation,” IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI’24), Houston, TX, Nov. 10-13, 2024.
B Kharabian and H. Mirinejad, “Synchronization of Multiple Non-Identical Fractional-Order Flexible Link Manipulators via Adaptive Neuro-Fuzzy Sliding Mode Control,” IFAC-PapersOnLine, vol. 58, no. 28, pp. 720–725, 2024.
E. Estiri and H. Mirinejad, “Model-Free Reinforcement Learning for Automated Fluid Administration in Critical Care,” eess, Systems and Control, arXiv, Jan. 2024.
E. Estiri and H. Mirinejad, “Bayesian Variational Autoencoders for Out-of-Distribution Detection in Physiological Modeling: A Case Study in Fluid Therapy,”46th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC
E. Estiri and H. Mirinejad, “Precision Dosing in Critical Care: Application of Machine Learning in Fluid Therapy,” IEEE Conference on Digital Health (ICDH), Chicago, IL, July 2-8, 2023.
E. Estiri and H. Mirinejad, “Closed-Loop Control of Fluid Resuscitation Using Reinforcement Learning,” IEEE Access (IF: 3.9), vol. 11, pp. 140569–140581, Dec. 2023.
J. Grant and H. Mirinejad, “Optimal Control of Fluid Dosing in Hemorrhage Resuscitation,” eess, Systems and Control, arXiv, Dec. 2023.
B. Kharabian and H. Mirinejad, “Fuzzy Lyapunov Exponents Placement for Chaos Stabilization, Physica D: Nonlinear Phenomena (IF: 4.0), vol. 445, Mar. 2023.
B. Kharabian and H. Mirinejad, “Switched Combination Synchronization of Nonidentical Fractional-Order Chaotic Systems Using Neuro-Fuzzy Sliding Mode Control,” American Control Conference (ACC), San Diego, CA, May 31-June 2, 2023.
E. Estiri and H. Mirinejad, “Robust Nonlinear State Space Model Identification for Hemorrhage Resuscitation,” IEEE International Conference on Biomedical and Health Informatics (BHI 23), Pittsburgh, PA, Oct. 15-18, 2023.
E. Estiri and H. Mirinejad, “Model-Free Reinforcement Learning for Automated Fluid Administration in Critical Care,” IEEE International Conference on Biomedical and Health Informatics (BHI), accepted for publication, Ioannina, Greece, Sep. 27-30, 2022
B. Kharabian and H. Mirinejad, “Fuzzy Feedback Control of Chaotic Systems via Lyapunov Exponents Placement,” IEEE International Conference on Electrical, Computer, and Energy Technologies, Prague, Czech Republic, Jul. 20-22, 2022.
H. Mirinejad, T. Inanc, and J. M. Zurada, “Radial Basis Function Interpolation and Galerkin Projection for Direct Trajectory Optimization and Costate Estimation,” IEEE/CAA Journal of Automatica Sinica (IF: 15.3), vol. 8, no. 8, pp. 1380–1388, 2021.
M. Farahmand, H. Mirinejad, and C. G. Scully, “Model-Based Approach to Quantify Equipment Induced-Error in Pressure-Waveform Derived Cardiac Output Measurements,” Physiological Measurements (IF: 3.2), vol. 42, no. 11, 2021.
B. Kharabian and H. Mirinejad, “Synchronization of Rossler Chaotic Systems via Hybrid Adaptive Backstepping/Sliding Mode Control,” Results in Control and Optimization, vol. 4, 2021.
S. I. A. Mirza, A. Affan, H. Mirinejad, M. Brier, J. M. Zurada, and T. Inanc, “Precise Warfarin Management through Personalized Modeling and Control with Limited Clinical Data,” IEEE Engineering in Medicine and Biology Conference (EMBC), Virtual Conf.
H. Mirinejad, B. Parvinian, M. Ricks, Y. Zhang, S. Weininger, J. Hahn, and C. G. Scully, “Evaluation of Fluid Resuscitation Control Algorithms via a Hardware-in-the-Loop Test Bed,” IEEE Transactions on Biomedical Engineering (IF: 4.8), vol. 67, no. 2
H. Mirinejad, P. Jayakumar, and T. Ersal, “Modeling Human Steering Behavior During Path Following in Teleoperation of Unmanned Ground Vehicles,” Human Factors (IF: 3.3), vol. 60, no. 5, pp. 669–684, Apr. 2018.
H. Mirinejad, M. Ricks, B. Parvinian, J-O Hahn, and C. G. Scully, “ A Real-Time Hardware-In-The-Loop Testing Platform for Closed-Loop Fluid Resuscitation,” IEEE International Conference of Health Informatics (ICH 2018), New York City, NY, pp. 417–41
H. Mirinejad, P. Jayakumar, and T. Ersal, “A Driver Model for Predicting Human Steering Performance in Teleoperated Path Following of Unmanned Ground Vehicles,” ASME 2017 Dynamic Systems and Control Conference, Tysons, VA, Oct. 11-13, 2017.
H. Mirinejad, A. E. Gaweda, M. E. Brier, J. M. Zurada, and T. Inanc, “Individualized Drug Dosing using RBF-Galerkin Method: Case of Anemia Management in Chronic Kidney Disease,” Computer Methods and Programs in Biomedicine (IF: 6.1), vol. 148, pp. 45
H. Mirinejad and T. Inanc, “An RBF Collocation Method for Solving Optimal Control Problems,” Robotics and Autonomous Systems (IF: 4.3), vol. 87, pp. 219–225, 2017.
H. Mirinejad and T. Inanc, “A Radial Basis Function Method for Direct Trajectory Optimization,” 2015 American Control Conference (ACC), Chicago, IL, pp. 4923–4928, Jul. 1-3, 2015.
H. Mirinejad and T. Inanc, “Individualized Anemia Management using a Radial Basis Function Method,” 2015 IEEE Great Lake Biomedical Conference (GLBC), Milwaukee, WI, May 14-17, 2015.
H. Mirinejad and T. Inanc, “RBF Method for Optimal Control of Drug Administration in the Anemia of Hemodialysis Patients,” 2015 41st Annual Northeast Bioengineering Conference (NEBEC), Troy, NY, Apr. 17-19, 2015.
H. Mirinejad, T. Inanc, M. Brier, and A. Gaweda, “RBF-Based Receding Horizon Control Approach to Personalized Anemia Treatment,” 2015 41st Annual Northeast Bioengineering Conference. (NEBEC), Troy, NY, Apr. 17-19, 2015.
F. Yaghouby, B. Madahian, H. Mirinejad, and S. Sunderam, “Feasibility of Seizure Risk Prediction Using Intracranial EEG Measurements in Dogs,” 41st Annual Northeast Bioengineering Conference, Troy, NY, Apr. 17-19, 2015.
H. Mirinejad, K. Welch, and L. Spicer, “A Review of Intelligent Control Techniques in HVAC systems,” 2012 IEEE EnergyTech Conference, Cleveland, OH, May 29-31, 2012.
M. R Yousefi, S. Hasanzadeh, H. Mirinejad, and M. Ghasemian, “A Hybrid Neuro-Fuzzy Approach for Greenhouse Climate Modeling,” 5th IEEE International Conference on Intelligent Systems, London, UK, Jul. 7-9, 2010.
H. Mirinejad, S. H. Sadati, S. Hasanzadeh, A. M. Shahri, and M. Ghasemian, “Design and Simulation of an Automated System for Greenhouse using LabVIEW,” American-Eurasian Journal of Agricultural & Environmental Sciences, vol. 3, no. 2, pp. 279–284, 20
H. Mirinejad, S. H. Sadati, M. Ghasemian, and H. Torab, “Control Techniques in Heating, Ventilating and Air Conditioning (HVAC) Systems,” Journal of Computer Science, vol. 4, no. 9, pp. 777–783, 2008.

Awards/Achievements

NSF CAREER Award (2024–2029)
NSF Engineering Research Innitation (ERI) Award (2022-2026)
HCRI Faculty Fellowship (2024–2025)
NSF Smart and Connected Health (SCH) Aspiring PI Travel Award (2019)
Oak Ridge Institute for Science and Education (ORISE) Research Fellowship (2017-2019)
Electrical Engineering Outstanding Graduate Student Award (2016)
Theobald Scholarship Award (2015)
University of Louisville Doctoral Fellowship (2011-2013)

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