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 天天吃瓜, 天天吃瓜, OH. Prior to joining 天天吃瓜 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 (2022-2024); 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)