Education/CredentialsPh.D.: Sapienza University of Rome (Operations Research)M.S.: Sapienza University of Rome (Engineering Management)B.S.: Sapienza University of Rome (Engineering Management) Contact Information Rhodes Hall 635 Office 513-556-6926 Email giovanto@ucmail.uc.edu Research InterestsMethodological Research Interests Nonlinear Optimization Optimization Methods for Machine Learning Stochastic Optimization Bilevel and Multi-Objective Optimization Simulation-Based Optimization Derivative-Free and Black-Box Optimization Main Application Areas Healthcare Management Machine Learning Transportation Systems Peer Reviewed Publications De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 12-01-2022. Determining the optimal piecewise constant approximation for the nonhomogeneous Poisson process rate Flexible Services and Manufacturing Journal, 34 4, 979-1012 Alleck T.; Giovannelli T.; Vicente L.N.; Mitchell R.; Remen O. 08-01-2024. Match score dataset for team ball sports Data in Brief, 55 , Maccarrone L.; Giovannelli T.; Ferone D.; Panadero J.; Juan A.A. 07-02-2018. A simheuristic algorithm for solving an integrated resource allocation and scheduling problem Proceedings - Winter Simulation Conference, 2018-December , 3340-3351 Giovannelli T.; Vicente L.N. 07-01-2023. An integrated assignment, routing, and speed model for roadway mobility and transportation with envi Transportation Research Part C: Emerging Technologies, 152 , Giovannelli T.; Liuzzi G.; Lucidi S.; Rinaldi F. 06-01-2022. Derivative-free methods for mixed-integer nonsmooth constrained optimization Computational Optimization and Applications, 82 2, 293-327 Fava G.; Giovannelli T.; Messedaglia M.; Roma M. 03-01-2022. Effect of different patient peak arrivals on an emergency department via discrete event simulation: Simulation, 98 3, 161-181 Boresta M.; Giovannelli T.; Roma M. 01-01-2024. Managing low–acuity patients in an Emergency Department through simulation–based multiobjective opti Health Care Management Science, , Giovannelli T.; Kent G.D.; Vicente L.N. 01-01-2024. Bilevel optimization with a multi-objective lower-level problem: risk-neutral and risk-averse formul Optimization Methods and Software, , De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 01-01-2023. A simulation-based optimization approach for the calibration of a discrete event simulation model of Annals of Operations Research, 320 2, 727-756
Research InterestsMethodological Research Interests Nonlinear Optimization Optimization Methods for Machine Learning Stochastic Optimization Bilevel and Multi-Objective Optimization Simulation-Based Optimization Derivative-Free and Black-Box Optimization Main Application Areas Healthcare Management Machine Learning Transportation Systems
Peer Reviewed Publications De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 12-01-2022. Determining the optimal piecewise constant approximation for the nonhomogeneous Poisson process rate Flexible Services and Manufacturing Journal, 34 4, 979-1012 Alleck T.; Giovannelli T.; Vicente L.N.; Mitchell R.; Remen O. 08-01-2024. Match score dataset for team ball sports Data in Brief, 55 , Maccarrone L.; Giovannelli T.; Ferone D.; Panadero J.; Juan A.A. 07-02-2018. A simheuristic algorithm for solving an integrated resource allocation and scheduling problem Proceedings - Winter Simulation Conference, 2018-December , 3340-3351 Giovannelli T.; Vicente L.N. 07-01-2023. An integrated assignment, routing, and speed model for roadway mobility and transportation with envi Transportation Research Part C: Emerging Technologies, 152 , Giovannelli T.; Liuzzi G.; Lucidi S.; Rinaldi F. 06-01-2022. Derivative-free methods for mixed-integer nonsmooth constrained optimization Computational Optimization and Applications, 82 2, 293-327 Fava G.; Giovannelli T.; Messedaglia M.; Roma M. 03-01-2022. Effect of different patient peak arrivals on an emergency department via discrete event simulation: Simulation, 98 3, 161-181 Boresta M.; Giovannelli T.; Roma M. 01-01-2024. Managing low–acuity patients in an Emergency Department through simulation–based multiobjective opti Health Care Management Science, , Giovannelli T.; Kent G.D.; Vicente L.N. 01-01-2024. Bilevel optimization with a multi-objective lower-level problem: risk-neutral and risk-averse formul Optimization Methods and Software, , De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 01-01-2023. A simulation-based optimization approach for the calibration of a discrete event simulation model of Annals of Operations Research, 320 2, 727-756
De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 12-01-2022. Determining the optimal piecewise constant approximation for the nonhomogeneous Poisson process rate Flexible Services and Manufacturing Journal, 34 4, 979-1012 Alleck T.; Giovannelli T.; Vicente L.N.; Mitchell R.; Remen O. 08-01-2024. Match score dataset for team ball sports Data in Brief, 55 , Maccarrone L.; Giovannelli T.; Ferone D.; Panadero J.; Juan A.A. 07-02-2018. A simheuristic algorithm for solving an integrated resource allocation and scheduling problem Proceedings - Winter Simulation Conference, 2018-December , 3340-3351 Giovannelli T.; Vicente L.N. 07-01-2023. An integrated assignment, routing, and speed model for roadway mobility and transportation with envi Transportation Research Part C: Emerging Technologies, 152 , Giovannelli T.; Liuzzi G.; Lucidi S.; Rinaldi F. 06-01-2022. Derivative-free methods for mixed-integer nonsmooth constrained optimization Computational Optimization and Applications, 82 2, 293-327 Fava G.; Giovannelli T.; Messedaglia M.; Roma M. 03-01-2022. Effect of different patient peak arrivals on an emergency department via discrete event simulation: Simulation, 98 3, 161-181 Boresta M.; Giovannelli T.; Roma M. 01-01-2024. Managing low–acuity patients in an Emergency Department through simulation–based multiobjective opti Health Care Management Science, , Giovannelli T.; Kent G.D.; Vicente L.N. 01-01-2024. Bilevel optimization with a multi-objective lower-level problem: risk-neutral and risk-averse formul Optimization Methods and Software, , De Santis A.; Giovannelli T.; Lucidi S.; Messedaglia M.; Roma M. 01-01-2023. A simulation-based optimization approach for the calibration of a discrete event simulation model of Annals of Operations Research, 320 2, 727-756