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ORCIDGiulia Pedrielli
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- affiliation: Arizona State University, USA
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2020 – today
- 2025
[i7]Ebrahim Farahmand, Reza Rahimi Azghan, Nooshin Taheri-Chatrudi, Eric Kim, Gautham Krishna Gudur, Edison Thomaz, Giulia Pedrielli, Pavan K. Turaga, Hassan Ghasemzadeh:
AttenGluco: Multimodal Transformer-Based Blood Glucose Forecasting on AI-READI Dataset. CoRR abs/2502.09919 (2025)- 2024
- [j18]You Zhou, Giulia Pedrielli, Fei Zhang, Teresa Wu:
Predicting RNA sequence-structure likelihood via structure-aware deep learning. BMC Bioinform. 25(1): 316 (2024) - [j17]Seksan Kiatsupaibul, Giulia Pedrielli
, Christopher Thomas Ryan, Robert L. Smith, Zelda B. Zabinsky:
Monte Carlo Fictitious Play for Finding Pure Nash Equilibria in Identical Interest Games. INFORMS J. Optim. 6(3-4): 155-172 (2024) - [j16]Giulia Pedrielli, Tanmay Khandait, Yumeng Cao, Quinn Thibeault, Hao Huang, Mauricio Castillo-Effen, Georgios Fainekos:
Part-X: A Family of Stochastic Algorithms for Search-Based Test Generation With Probabilistic Guarantees. IEEE Trans Autom. Sci. Eng. 21(3): 4504-4525 (2024) - [c63]Mohit Malu, Giulia Pedrielli, Gautam Dasarathy, Andreas Spanias:
ClassBO: Bayesian Optimization for Heterogeneous Functions. LION 2024: 249-253 - [c62]Tanmay Khandait, Giulia Pedrielli:
HyperPart-X: Probabilistic Guarantees for Parameter Mining of Signal Temporal Logic Formulas in Cyber-Physical Systems. RV 2024: 89-106 - [c61]Danielle F. Morey, Giulia Pedrielli, Zelda B. Zabinsky:
A Hybrid Approach Combining Simulation and a Queueing Model for Optimizing a Biomanufacturing System. WSC 2024: 1130-1138 - [c60]Shyam Sundar Nambiraja, Giulia Pedrielli:
Multi Agent Rollout for Bayesian Optimization. WSC 2024: 3518-3529 - 2023
- [c59]Claudio Menghi, Paolo Arcaini, Walstan Baptista, Gidon Ernst, Georgios Fainekos, Federico Formica, Sauvik Gon, Tanmay Khandait, Atanu Kundu, Giulia Pedrielli, Jarkko Peltomäki, Ivan Porres, Rajarshi Ray, Masaki Waga, Zhenya Zhang:
ARCH-COMP23 Category Report: Falsification. ARCH 2023: 151-169 - [c58]Vaibhav Sharma, Rong Pan, Giulia Pedrielli:
A Physics-Informed Neural Network Modeling Approach to Direct Ink Writing 3D Printing Process. CASE 2023: 1-7 - [c57]Quinn Thibeault, Tanmay Khandait, Giulia Pedrielli, Georgios Fainekos:
Search Based Testing for Code Coverage and Falsification in Cyber-Physical Systems. CASE 2023: 1-8 - [c56]Aniruddh Chandratre, Tomas Hernandez Acosta, Tanmay Khandait, Giulia Pedrielli, Georgios Fainekos:
Stealthy attacks formalized as STL formulas for Falsification of CPS Security. HSCC 2023: 15:1-15:8 - [c55]Tanmay Khandait, Aniruddh Chandratre, Walstan Baptista, Giulia Pedrielli, Georgios Fainekos:
Demo Abstract: Analysing CPS Security with Falsification on the Microsoft Flight Simulator. HSCC 2023: 30:1-30:2 - [c54]Mohit Malu, Giulia Pedrielli, Gautam Dasarathy, Andreas Spanias:
Class GP: Gaussian Process Modeling for Heterogeneous Functions. LION 2023: 408-423 - [c53]Mengrui Mina Jiang, Tanmay Khandait, Giulia Pedrielli:
CGPT: A Conditional Gaussian Process Tree for Grey-Box Bayesian Optimization. WSC 2023: 564-575 - [c52]Robert W. Dodge, Giulia Pedrielli, Petar Jevtic:
A Testing Based Approach for Security Analysis of Smart Semiconductor Systems. WSC 2023: 2286-2297 - [c51]Joshua Inman, Tanmay Khandait, Giulia Pedrielli, Lalitha Sankar:
Parameter Optimization with Conscious Allocation (POCA). WSC 2023: 3436-3447 - [i6]Joshua Inman, Tanmay Khandait, Giulia Pedrielli, Lalitha Sankar:
Parameter Optimization with Conscious Allocation (POCA). CoRR abs/2312.17404 (2023) - 2022
- [j15]Menghan Liu, Erik Poppleton, Giulia Pedrielli, Petr Sulc, Dimitri P. Bertsekas:
ExpertRNA: A New Framework for RNA Secondary Structure Prediction. INFORMS J. Comput. 34(5): 2464-2484 (2022) - [j14]Fahim Tasneema Azad, Robert W. Dodge, Allen M. Varghese, Jaejin Lee, Giulia Pedrielli, K. Selçuk Candan, Gerardo Chowell-Puente:
SIRTEM: Spatially Informed Rapid Testing for Epidemic Modeling and Response to COVID-19. ACM Trans. Spatial Algorithms Syst. 8(4): 29:1-29:43 (2022) - [c50]Gidon Ernst, Paolo Arcaini, Georgios Fainekos, Federico Formica, Jun Inoue, Tanmay Khandait, Mohammad Mahdi Mahboob, Claudio Menghi, Giulia Pedrielli, Masaki Waga, Yoriyuki Yamagata, Zhenya Zhang:
ARCH-COMP 2022 Category Report: Falsification with Ubounded Resources. ARCH@SAFECOMP 2022: 204-221 - [c49]Mengrui Mina Jiang, Giulia Pedrielli, Szu Hui Ng:
Gaussian Processes for High-Dimensional, Large Data Sets: A Review. WSC 2022: 49-60 - [c48]Wei Xie, Giulia Pedrielli:
From Discovery to Production: Challenges and Novel Methodologies for Next Generation Biomanufacturing. WSC 2022: 238-252 - [c47]Hao Huang, Pariyakorn Maneekul, Danielle F. Morey, Zelda B. Zabinsky, Giulia Pedrielli:
A Computational Study of Probabilistic Branch and Bound with Multilevel Importance Sampling. WSC 2022: 3251-3262 - [i5]Wei Xie, Giulia Pedrielli:
Integrate Bioprocess Mechanisms into Modeling, Analytics, and Control Strategies to Advance Biopharmaceutical Manufacturing and Delivery Processes. CoRR abs/2205.03920 (2022) - [i4]Haowei Wang, Ercong Zhang, Szu Hui Ng, Giulia Pedrielli:
A model aggregation approach for high-dimensional large-scale optimization. CoRR abs/2205.07525 (2022) - 2021
- [j13]Logan Mathesen, Giulia Pedrielli, Szu Hui Ng, Zelda B. Zabinsky:
Stochastic optimization with adaptive restart: a framework for integrated local and global learning. J. Glob. Optim. 79(1): 87-110 (2021) - [j12]Yunyi Kang, Logan Mathesen, Giulia Pedrielli, Feng Ju, Loo Hay Lee:
Multifidelity Modeling for Analysis and Optimization of Serial Production Lines. IEEE Trans. Autom. Control. 66(8): 3460-3474 (2021) - [c46]Gidon Ernst, Paolo Arcaini, Ismail Bennani, Aniruddh Chandratre, Alexandre Donzé, Georgios Fainekos, Goran Frehse, Khouloud Gaaloul, Jun Inoue, Tanmay Khandait, Logan Mathesen, Claudio Menghi, Giulia Pedrielli, Marc Pouzet, Masaki Waga, Shakiba Yaghoubi, Yoriyuki Yamagata, Zhenya Zhang:
ARCH-COMP 2021 Category Report: Falsification with Validation of Results. ARCH@ADHS 2021: 133-152 - [c45]Logan Mathesen, Giulia Pedrielli, Georgios Fainekos:
Efficient Optimization-Based Falsification of Cyber-Physical Systems with Multiple Conjunctive Requirements. CASE 2021: 732-737 - [c44]Giulia Pedrielli, Hao Huang, Zelda B. Zabinsky:
Using Gaussian Processes to Automate Probabilistic Branch & Bound for Global Optimization. CASE 2021: 2276-2281 - [c43]Yumeng Cao, Quinn Thibeault, Aniruddh Chandratre, Georgios Fainekos, Giulia Pedrielli, Mauricio Castillo-Effen:
Towards assurance case evidence generation through search based testing: work-in-progress. EMSOFT 2021: 41-42 - [c42]Quinn Thibeault, Jacob Anderson, Aniruddh Chandratre, Giulia Pedrielli, Georgios Fainekos:
PSY-TaLiRo: A Python Toolbox for Search-Based Test Generation for Cyber-Physical Systems. FMICS 2021: 223-231 - [c41]Antonio Candelieri, Giulia Pedrielli:
Treed-Gaussian Processes with Support Vector Machines as Nodes For Nonstationary Bayesian Optimization. WSC 2021: 1-12 - [c40]Menghan Liu, Giulia Pedrielli, Yumeng Cao:
Partitioning and Gaussian Processes for Accelerating Sampling in Monte Carlo Tree Search for Continuous Decisions. WSC 2021: 1-13 - [i3]Quinn Thibeault, Jacob Anderson, Aniruddh Chandratre, Giulia Pedrielli, Georgios Fainekos:
PSY-TaLiRo: A Python Toolbox for Search-Based Test Generation for Cyber-Physical Systems. CoRR abs/2106.02200 (2021) - [i2]Logan Mathesen, Giulia Pedrielli, R. L. Smith:
Scaling Bayesian Optimization With Game Theory. CoRR abs/2110.03790 (2021) - [i1]Giulia Pedrielli, Tanmay Khandait, Surdeep Chotaliya, Quinn Thibeault, Hao Huang, Mauricio Castillo-Effen, Georgios Fainekos:
Part-X: A Family of Stochastic Algorithms for Search-Based Test Generation with Probabilistic Guarantees. CoRR abs/2110.10729 (2021) - 2020
- [j11]Qitong Zhao, Chenhao Zhou, Giulia Pedrielli:
A Decision Support System for Data-Driven Driver-Experience Augmented Vehicle Routing Problem. Asia Pac. J. Oper. Res. 37(5): 2050018:1-2050018:23 (2020) - [j10]Giulia Pedrielli, Songhao Wang, Szu Hui Ng:
An extended Two-Stage Sequential Optimization approach: Properties and performance. Eur. J. Oper. Res. 287(3): 929-945 (2020) - [j9]Giulia Pedrielli, Yifan Xing, Jia Hao Peh, Kim Wee Koh, Szu Hui Ng:
A Real Time Simulation Optimization Framework for Vessel Collision Avoidance and the Case of Singapore Strait. IEEE Trans. Intell. Transp. Syst. 21(3): 1204-1215 (2020) - [c39]Gidon Ernst, Paolo Arcaini, Ismail Bennani, Alexandre Donzé, Georgios Fainekos, Goran Frehse, Logan Mathesen, Claudio Menghi, Giulia Pedrielli, Marc Pouzet, Shakiba Yaghoubi, Yoriyuki Yamagata, Zhenya Zhang:
ARCH-COMP 2020 Category Report: Falsification. ARCH 2020: 140-152 - [c38]Thomaz Carvalhaes, Alireza Inanlouganji, Esther Boyle, Petar Jevtic, Giulia Pedrielli, Agami Reddy:
A Simulation Framework for Service Loss of Power Networks under Extreme Weather Events: A Case of Puerto Rico. CASE 2020: 1532-1537 - [c37]Maxime Xuereb, Szu Hui Ng, Giulia Pedrielli:
Stochastic Gaussian Process Model Averaging for High-Dimensional Inputs. WSC 2020: 373-384
2010 – 2019
- 2019
- [j8]Giulia Pedrielli, K. Selçuk Candan, Xilun Chen, Logan Mathesen, Alireza Inanlouganji, Jie Xu, Chun-Hung Chen, Loo Hay Lee:
Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data. Asia Pac. J. Oper. Res. 36(6): 1940011:1-1940011:35 (2019) - [j7]Yinchao Zhu, Giulia Pedrielli, Loo Hay Lee:
TD-OCBA: Optimal computing budget allocation and time dilation for simulation optimization of manufacturing systems. IISE Trans. 51(3): 219-231 (2019) - [j6]Yue Liu, Giulia Pedrielli, Haobin Li, Loo Hay Lee, Chun-Hung Chen, John F. Shortle:
Optimal Computing Budget Allocation for Stochastic N-k Problem in the Power Grid System. IEEE Trans. Reliab. 68(3): 778-789 (2019) - [c36]Mohammad Hekmatnejad, Giulia Pedrielli, Georgios Fainekos:
Task Scheduling with Nonlinear Costs using SMT Solvers. CASE 2019: 183-188 - [c35]Logan Mathesen, Shakiba Yaghoubi, Giulia Pedrielli, Georgios Fainekos:
Falsification of Cyber-Physical Systems with Robustness Uncertainty Quantification Through Stochastic optimization with Adaptive Restart. CASE 2019: 991-997 - [c34]Gidon Ernst, Paolo Arcaini, Alexandre Donzé, Georgios Fainekos, Logan Mathesen, Giulia Pedrielli, Shakiba Yaghoubi, Yoriyuki Yamagata, Zhenya Zhang:
ARCH-COMP 2019 Category Report: Falsification. ARCH@CPSIoTWeek 2019: 129-140 - [c33]Xilun Chen, Logan Mathesen, Giulia Pedrielli, K. Selçuk Candan:
Complicacy-Guided Parameter Space Sampling for Knowledge Discovery with Limited Simulation Budgets. ICBK 2019: 50-57 - [c32]Zelda B. Zabinsky, Giulia Pedrielli, Hao Huang:
A Framework for Multi-fidelity Modeling in Global Optimization Approaches. LOD 2019: 335-346 - [c31]Alireza Inanlouganji, Shakiba Yaghoubi, Georgios Fainekos, Giulia Pedrielli:
Falsification of cyber-physical systems through multi-fidelity stochastic optimization. SNR 2019: 22-23 - [c30]Giulia Pedrielli, Russell R. Barton:
Metamodel-Based Quantile Estimation for Hedging Control of Manufacturing Systems. WSC 2019: 452-463 - [c29]Logan Mathesen, Kaushik Keezhnagar Chandrasekar, Xinsheng Li, Giulia Pedrielli, K. Selçuk Candan:
Subspace Communication Driven Search for High Dimensional Optimization. WSC 2019: 3528-3539 - [c28]Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli:
Feasibility Cut Generation by Simulation: Server Allocation in Serial-Parallel Manufacturing Systems. WSC 2019: 3633-3644 - 2018
- [j5]Giulia Pedrielli, Andrea Matta, Arianna Alfieri, Mengyi Zhang:
Design and control of manufacturing systems: a discrete event optimisation methodology. Int. J. Prod. Res. 56(1-2): 543-564 (2018) - [j4]Juxin Li, Weizhi Liu, Giulia Pedrielli, Loo Hay Lee, Ek Peng Chew:
Optimal Computing Budget Allocation to Select the Nondominated Systems - A Large Deviations Perspective. IEEE Trans. Autom. Control. 63(9): 2913-2927 (2018) - [c27]Hongyue Sun, Giulia Pedrielli, Guanglei Zhao, Andrea Bragagnolo, Chi Zhou, Rong Pan, Wenyao Xu:
Cyber-coordinated Simulation Models for Multi-stage Additive Manufacturing of Energy Products. CASE 2018: 893-898 - [c26]Giulia Pedrielli, Feng Ju:
Simulation-Predictive Control for Manufacturing Systems. CASE 2018: 1310-1315 - [c25]Yi-An Tsai, Giulia Pedrielli, Logan Mathesen, Zelda B. Zabinsky, Hao Huang, Antonio Candelieri, Riccardo Perego:
Stochastic Optimization for Feasibility determination: an Application to water pump Operation in water Distribution Network. WSC 2018: 1945-1956 - [c24]Alireza Inanlouganji, Giulia Pedrielli, Georgios Fainekos, Sebastian Pokutta:
Continuous simulation Optimization with Model mismatch using Gaussian Process Regression. WSC 2018: 2131-2142 - [c23]Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli:
Simulation-based Benders Cuts: a New cutting Approach to Approximately solve simulation-Optimization Problems. WSC 2018: 2225-2236 - 2017
- [c22]Yunyi Kang, Logan Mathesen, Giulia Pedrielli, Feng Ju:
Multi-fidelity modeling for analysis of serial production lines. CASE 2017: 30-35 - [c21]Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli:
A simulation-based benders' cuts generation for the joint workstation, workload and buffer allocation problem. CASE 2017: 1067-1072 - [c20]Logan Mathesen, Giulia Pedrielli, Szu Hui Ng:
Trust region based stochastic optimization with adaptive restart: A family of global optimization algorithms. WSC 2017: 2104-2115 - [c19]Haobin Li, Xiuju Fu, Xiaofeng Yin, Giulia Pedrielli, Loo Hay Lee:
Optimal design of master-worker architecture for parallelized simulation optimization. WSC 2017: 2183-2193 - 2016
- [j3]Haobin Li, Giulia Pedrielli:
Shipment policy optimisation in a return supply chain for online retailers via stochastic discrete event simulation. Int. J. Simul. Process. Model. 11(3/4): 241-258 (2016) - [c18]Haobin Li, Giulia Pedrielli, Min Chen, Loo Hay Lee, Ek Peng Chew, Chun-Hung Chen:
V-shaped sampling based on Kendall-Distance to enhance optimization with ranks. WSC 2016: 671-681 - [c17]Giulia Pedrielli, Yinchao Zhu, Loo Hay Lee, Haobin Li:
Empirical analysis of the performance of variance estimators in sequential single-run Ranking & Selection: The case of Time Dilation algorithm. WSC 2016: 738-748 - [c16]Giulia Pedrielli, Szu Hui Ng:
G-STAR: A new Kriging-based trust region method for global optimization. WSC 2016: 803-814 - [c15]Nugroho Artadi Pujowidianto, Loo Hay Lee, Giulia Pedrielli, Chun-Hung Chen, Haobin Li:
Constrained optimizaton for hospital bed allocation via discrete event simulation with Nested Partitions. WSC 2016: 1916-1925 - [c14]Giulia Pedrielli, Albert Vinsensius, Ek Peng Chew, Loo Hay Lee, Alessandro Duri, Haobin Li:
Hybrid order picking strategies for fashion E-commerce warehouse systems. WSC 2016: 2250-2261 - [c13]Mengyi Zhang, Andrea Matta, Giulia Pedrielli:
Discrete Event Optimization: Workstation and buffer allocation problem in manufacturing flow lines. WSC 2016: 2879-2890 - [c12]Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli:
A simulation based cut generation approach to improve DEO efficiency: The Buffer Allocation case. WSC 2016: 3710-3711 - 2015
- [j2]Arianna Alfieri, Andrea Matta, Giulia Pedrielli:
Mathematical programming models for joint simulation-optimization applied to closed queueing networks. Ann. Oper. Res. 231(1): 105-127 (2015) - [c11]Hongtao Chi, Giulia Pedrielli, Thomas Kister, Szu Hui Ng, Stéphane Bressan:
An AIS-based framework for real time monitoring of vessels efficiency. IEEM 2015: 1218-1222 - [c10]Haobin Li, Yinchao Zhu, Yixin Chen, Giulia Pedrielli, Nugroho Artadi Pujowidianto:
The object-oriented discrete event simulation modeling: a case study on aircraft spare part management. WSC 2015: 3514-3525 - [c9]Giulia Pedrielli, Andrea Matta, Arianna Alfieri:
Discrete event optimization: single-run integrated simulation-optimization using mathematical programming. WSC 2015: 3557-3568 - [c8]Haobin Li, Yueqi Li, Loo Hay Lee, Ek Peng Chew, Giulia Pedrielli, Chun-Hung Chen:
Multi-objective multi-fidelity optimization with ordinal transformation and optimal sampling. WSC 2015: 3737-3748 - [c7]Giulia Pedrielli, Szu Hui Ng:
Kriging-based simulation-optimization: a stochastic recursion perspective. WSC 2015: 3834-3845 - 2014
- [c6]Giulia Pedrielli, Arianna Alfieri, Andrea Matta:
Time Buffer Control System for multi-stage production lines. CASE 2014: 393-398 - [c5]Xingyi Chen, Giulia Pedrielli, Szu Hui Ng:
SNAT: simulation-based search for navigation safety. The case of Singapore strait. WSC 2014: 1819-1830 - [c4]Andrea Matta, Giulia Pedrielli, Arianna Alfieri:
Event relationship graph lite: event based modeling for simulation-optimization of control policies in discrete event systems. WSC 2014: 3983-3994 - 2012
- [j1]Giulia Pedrielli, Marco Sacco, Walter Terkaj, Tullio Tolio:
An HLA-based distributed simulation for networked manufacturing systems analysis. J. Simulation 6(4): 237-252 (2012) - [c3]Giulia Pedrielli:
Time buffer for approximate optimization of production systems: concept, applications and structural results. WSC 2012: 309:1-309:2 - [c2]Giulia Pedrielli:
Time buffer for approximate optimization of production systems: concept, applications and structural results. WSC 2012: 324:1-324:2 - 2011
- [c1]Giulia Pedrielli, Paola Scavardone, Tullio Tolio, Marco Sacco, Walter Terkaj:
Simulation of Complex Manufacturing Systems via HLA-Based Infrastructure. PADS 2011: 1-9
Coauthor Index
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