Giulia Pedrielli

Asst Professor

  • 203 Citations
  • 8 h-Index
20112020
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Fingerprint Dive into the research topics where Giulia Pedrielli is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

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Simulation Optimization Mathematics
Discrete event simulation Engineering & Materials Science
Optimization Mathematics
Discrete Event Simulation Mathematics
Sampling Engineering & Materials Science
Discrete Event Mathematics
Stochastic Optimization Mathematics
Fidelity Mathematics

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Research Output 2011 2019

  • 203 Citations
  • 8 h-Index
  • 27 Conference contribution
  • 15 Article
  • 2 Chapter

Continuous simulation optimization with model mismatch using Gaussian process regression

Inanlouganji, A., Pedrielli, G., Fainekos, G. & Pokutta, S., Jan 31 2019, WSC 2018 - 2018 Winter Simulation Conference: Simulation for a Noble Cause. Institute of Electrical and Electronics Engineers Inc., p. 2131-2142 12 p. 8632427. (Proceedings - Winter Simulation Conference; vol. 2018-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Simulation Optimization
Continuous Optimization
Gaussian Process
Fidelity
Regression

Falsification of cyber-physical systems through multi-fidelity stochastic optimization

Inanlouganji, A., Yaghoubi, S., Fainekos, G. & Pedrielli, G., Apr 15 2019, SNR 2019 - Proceedings of the 5th International Workshop on Symbolic-Numeric Methods for Reasoning about CPS and IoT. Ramachandran, G. S. & Ortiz, J. (eds.). Association for Computing Machinery, Inc, 3313371. (SNR 2019 - Proceedings of the 5th International Workshop on Symbolic-Numeric Methods for Reasoning about CPS and IoT).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Stochastic Optimization
Fidelity
Simulation Model
Cost Function
Cost functions

Simulation-based Benders cuts: A new cutting approach to approximately solve simulation-optimization problems

Zhang, M., Matta, A., Alfieri, A. & Pedrielli, G., Jan 31 2019, WSC 2018 - 2018 Winter Simulation Conference: Simulation for a Noble Cause. Institute of Electrical and Electronics Engineers Inc., p. 2225-2236 12 p. 8632326. (Proceedings - Winter Simulation Conference; vol. 2018-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Simulation Optimization
Benders Decomposition
Optimization Problem
Large Solutions
Simulation

Stochastic optimization for feasibility determination: An application to water pump operation in water distribution network

Tsai, Y. A., Pedrielli, G., Mathesen, L., Zabinsky, Z. B., Huang, H., Candelieri, A. & Perego, R., Jan 31 2019, WSC 2018 - 2018 Winter Simulation Conference: Simulation for a Noble Cause. Institute of Electrical and Electronics Engineers Inc., p. 1945-1956 12 p. 8632513. (Proceedings - Winter Simulation Conference; vol. 2018-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Distribution Network
Stochastic Optimization
Electric power distribution
Pump
Pumps

TD-OCBA: Optimal computing budget allocation and time dilation for simulation optimization of manufacturing systems

Zhu, Y., Pedrielli, G. & Hay Lee, L., Mar 4 2019, In : IISE Transactions. 51, 3, p. 219-231 13 p.

Research output: Contribution to journalArticle

Time series
Experiments
Discrete event simulation
Analytical models
Simulators

Projects 2017 2020