Cover Image

A Data-driven Approach to Risk-aware Robust Design

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Crespo, Luis G., Stanford, Bret, Alexandrov, Natalia
Format:	Preprint
Published:	2024
Subjects:	Optimization and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Reducing the Incentive to Tank: The Ex Post Gold Plan
by: Benesh, Bret
Published: (2026)

A Note for CPS Data-driven Approaches Developed in the IDS Lab
by: Malikopoulos, Andreas A.
Published: (2024)

Achieving Robust Data-driven Contextual Decision Making in a Data Augmentation Way
by: Li, Zhaoen, et al.
Published: (2024)

On Distributionally Robust Multistage Convex Optimization: Data-driven Models and Performance
by: Zhang, Shixuan, et al.
Published: (2022)

Decentralized Robust Data-driven Predictive Control for Smoothing Mixed Traffic Flow
by: Shang, Xu, et al.
Published: (2024)

Integer Programming Approaches for Distributionally Robust Chance Constraints with Adjustable Risks
by: Zhang, Yiling
Published: (2023)

Combining Prior Knowledge and Data for Robust Controller Design
by: Berberich, Julian, et al.
Published: (2020)

Data-driven Analysis of First-Order Methods via Distributionally Robust Optimization
by: Park, Jisun, et al.
Published: (2025)

Explainable Data-driven Share-of-choice Product Line Design Optimization
by: Liu, Maoqi, et al.
Published: (2023)

Combining Learning and Control for Data-driven Approaches of Cyber-Physical Systems
by: Malikopoulos, Andreas
Published: (2021)

Robust Design Optimization with Limited Data for Char Combustion
by: Guo, Yulin, et al.
Published: (2024)

Robust Data-driven Prescriptiveness Optimization
by: Poursoltani, Mehran, et al.
Published: (2023)

Robust Spacecraft Low-Thrust Trajectory Design: A Chance-Constrained Covariance-Steering Approach
by: Babapour, Meysam, et al.
Published: (2026)

Data-driven stabilization of nonlinear systems via descriptor embedding
by: Alsalti, Mohammad, et al.
Published: (2025)

Connected Vehicle Data-driven Robust Optimization for Traffic Signal Timing: Modeling Traffic Flow Variability and Errors
by: Tan, Chaopeng, et al.
Published: (2024)

Convex Block-Cholesky Approach to Risk-Constrained Low-thrust Trajectory Design under Operational Uncertainty
by: Oguri, Kenshiro, et al.
Published: (2026)

Informativity for Data-driven Prediction
by: Stevens, Joel, et al.
Published: (2026)

Hybrid Adaptive Robust Stochastic Optimization Model for the Design of a Photovoltaic Battery Energy Storage System
by: Pous, Alba Lun Mora, et al.
Published: (2025)

Data-driven Synchronization for Network Systems with Noiseless Data
by: Li, Yongzhang, et al.
Published: (2025)

Data-driven methods for quantitative imaging
by: Dong, Guozhi, et al.
Published: (2024)

Designing a Robust and Cost-Efficient Electrified Bus Network with Sparse Energy Consumption Data
by: Momen, Sara, et al.
Published: (2025)

Data-driven control-oriented modelling for MPC-based control of urban drainage systems
by: Romero-Ben, Luis, et al.
Published: (2025)

Fairness-aware Strategic Design of Station-based Electric Car-Sharing Systems
by: Zhou, Jue, et al.
Published: (2026)

Planning and Learning in Average Risk-aware MDPs
by: Wang, Weikai, et al.
Published: (2025)

Robust Contextual State Estimation with Limited Measurement Data
by: De la Varga, J. G., et al.
Published: (2025)

Equity-aware Design and Timing of Fare-free Transit Zoning under Demand Uncertainty
by: Guo, Qianwen, et al.
Published: (2025)

Regularization in Data-driven Predictive Control: A Convex Relaxation Perspective
by: Shang, Xu, et al.
Published: (2025)

Feature Selection for Data-driven Explainable Optimization
by: Aigner, Kevin-Martin, et al.
Published: (2025)

Robustness certificates in data-driven non-convex optimization with additively-uncertain constraints
by: Gallo, Alexander J, et al.
Published: (2026)

Data-driven MPC with terminal conditions in the Koopman framework
by: Worthmann, Karl, et al.
Published: (2024)

Multistage Robust Average Randomized Spectral Risk Optimization
by: Wu, Qiong, et al.
Published: (2024)

Robust Feedback Optimization with Model Uncertainty: A Regularization Approach
by: Chan, Winnie, et al.
Published: (2025)

The Robust Orlicz Risk with an Application to the Green Photovoltaic Power Generation
by: Yoshioka, H., et al.
Published: (2023)

Data-driven control of continuous-time systems: A synthesis-operator approach
by: Wakaiki, Masashi
Published: (2025)

Wasserstein Distributionally Robust Nash Equilibrium Seeking with Heterogeneous Data: A Lagrangian Approach
by: Wang, Zifan, et al.
Published: (2025)

Fragility-aware Classification for Understanding Risk and Improving Generalization
by: Yang, Chen, et al.
Published: (2025)

Risk-aware stochastic scheduling of multi-market energy storage systems
by: Patrón, Gabriel D., et al.
Published: (2025)

Robust stability analysis of a simple data-driven model predictive control approach
by: Bongard, Joscha, et al.
Published: (2021)

A Poisson Jump-driven SDE Approach to Distributed Gradient Descent with Sparse Communication
by: Weber, Marc, et al.
Published: (2025)

Two-Stage Data-Driven Contextual Robust Optimization: An End-to-End Learning Approach for Online Energy Applications
by: Gamboa, Carlos, et al.
Published: (2025)