
Hossein Mirinejad
College of Aeronautics & Engineering
Assistant Professor
Office Location:
220-X AEB
Office Hours:
Spring 2023: Tuesdays, 1 pm - 3 pm
Biography
Hossein Mirinejad, Ph.D., is an Assistant Professor in the College of Aeronautics and Engineering at 黑料网, Kent, OH. Prior to joining Kent State, he was a Research Fellow at the Food and Drug Administration from 2017 to 2019 and a Postdoctoral Fellow at the University of Michigan鈥擜nn Arbor from 2016 to 2017.
Research Interests:
- Optimal Drug Dosing in Critical Care
- Healthcare Automation and Automated Medical Devices
- Optimal Control Theory and Applications
- Design of Autonomous Control Algorithms for Robotic Systems
Education
Ph.D. in Electrical Engineering, University of Louisville, Louisville, KY, 2016
Publications
- B. Kharabian and H. Mirinejad, 鈥淪ynchronization of Multiple Non-Identical Fractional-Order Flexible Link Manipulators via Adaptive Neuro-Fuzzy Sliding Mode Control,鈥� Accepted, 2024 Modeling, Estimation & Control Conference, Chicago, IL, Oct. 27-30, 2024.
- E. Estiri and H. Mirinejad, 鈥淏ayesian Variational Autoencoders for Out-of-Distribution Detection in Physiological Modeling: A Case Study in Fluid Therapy,鈥� Accepted, IEEE Engineering in Medicine & Biology Conference (EMBC), Orlando, FL, July 15-19, 2024.
- M. Ali and H. Mirinejad, "Robust Tracking Control of Flexible Manipulators using Hybrid Backstepping/Nonlinear Reduced-Order Active Disturbance Rejection Control," Accepted for publication, ISA Transactions, Apr. 2024.
- E. Estiri and H. Mirinejad, 鈥淐losed-Loop Control of Fluid Resuscitation Using Reinforcement Learning,鈥� IEEE Access, vol. 11, pp. 140569-140581, Dec. 2023.
- B. Kharabian and H. Mirinejad, 鈥淔uzzy Lyapunov Exponents Placement for Chaos Stabilization, Physica D, Nonlinear Phenomena, vol. 445, Mar. 2023.
- E. Estiri and H. Mirinejad, 鈥淣onlinear State Space Model Identification of Hemorrhage Resuscitation using Autoencoder Learning and Gaussian Inference,鈥� accepted for publication, IEEE Conference on Systems, Man, and Cybernetics (SMC 23), Honolulu, HI, O
- E. Estiri and H. Mirinejad, 鈥淧recision Dosing in Critical Care: Application of Machine Learning in Fluid Therapy,鈥� IEEE Conference on Digital Health (ICDH), Chicago, IL, July 2-8, 2023.
- B. Kharabian and H. Mirinejad, 鈥淪witched 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, 鈥淩obust Nonlinear State Space Model Identification for Hemorrhage Resuscitation,鈥� accepted for publication, IEEE International Conference on Biomedical and Health Informatics (BHI 23), Pittsburgh, PA, Oct. 2023.
- B. Kharabian and H. Mirinejad, 鈥淪witched Projective Compound Combination Synchronization of Chaotic Systems via Neuro-Fuzzy Sliding Mode Control,鈥� accepted for publication, IEEE Conference on Systems, Man, and Cybernetics (SMC 23), Honolulu, HI, Oct. 2
- E. Estiri and H. Mirinejad, 鈥淢odel-Free Reinforcement Learning for Automated Fluid Administration in Critical Care,鈥� IEEE International Conference on Biomedical and Health Informatics (BHI), Ioannina, Greece, Sep. 27-30, 2022.
- B. Kharabian and H. Mirinejad, 鈥淔uzzy Feedback Control of Chaotic Systems via Lyapunov Exponents Placement,鈥� IEEE International Conference on Electrical, Computer, and Energy Technologies, Prague, Czech Republic, Jul. 20-22, 2022.
- E. Estiri and H. Mirinejad, 鈥淐losed-Loop Control of Mean Arterial Pressure in Fluid Resuscitation using Reinforcement Learning,鈥� IEEE International Conference on Biomedical and Health Informatics (BHI), Ioannina, Greece, Sep. 27-30, 2022.
- M. Farahmand, H. Mirinejad, and C. G. Scully, 鈥淎 Model-Based Approach to Quantify Equipment Induced-Error in Pressure-Waveform Derived Cardiac Output Measurements,鈥� Physiological Measurements, vol. 42, no. 11, 2021.
- S. I. Mirza, A. Affan, H. Mirinejad, M. Brier, J. M. Zurada, and T. Inanc, 鈥淧recise Warfarin Management through Personalized Modeling and Control with Limited Clinical Data,鈥� IEEE Engineering in Medicine and Biology Conference, Virtual Conference, 2021.
- M. Farahmand, H. Mirinejad, and C. G. Scully, 鈥淓valuation of Pressure Recording Configuration Effects on Pressure-Waveform Derived Cardiac Output Measurements,鈥� IEEE Engineering in Medicine and Biology Conference (EMBC), Virtual Conference, Nov. 2021.
- H. Mirinejad, T. Inanc, and J. M. Zurada, 鈥淩adial Basis Function Interpolation and Galerkin Projection for Direct Trajectory Optimization and Costate Estimation,鈥� IEEE/CAA Journal of Automatica Sinica, vol. 8, pp. 1380鈥�1388, 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.
- J. Grant and H. Mirinejad, 鈥淥ptimal Control of Fluid Dosing in Hemorrhage Resuscitation,鈥� 2021 IEEE Conference on Biomedical and Health Informatics (BHI), Virtual Conference, July 2021.
- B. Kharabian and H. Mirinejad, 鈥淗ybrid Sliding Mode/H-Infinity Control Approach for Uncertain Flexible Manipulators,鈥� IEEE Access, vol. 8, pp. 170452鈥�60, 2020.
- H. Mirinejad, B. Parvinian, M. Ricks, Y. Zhang, S. Weininger, J-O Hahn, and C. G. Scully, 鈥淓valuation of Fluid Resuscitation Control Algorithms via a Hardware-in-the-Loop Test Bed,鈥� IEEE Transactions on Biomedical Engineering, vol. 67, no. 2 , pp. 47
- H. Mirinejad, B. Parvinian, Y. Zhang, S. Weininger, J. Hahn, and C. G. Scully, 鈥淩eal-Time Hardware-In-The-Loop Fluid Controller Testing with Digital Twin Animal Models,鈥� BMES/FDA Frontiers in Medical Devices Conference, College Park, MD, Mar. 2019.
- H. Mirinejad, P. Jayakumar, and T. Ersal, 鈥淢odeling Human Steering Behavior During Path Following in Teleoperation of Unmanned Ground Vehicles,鈥� Human Factors, vol. 60, no. 5, pp. 669鈥�684, 2018.
- H. Mirinejad, M. Ricks, B. Parvinian, J-O Hahn, and C. G. Scully, 鈥� A Real-Time Hardware-In-The-Loop Testing Platform for Closed-Loop Fluid Resuscitation,鈥� IEEE International Conference of Health Informatics (ICH 2018), New York City, NY, pp. 417鈥�418
- H. Mirinejad, A. E. Gaweda, M. E. Brier, J. M. Zurada, and T. Inanc, 鈥淚ndividualized Drug Dosing using RBF-Galerkin Method: Case of Anemia Management in Chronic Kidney Disease,鈥� Computer Methods and Programs in Biomedicine, vol. 148, pp. 45鈥�53, 2017.
- H. Mirinejad and T. Inanc, 鈥淎n RBF Collocation Method for Solving Optimal Control Problems,鈥� Robotics and Autonomous Systems, vol. 87, pp. 219鈥�225, 2017.
- H. Mirinejad, K. Welch, and L. Spicer, 鈥淎 Review of Intelligent Control Techniques in HVAC systems,鈥� 2012 IEEE EnergyTech Conference, Cleveland, OH, May 2012.
- M. R Yousefi, S. Hasanzadeh, H. Mirinejad, and M. Ghasemian, 鈥淎 Hybrid Neuro-Fuzzy Approach for Greenhouse Climate Modeling,鈥� 5th IEEE International Conference on Intelligent Systems, London, UK, 2010.
- H. Mirinejad and T. Inanc, 鈥淩BF Method for Optimal Control of Drug Administration in the Anemia of Hemodialysis Patients,鈥� 2015 41st Annual Northeast Bioengineering Conference (NEBEC), Troy, NY, Apr. 2015.
- H. Mirinejad, T. Inanc, M. Brier, and A. Gaweda, 鈥淩BF-Based Receding Horizon Control Approach to Personalized Anemia Treatment,鈥� 2015 41st Annual Northeast Bioengineering Conference. (NEBEC), Troy, NY, Apr. 2015.
- 6. E. Estiri and H. Mirinejad, 鈥淣onlinear State Space Model Identification of Hemorrhage Resuscitation using Autoencoder Learning and Gaussian Inference,鈥� accepted for publication, IEEE Conference on Systems, Man, and Cybernetics (SMC 23), Honolulu, HI, O
- H. Mirinejad, K. Welch, and L. Spicer, 鈥淎 Review of Intelligent Control Techniques in HVAC systems,鈥� 2012 IEEE EnergyTech Conference, Cleveland, OH, May 2012.
- M. R Yousefi, S. Hasanzadeh, H. Mirinejad, and M. Ghasemian, 鈥淎 Hybrid Neuro-Fuzzy Approach for Greenhouse Climate Modeling,鈥� 5th IEEE International Conference on Intelligent Systems, London, UK, 2010.
- H. Mirinejad, S. H. Sadati, S. Hasanzadeh, A. M. Shahri, and M. Ghasemian, 鈥淒esign and Simulation of an Automated System for Greenhouse using LabVIEW,鈥� American-Eurasian Journal of Agricultural & Environmental Sciences, vol. 3, no. 2, pp. 279鈥�284, 200
- H. Mirinejad, S. H. Sadati, M. Ghasemian, and H. Torab, 鈥淐ontrol Techniques in Heating, Ventilating and Air Conditioning (HVAC) Systems,鈥� Journal of Computer Science, vol. 4, no. 9, pp. 777鈥�783, 2008.
Awards/Achievements
- NSF CAREER Award (2024-2029); CAREER: Towards Safe and Interpretable Autonomy in Healthcare
- Healthy Communities Research Institute (HCRI) Faculty Fellowship (2024-2025)
- NSF Engineering Research Initiation (ERI) Grant (2022-2025); ERI: Precision Dosing in Critical Crae: An Automated Modeling and Control Approach
- NSF I-Corps Research Grant (2021-2022)
- NSF Smart and Connected Health Aspiring PI Travel Award (2020)
- Oak Ridge Institute for Science and Education (ORISE) Research Fellowship (2017-2019)
- Graduate Dean's Citation, University of Louisville (2016)
- Theobald Scholarship Award, University of Louisville (2015)
- University Doctoral Fellowship (2011-2013)