1 citations · 1 across the 30 of their papers we have counts for
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Implementation-Based Incentive Design for Autonomous Mobility-on-Demand and Transit Systems
Xinling Li, Runyu Zhang, Gioele Zardini
Achieving a socially desirable operating point for a multimodal transportation system is challenging when Autonomous Mobility-on-Demand (AMoD) and Public Transit (PT) operators pur…
Compositional Online Learning for Multi-Objective System Co-Design
Meshal Alharbi, Munther A. Dahleh, Gioele Zardini
Many engineered systems must balance competing objectives, such as performance and safety, cost and reliability, or efficiency and sustainability, and are naturally modeled as comp…
Random-Subspace Sequential Quadratic Programming for Constrained Zeroth-Order Optimization
Runyu Zhang, Gioele Zardini
We study nonlinear constrained optimization problems in which only function evaluations of the objective and constraints are available. Existing zeroth-order methods rely on noisy…
Scalable Co-Design via Linear Design Problems: Compositional Theory and Algorithms
Yubo Cai, Yujun Huang, Meshal Alharbi +1
Designing complex engineered systems requires managing tightly coupled trade-offs between subsystem capabilities and resource requirements. Monotone co-design provides a compositio…
Distributional Uncertainty and Adaptive Decision-Making in System Co-design
Yujun Huang, Gioele Zardini
Complex engineered systems require coordinated design choices across heterogeneous components under conflicting objectives and uncertain specifications. Monotone co-design provides…
A Globally Convergent Third-Order Newton Method via Unified Semidefinite Programming Subproblems
Yubo Cai, Wenqi Zhu, Coralia Cartis +1
We propose the Adaptive Levenberg-Marquardt Third-Order Newton Method (ALM-TON) method for unconstrained nonconvex optimization; to our knowledge, the framework provides the first…