Giulia Pedrielli
Assistant Professor, School of Computing, Informatics, and Decision Systems Engineering, Ira A. Fulton Schools of Engineering
School of Computing, Informatics, and Decision Systems Engineering
Arizona State University
699 S Mill Ave
Tempe, AZ 85281
Titles
- Senior Global Futures Scientist, Julie Ann Wrigley Global Futures Laboratory
- Assistant Professor, School of Computing, Informatics, and Decision Systems Engineering, Ira A. Fulton Schools of Engineering
Biography
Giulia Pedrielli is currently an assistant professor for the School of Computing Informatics System Design Systems Engineering in Arizona State University. She was previously a postdoctoral fellow at the Department of Industrial & Systems Engineering at National University of Singapore and Department of Mechanical Engineering of Politecnico di Milano. She was also a research fellow for the Institute of Industrial Technologies and Automation within the National Research Council, Italy, (ITIA-CNR). She was a visiting PhD student at University of California Berkeley (USA), Department of Industrial Engineering & Operations Research (IEOR) during the period August 2011–June 2012 collaborating with Professor Lee W. Schruben.
She develops her research activity in the area of stochastics and simulation with a particular interest in simulation based optimization. She has dealt with applications in several domains: manufacturing including automotive and de-manufacturing, power systems, supply chains, automation and warehousing, and health care. She is increasingly involved in real time control under uncertainty in the domain of cyber-physical systems including robotics.
Education
- PhD, Mechanical Engineering, Politecnico di Milano, 2013
- MS, Industrial Engineering, Politecnico di Milano, 2009
Expertise
Journal Articles
2017
Li, H., G. Pedrielli, L. H. Lee and E. P. Chew. 2017. Enhancement of supply chain resilience through inter-echelon information sharing. Flexible Services and Manufacturing Journal 29(2):260-285. DOI: 10.1007/s10696-016-9249-3. (link )
2016
Li, H. and G. Pedrielli. 2016. Shipment policy optimization in a return supply chain for online retailers via stochastic discrete event simulation. International Journal of Simulation and Process Modelling 11(3-4):241-258. DOI: 10.1504/IJSPM.2016.078515. (link )
2015
Alfieri, A., A. Matta, G. Pedrielli and G. Ann. 2015. Mathematical programming models for joint simulation–optimization applied to closed queueing networks. Annals of Operations Research 231(1):105-177. DOI: 10.1007/s10479-013-1480-7. (link )
Gagliardo, S., F. Giannini, M. Monti, G. Pedrielli, W. Terkaj, M. Sacco, M. Ghellere and F. Salamoni. 2015. An ontology-based framework for sustainable factories. Computer-Aided Design and Applications 12(2):198-207. DOI: 10.1080/16864360.2014.962432. (link )
Pedrielli, G., A. Alfieri and A. Matta. 2015. Integrated simulation–optimization of pull control systems. International Journal of Production Research 53(14):4317-4336. DOI: 10.1080/00207543.2014.997404. (link )
Pedrielli, G., L. H. Lee and S. H. Ng. 2015. Optimal bunkering contract in a buyer–seller supply chain under price and consumption uncertainty. Transportation Research Part E: Logistics and Transportation Review 77(May):77-94. DOI: 10.1016/j.tre.2015.02.010. (link )
2012
Pedrielli, G., M. Sacco, W. Terkaj and T. Tolio. 2012. An HLA-based distributed simulation for networked manufacturing systems analysis. Journal of Simulation 6(4):237-252. DOI: 10.1057/jos.2012.6. (link )
Book Chapters
2016
Pedrielli, G., E. P. Chew, L. H. Lee and C. White. 2016. Singapore: The future of logistics hub. In: Fwa, T. F. ed., 50 Years of Transportation in Singapore: Achievements and Challenges. World Scientific. ISBN: 978-981-4651-59-2 .
Pedrielli, G., L. H. Lee, E. P. Chew and K. C. Tan. 2016. Development of the Port of Singapore: A historical review. In: Fwa, T. F. ed., 50 Years of Transportation in Singapore: Achievements and Challenges. World Scientific. ISBN: 978-981-4651-59-2 .
2012
Pedrielli, G., T. Tolio, W. Terkaj and M. Sacco. 2012. Distributed modeling of discrete event systems. In: Lee, E. W. ed., Discrete Event Simulations - Development and Applications. InTech Open Access Publisher. DOI: 10.5772/50350. (link )
Conference Papers
2016
Li, H., G. Pedrielli, M. Chen, L. H. Lee, E. P. Chew and C. Chen. 2016. V-shaped sampling based on Kendall-distance to enhance optimization with ranks. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Pedrielli, G. and S. H. Ng. 2016. G-Star: A new Kriging-based trust region method for global optimization. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Pedrielli, G., A. Vinsensius, E. P. Chew, L. H. Lee, A. Duri and H. Li. 2016. Hybrid order picking strategies for fashion E-commerce warehouse systems. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Pedrielli, G., Y. Zhu, L. H. Lee and H. Li. 2016. Empirical analysis of the performance of variance estimators in sequential single-run ranking & selection: The case of time dilation algorithm. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Pujowidianto, N. A., L. H. Lee, G. Pedrielli, C. Chen and H. Li. 2016. Constrained optiminzation for hospital bed allocation via discrete event simulation with nested partitions. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Zhang, M., A. Alfieri, G. Pedrielli and E. Zhou. 2016. A simulation based cut generation approach to improve DEO efficiency: The buffer allocation case. In: Matta, A., T. M. Roeder, P. I. Frazier, R. Szechtman, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
Zhang, M. and G. Pedrielli. 2016. Discrete event optimization: Workstation and buffer allocation problem in manufacturing flow lines. In: Roeder, T. M., P. I. Frazier, R. Szechtman, E. Zhou, T. Huschka and S. E. Chick eds., Proceedings of the 2016 Winter Simulation Conference. 2016 Winter Simulation Conference. Arlington, VA. (link )
2015
Li, H., Y. Li, G. Pedrielli, L. H. Lee, E. P. Chew, C. Chen and C. M. Macal. 2015. Multi-objective multi-fidelity optimization with ordinal transformation and optimal sampling. Pp. 3737-3748 In: Yilmaz, L., W. K. Chan, I. Moon, T. M. Roeder and M. D. Rossetti eds., Proceedings of the 2015 Winter Simulation Conference. 2015 Winter Simulation Conference. (link )
Li, H., Y. Zhu, G. Pedrielli, N. A. Pujowidianto and Y. Chen. 2015. The object-oriented discrete event simluation modeling: A case study on aircraft spare part management. Pp. 3514-3525 In: Yilmaz, L., W. K. Chan, I. Moon, T. M. Roeder, C. Macal and M. D. Rossetti eds., Proceedings of the 2015 Winter Simulation Conference. 2015 Winter Simulation Conference. (link )
Pedrielli, G., J. W. Chee, L. H. Lee and E. P. Chew. 2015. A new revenue-based empty repositioning. Proceedings of the 2015 International Conference on Logistics and Maritime Studies. 2015 International Conference on Logistics and Maritime Studies. Hong Kong.
Pedrielli, G., A. Matta and A. Alfieri. 2015. Discrete event optimization: Single-run integrated simulation-optimization using mathematical programming. Pp. 3557-3568 In: Yilmaz, L., W. K. Chan, I. Moon, T. M. Roeder, C. Macal and M. D. Rossetti eds., Proceedings of the 2015 Winter Simulation Conference. 2015 Winter Simulation Conference. (link )
Pedrielli, G. and S. H. Ng. 2015. Kriging-based simulation-optimization: A stochastic recursion perspective. Pp. 3834-3845 In: Yilmaz, L., W. K. Chan, I. Moon, T. M. Roeder, C. Macal and M. D. Rossetti eds., Proceedings of the 2015 Winter Simulation Conference. 2015 Winter Simulation Conference. (link )
Pedrielli, G., R. Weng, W. Huang, L. H. Lee and E. P. Chew. 2015. Models for bunkering price forecast forecast. Proceedings of the 2015 International Conference on Logistics and Maritime Studies. 2015 International Conference on Logistics and Maritime Studies. Hong Kong.
Pedrielli, G., Y. Zhu and L. H. Lee. 2015. Single-run simulation optimization through time dilation and optimal computing budge allocation. Proceedings of the 10th Conference on Stochastic Models of Manufacturing and Service Operations. SMMSO 2015. Volos, Greece. (link )
Weng, R., G. Pedrielli, L. H. Lee and S. H. Ng. 2015. A dynamic programming approach for the bunkering with contract problem. Proceedings of the 2015 International Conference on Logistics and Maritime Studies. 2015 International Conference on Logistics and Maritime Studies. Hong Kong.
2014
Chen, X., G. Pedrielli and S. H. Ng. 2014. SNAT: Simulation-based search for navigation safety, the case of Singapore Strait. Pp. 1819-1830 In: Tolk, A., S. Y. Diallo, O. Ryzhov, L. Yilmaz, S. Buckley and J. A. Miller eds., Proceedings of the 2014 Winter Simulation Conference. 2014 Winter Simulation Conference. (link )
Matta, A., G. Pedrielli and A. Alfieri. 2014. Event relationship graph lite: Event based modeling for simulation-optimization of control policies in discrete event systems. Pp. 3983-3994 In: Tolk, A., S. Y. Diallo, O. Ryzhov, L. Yilmaz, S. Buckley and J. A. Miller eds., Proceedings of the 2014 Winter Simulation Conference. 2014 Winter Simulation Conference. (link )
Pedrielli, G., A. Alfieri and A. Matta. 2014. Time buffer control system for multi-stage production lines. Pp. 393-398 2014 IEEE International Conference on Automation Science and Engineering (CASE). 2014 IEEE International Conference on Automation Science and Engineering. Taipei, Taiwan. (link )
2013
Alfieri, A., A. Matta and G. Pedrielli. 2013. Integrating simulation modeling and optimization: An event-based approach. Proceedings of the 2013 IXth Conference on Stochastic Models of Manufacturing and Service Operations. IXth Conference on Stochastic Models of Manufacturing and Service Operations. Kloster Seeon, Germany. (link )
2012
Terkaj, W., G. Pedrielli and M. Sacco. 2012. Virtual factory data model. Proceedings of the 2nd Workshop, OSEMA (Ontology and Semantic Web for Manufacturing). 2nd Workshop, OSEMA (Ontology and Semantic Web for Manufacturing). Graz, Austria.
2011
Alfieri, A., A. Matta and G. Pedrielli. 2011. Mathematical programming formulation for approximate simulation of closed-loop systems. 8th Stochastic Models of Manufacturing and Service Operations Conference. Kuşadası, İzmir, Turkey. (link )
Pedrielli, G., P. Scavardone and T. Tolio. 2011. Simulation of complex manufacturing sysetms via HLA--based infrastructure. Proceedings of the 2011 IEEE Workshop on Principles of Advanced and Distrbuted Simulation (PADS). 2011 IEEE Workshop on Principles of Advanced and Distrbuted Simulation (PADS). (link )