Giulia Pedrielli

103 papers A* 1B 2C 1Misc 35Journal 36Unranked 28
YearRankTypeTitle / Venue / Authors
2026 J jnl
A model aggregation approach for high-dimensional large-scale optimization.
Eur. J. Oper. Res.
Haowei Wang, Ercong Zhang, Szu Hui Ng, Giulia Pedrielli
2026 A* conf
Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO2 Storage.
AAAI
Haoyue Bai, Guodong Chen, Wangyang Ying, Xinyuan Wang, Nanxu Gong, Sixun Dong, Giulia Pedrielli, Haoyu Wang, Haifeng Chen, Yanjie Fu
2026 J jnl
Causality by Abstraction: Symbolic Rule Learning in Multivariate Timeseries with Large Language Models.
CoRR
Preetom Biswas, Giulia Pedrielli, K. Selçuk Candan
2026 J jnl
Gated Adaptation for Continual Learning in Human Activity Recognition.
CoRR
Reza Rahimi Azghan, Gautham Krishna Gudur, Mohit Malu, Edison Thomaz, Giulia Pedrielli, Pavan Turaga, Hassan Ghasemzadeh
2025 — conf
A gray box approach for Large Language Model-guided Natural Language to Temporal Logic Automatic Translation.
ICCPS
Eshita Shukla, Quinn Thibeault, Giulia Pedrielli
2025 J jnl
AttenGluco: Multimodal Transformer-Based Blood Glucose Forecasting on AI-READI Dataset.
CoRR
Ebrahim Farahmand, Reza Rahimi Azghan, Nooshin Taheri-Chatrudi, Eric Kim, Gautham Krishna Gudur, Edison Thomaz, Giulia Pedrielli, Pavan K. Turaga, Hassan Ghasemzadeh
2025 J jnl
Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO
CoRR
Haoyue Bai, Guodong Chen, Wangyang Ying, Xinyuan Wang, Nanxu Gong, Sixun Dong, Giulia Pedrielli, Haoyu Wang, Haifeng Chen, Yanjie Fu
2025 J jnl
CLAD-Net: Continual Activity Recognition in Multi-Sensor Wearable Systems.
CoRR
Reza Rahimi Azghan, Gautham Krishna Gudur, Mohit Malu, Edison Thomaz, Giulia Pedrielli, Pavan K. Turaga, Hassan Ghasemzadeh
2025 — conf
Falsification and Control of CPS using the Language Set of Discrete-Time Temporal Logic.
ICCPS
Christian Abou-Mrad, Tanmay Khandait, Giulia Pedrielli, Houssam Abbas
2025 J jnl
GluMind: Multimodal Parallel Attention and Knowledge Retention for Robust Cross-Population Blood Glucose Forecasting.
CoRR
Ebrahim Farahmand, Reza Rahimi Azghan, Nooshin Taheri-Chatrudi, Velarie Yaa Ansu-Baidoo, Eric Kim, Gautham Krishna Gudur, Mohit Malu, Owen Krueger, Edison Thomaz, Giulia Pedrielli, Pavan K. Turaga, Hassan Ghasemzadeh
2025 J jnl
Guiding Diffusion with Deep Geometric Moments: Balancing Fidelity and Variation.
CoRR
Sangmin Jung, Utkarsh Nath, Yezhou Yang, Giulia Pedrielli, Joydeep Biswas, Amy Zhang, Hassan Ghasemzadeh, Pavan K. Turaga
2025 J jnl
High dimensional Bayesian optimization for circuit design.
Intell. Decis. Technol.
Mohit Malu, Diann Dow, Prateek Sharma, Alexis Cottam, Mat Binggeli, Gautam Dasarathy, Giulia Pedrielli, Andreas Spanias
2025 — conf
Human Digital Twin, Precision Healthcare, Health Monitoring, Anomaly Detection, Statistical and Machine Learning Models.
ICDM (Workshops)
Rong Pan, Hongyue Sun, Xiaoyu Chen, Giulia Pedrielli, Jiapeng Huang
2025 J jnl
Human Digital Twin: Data, Models, Applications, and Challenges.
CoRR
Rong Pan, Hongyue Sun, Xiaoyu Chen, Giulia Pedrielli, Jiapeng Huang
2025 J jnl
MultiCoSim: A Python-based Multi-Fidelity Co-Simulation Framework.
CoRR
Quinn Thibeault, Giulia Pedrielli
2025 J jnl
POCAII: Parameter Optimization with Conscious Allocation using Iterative Intelligence.
CoRR
Joshua Inman, Tanmay Khandait, Lalitha Sankar, Giulia Pedrielli
2024 Misc conf
A Hybrid Approach Combining Simulation and a Queueing Model for Optimizing a Biomanufacturing System.
WSC
Danielle F. Morey, Giulia Pedrielli, Zelda B. Zabinsky
2024 — conf
ClassBO: Bayesian Optimization for Heterogeneous Functions.
LION
Mohit Malu, Giulia Pedrielli, Gautam Dasarathy, Andreas Spanias
2024 B conf
HyperPart-X: Probabilistic Guarantees for Parameter Mining of Signal Temporal Logic Formulas in Cyber-Physical Systems.
RV
Tanmay Khandait, Giulia Pedrielli
2024 J jnl
Monte Carlo Fictitious Play for Finding Pure Nash Equilibria in Identical Interest Games.
INFORMS J. Optim.
Seksan Kiatsupaibul, Giulia Pedrielli, Christopher Thomas Ryan, Robert L. Smith, Zelda B. Zabinsky
2024 Misc conf
Multi Agent Rollout for Bayesian Optimization.
WSC
Shyam Sundar Nambiraja, Giulia Pedrielli
2024 J jnl
Part-X: A Family of Stochastic Algorithms for Search-Based Test Generation With Probabilistic Guarantees.
IEEE Trans Autom. Sci. Eng.
Giulia Pedrielli, Tanmay Khandait, Yumeng Cao, Quinn Thibeault, Hao Huang, Mauricio Castillo-Effen, Georgios Fainekos
2024 J jnl
Predicting RNA sequence-structure likelihood via structure-aware deep learning.
BMC Bioinform.
You Zhou, Giulia Pedrielli, Fei Zhang, Teresa Wu
2023 — conf
A Physics-Informed Neural Network Modeling Approach to Direct Ink Writing 3D Printing Process.
CASE
Vaibhav Sharma, Rong Pan, Giulia Pedrielli
2023 Misc conf
A Testing Based Approach for Security Analysis of Smart Semiconductor Systems.
WSC
Robert W. Dodge, Giulia Pedrielli, Petar Jevtic
2023 — conf
ARCH-COMP23 Category Report: Falsification.
ARCH
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
2023 Misc conf
CGPT: A Conditional Gaussian Process Tree for Grey-Box Bayesian Optimization.
WSC
Mengrui Mina Jiang, Tanmay Khandait, Giulia Pedrielli
2023 — conf
Class GP: Gaussian Process Modeling for Heterogeneous Functions.
LION
Mohit Malu, Giulia Pedrielli, Gautam Dasarathy, Andreas Spanias
2023 — conf
Demo Abstract: Analysing CPS Security with Falsification on the Microsoft Flight Simulator.
HSCC
Tanmay Khandait, Aniruddh Chandratre, Walstan Baptista, Giulia Pedrielli, Georgios Fainekos
2023 Misc conf
Parameter Optimization with Conscious Allocation (POCA).
WSC
Joshua Inman, Tanmay Khandait, Giulia Pedrielli, Lalitha Sankar
2023 J jnl
Parameter Optimization with Conscious Allocation (POCA).
CoRR
Joshua Inman, Tanmay Khandait, Giulia Pedrielli, Lalitha Sankar
2023 — conf
Search Based Testing for Code Coverage and Falsification in Cyber-Physical Systems.
CASE
Quinn Thibeault, Tanmay Khandait, Giulia Pedrielli, Georgios Fainekos
2023 — conf
Stealthy attacks formalized as STL formulas for Falsification of CPS Security.
HSCC
Aniruddh Chandratre, Tomas Hernandez Acosta, Tanmay Khandait, Giulia Pedrielli, Georgios Fainekos
2022 Misc conf
A Computational Study of Probabilistic Branch and Bound with Multilevel Importance Sampling.
WSC
Hao Huang, Pariyakorn Maneekul, Danielle F. Morey, Zelda B. Zabinsky, Giulia Pedrielli
2022 J jnl
A model aggregation approach for high-dimensional large-scale optimization.
CoRR
Haowei Wang, Ercong Zhang, Szu Hui Ng, Giulia Pedrielli
2022 — conf
ARCH-COMP 2022 Category Report: Falsification with Ubounded Resources.
ARCH@SAFECOMP
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
2022 J jnl
ExpertRNA: A New Framework for RNA Secondary Structure Prediction.
INFORMS J. Comput.
Menghan Liu, Erik Poppleton, Giulia Pedrielli, Petr Sulc, Dimitri P. Bertsekas
2022 Misc conf
From Discovery to Production: Challenges and Novel Methodologies for Next Generation Biomanufacturing.
WSC
Wei Xie, Giulia Pedrielli
2022 Misc conf
Gaussian Processes for High-Dimensional, Large Data Sets: A Review.
WSC
Mengrui Mina Jiang, Giulia Pedrielli, Szu Hui Ng
2022 J jnl
Integrate Bioprocess Mechanisms into Modeling, Analytics, and Control Strategies to Advance Biopharmaceutical Manufacturing and Delivery Processes.
CoRR
Wei Xie, Giulia Pedrielli
2022 J jnl
SIRTEM: Spatially Informed Rapid Testing for Epidemic Modeling and Response to COVID-19.
ACM Trans. Spatial Algorithms Syst.
Fahim Tasneema Azad, Robert W. Dodge, Allen M. Varghese, Jaejin Lee, Giulia Pedrielli, K. Selçuk Candan, Gerardo Chowell-Puente
2021 — conf
ARCH-COMP 2021 Category Report: Falsification with Validation of Results.
ARCH@ADHS
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
2021 — conf
Efficient Optimization-Based Falsification of Cyber-Physical Systems with Multiple Conjunctive Requirements.
CASE
Logan Mathesen, Giulia Pedrielli, Georgios Fainekos
2021 J jnl
Multifidelity Modeling for Analysis and Optimization of Serial Production Lines.
IEEE Trans. Autom. Control.
Yunyi Kang, Logan Mathesen, Giulia Pedrielli, Feng Ju, Loo Hay Lee
2021 C conf
PSY-TaLiRo: A Python Toolbox for Search-Based Test Generation for Cyber-Physical Systems.
FMICS
Quinn Thibeault, Jacob Anderson, Aniruddh Chandratre, Giulia Pedrielli, Georgios Fainekos
2021 J jnl
PSY-TaLiRo: A Python Toolbox for Search-Based Test Generation for Cyber-Physical Systems.
CoRR
Quinn Thibeault, Jacob Anderson, Aniruddh Chandratre, Giulia Pedrielli, Georgios Fainekos
2021 J jnl
Part-X: A Family of Stochastic Algorithms for Search-Based Test Generation with Probabilistic Guarantees.
CoRR
Giulia Pedrielli, Tanmay Khandait, Surdeep Chotaliya, Quinn Thibeault, Hao Huang, Mauricio Castillo-Effen, Georgios Fainekos
2021 Misc conf
Partitioning and Gaussian Processes for Accelerating Sampling in Monte Carlo Tree Search for Continuous Decisions.
WSC
Menghan Liu, Giulia Pedrielli, Yumeng Cao
2021 J jnl
Scaling Bayesian Optimization With Game Theory.
CoRR
Logan Mathesen, Giulia Pedrielli, R. L. Smith
2021 J jnl
Stochastic optimization with adaptive restart: a framework for integrated local and global learning.
J. Glob. Optim.
Logan Mathesen, Giulia Pedrielli, Szu Hui Ng, Zelda B. Zabinsky
2021 Misc conf
Towards assurance case evidence generation through search based testing: work-in-progress.
EMSOFT
Yumeng Cao, Quinn Thibeault, Aniruddh Chandratre, Georgios Fainekos, Giulia Pedrielli, Mauricio Castillo-Effen
2021 Misc conf
Treed-Gaussian Processes with Support Vector Machines as Nodes For Nonstationary Bayesian Optimization.
WSC
Antonio Candelieri, Giulia Pedrielli
2021 — conf
Using Gaussian Processes to Automate Probabilistic Branch & Bound for Global Optimization.
CASE
Giulia Pedrielli, Hao Huang, Zelda B. Zabinsky
2020 J jnl
A Decision Support System for Data-Driven Driver-Experience Augmented Vehicle Routing Problem.
Asia Pac. J. Oper. Res.
Qitong Zhao, Chenhao Zhou, Giulia Pedrielli
2020 J jnl
A Real Time Simulation Optimization Framework for Vessel Collision Avoidance and the Case of Singapore Strait.
IEEE Trans. Intell. Transp. Syst.
Giulia Pedrielli, Yifan Xing, Jia Hao Peh, Kim Wee Koh, Szu Hui Ng
2020 — conf
A Simulation Framework for Service Loss of Power Networks under Extreme Weather Events: A Case of Puerto Rico.
CASE
Thomaz Carvalhaes, Alireza Inanlouganji, Esther Boyle, Petar Jevtic, Giulia Pedrielli, Agami Reddy
2020 — conf
ARCH-COMP 2020 Category Report: Falsification.
ARCH
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
2020 J jnl
An extended Two-Stage Sequential Optimization approach: Properties and performance.
Eur. J. Oper. Res.
Giulia Pedrielli, Songhao Wang, Szu Hui Ng
2020 Misc conf
Stochastic Gaussian Process Model Averaging for High-Dimensional Inputs.
WSC
Maxime Xuereb, Szu Hui Ng, Giulia Pedrielli
2019 — conf
A Framework for Multi-fidelity Modeling in Global Optimization Approaches.
LOD
Zelda B. Zabinsky, Giulia Pedrielli, Hao Huang
2019 — conf
ARCH-COMP 2019 Category Report: Falsification.
ARCH@CPSIoTWeek
Gidon Ernst, Paolo Arcaini, Alexandre Donzé, Georgios Fainekos, Logan Mathesen, Giulia Pedrielli, Shakiba Yaghoubi, Yoriyuki Yamagata, Zhenya Zhang
2019 — conf
Complicacy-Guided Parameter Space Sampling for Knowledge Discovery with Limited Simulation Budgets.
ICBK
Xilun Chen, Logan Mathesen, Giulia Pedrielli, K. Selçuk Candan
2019 — conf
Falsification of Cyber-Physical Systems with Robustness Uncertainty Quantification Through Stochastic optimization with Adaptive Restart.
CASE
Logan Mathesen, Shakiba Yaghoubi, Giulia Pedrielli, Georgios Fainekos
2019 — conf
Falsification of cyber-physical systems through multi-fidelity stochastic optimization.
SNR
Alireza Inanlouganji, Shakiba Yaghoubi, Georgios Fainekos, Giulia Pedrielli
2019 Misc conf
Feasibility Cut Generation by Simulation: Server Allocation in Serial-Parallel Manufacturing Systems.
WSC
Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli
2019 J jnl
Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data.
Asia Pac. J. Oper. Res.
Giulia Pedrielli, K. Selçuk Candan, Xilun Chen, Logan Mathesen, Alireza Inanlouganji, Jie Xu, Chun-Hung Chen, Loo Hay Lee
2019 Misc conf
Metamodel-Based Quantile Estimation for Hedging Control of Manufacturing Systems.
WSC
Giulia Pedrielli, Russell R. Barton
2019 J jnl
Optimal Computing Budget Allocation for Stochastic N-k Problem in the Power Grid System.
IEEE Trans. Reliab.
Yue Liu, Giulia Pedrielli, Haobin Li, Loo Hay Lee, Chun-Hung Chen, John F. Shortle
2019 Misc conf
Subspace Communication Driven Search for High Dimensional Optimization.
WSC
Logan Mathesen, Kaushik Keezhnagar Chandrasekar, Xinsheng Li, Giulia Pedrielli, K. Selçuk Candan
2019 J jnl
TD-OCBA: Optimal computing budget allocation and time dilation for simulation optimization of manufacturing systems.
IISE Trans.
Yinchao Zhu, Giulia Pedrielli, Loo Hay Lee
2019 — conf
Task Scheduling with Nonlinear Costs using SMT Solvers.
CASE
Mohammad Hekmatnejad, Giulia Pedrielli, Georgios Fainekos
2018 Misc conf
Continuous simulation Optimization with Model mismatch using Gaussian Process Regression.
WSC
Alireza Inanlouganji, Giulia Pedrielli, Georgios Fainekos, Sebastian Pokutta
2018 — conf
Cyber-coordinated Simulation Models for Multi-stage Additive Manufacturing of Energy Products.
CASE
Hongyue Sun, Giulia Pedrielli, Guanglei Zhao, Andrea Bragagnolo, Chi Zhou, Rong Pan, Wenyao Xu
2018 J jnl
Design and control of manufacturing systems: a discrete event optimisation methodology.
Int. J. Prod. Res.
Giulia Pedrielli, Andrea Matta, Arianna Alfieri, Mengyi Zhang
2018 J jnl
Optimal Computing Budget Allocation to Select the Nondominated Systems - A Large Deviations Perspective.
IEEE Trans. Autom. Control.
Juxin Li, WeiZhi Liu, Giulia Pedrielli, Loo Hay Lee, Ek Peng Chew
2018 — conf
Simulation-Predictive Control for Manufacturing Systems.
CASE
Giulia Pedrielli, Feng Ju
2018 Misc conf
Simulation-based Benders Cuts: a New cutting Approach to Approximately solve simulation-Optimization Problems.
WSC
Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli
2018 Misc conf
Stochastic Optimization for Feasibility determination: an Application to water pump Operation in water Distribution Network.
WSC
Yi-An Tsai, Giulia Pedrielli, Logan Mathesen, Zelda B. Zabinsky, Hao Huang, Antonio Candelieri, Riccardo Perego
2017 — conf
A simulation-based benders' cuts generation for the joint workstation, workload and buffer allocation problem.
CASE
Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli
2017 — conf
Multi-fidelity modeling for analysis of serial production lines.
CASE
Yunyi Kang, Logan Mathesen, Giulia Pedrielli, Feng Ju
2017 Misc conf
Optimal design of master-worker architecture for parallelized simulation optimization.
WSC
Haobin Li, Xiuju Fu, Xiaofeng Yin, Giulia Pedrielli, Loo Hay Lee
2017 Misc conf
Trust region based stochastic optimization with adaptive restart: A family of global optimization algorithms.
WSC
Logan Mathesen, Giulia Pedrielli, Szu Hui Ng
2016 Misc conf
A simulation based cut generation approach to improve DEO efficiency: The Buffer Allocation case.
WSC
Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli
2016 Misc conf
Constrained optimizaton for hospital bed allocation via discrete event simulation with Nested Partitions.
WSC
Nugroho Artadi Pujowidianto, Loo Hay Lee, Giulia Pedrielli, Chun-Hung Chen, Haobin Li
2016 Misc conf
Discrete Event Optimization: Workstation and buffer allocation problem in manufacturing flow lines.
WSC
Mengyi Zhang, Andrea Matta, Giulia Pedrielli
2016 Misc conf
Empirical analysis of the performance of variance estimators in sequential single-run Ranking & Selection: The case of Time Dilation algorithm.
WSC
Giulia Pedrielli, Yinchao Zhu, Loo Hay Lee, Haobin Li
2016 Misc conf
G-STAR: A new Kriging-based trust region method for global optimization.
WSC
Giulia Pedrielli, Szu Hui Ng
2016 Misc conf
Hybrid order picking strategies for fashion E-commerce warehouse systems.
WSC
Giulia Pedrielli, Albert Vinsensius, Ek Peng Chew, Loo Hay Lee, Alessandro Duri, Haobin Li
2016 J jnl
Shipment policy optimisation in a return supply chain for online retailers via stochastic discrete event simulation.
Int. J. Simul. Process. Model.
Haobin Li, Giulia Pedrielli
2016 Misc conf
V-shaped sampling based on Kendall-Distance to enhance optimization with ranks.
WSC
Haobin Li, Giulia Pedrielli, Min Chen, Loo Hay Lee, Ek Peng Chew, Chun-Hung Chen
2015 — conf
An AIS-based framework for real time monitoring of vessels efficiency.
IEEM
Hongtao Chi, Giulia Pedrielli, Thomas Kister, Szu Hui Ng, Stéphane Bressan
2015 Misc conf
Discrete event optimization: single-run integrated simulation-optimization using mathematical programming.
WSC
Giulia Pedrielli, Andrea Matta, Arianna Alfieri
2015 Misc conf
Kriging-based simulation-optimization: a stochastic recursion perspective.
WSC
Giulia Pedrielli, Szu Hui Ng
2015 J jnl
Mathematical programming models for joint simulation-optimization applied to closed queueing networks.
Ann. Oper. Res.
Arianna Alfieri, Andrea Matta, Giulia Pedrielli
2015 Misc conf
Multi-objective multi-fidelity optimization with ordinal transformation and optimal sampling.
WSC
Haobin Li, Yueqi Li, Loo Hay Lee, Ek Peng Chew, Giulia Pedrielli, Chun-Hung Chen
2015 Misc conf
The object-oriented discrete event simulation modeling: a case study on aircraft spare part management.
WSC
Haobin Li, Yinchao Zhu, Yixin Chen, Giulia Pedrielli, Nugroho Artadi Pujowidianto
2014 Misc conf
Event relationship graph lite: event based modeling for simulation-optimization of control policies in discrete event systems.
WSC
Andrea Matta, Giulia Pedrielli, Arianna Alfieri
2014 Misc conf
SNAT: simulation-based search for navigation safety. The case of Singapore strait.
WSC
Xingyi Chen, Giulia Pedrielli, Szu Hui Ng
2014 — conf
Time Buffer Control System for multi-stage production lines.
CASE
Giulia Pedrielli, Arianna Alfieri, Andrea Matta
2012 J jnl
An HLA-based distributed simulation for networked manufacturing systems analysis.
J. Simulation
Giulia Pedrielli, Marco Sacco, Walter Terkaj, Tullio Tolio
2012 Misc conf
Time buffer for approximate optimization of production systems: concept, applications and structural results.
WSC
Giulia Pedrielli
2012 Misc conf
Time buffer for approximate optimization of production systems: concept, applications and structural results.
WSC
Giulia Pedrielli
2011 B conf
Simulation of Complex Manufacturing Systems via HLA-Based Infrastructure.
PADS
Giulia Pedrielli, Paola Scavardone, Tullio Tolio, Marco Sacco, Walter Terkaj