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Various control schemes rely on a solution of a convex optimization problem involving a particular robust quadratic constraint, which can be reformulated as a linear matrix inequality using the well-known $\mathcal{S}$-lemma. However, the…

最优化与控制 · 数学 2020-12-10 Goran Banjac , Jianzhe Zhen , Dick den Hertog , John Lygeros

Optimization of frame structures is formulated as a~non-convex optimization problem, which is currently solved to local optimality. In this contribution, we investigate four optimization approaches: (i) general non-linear optimization, (ii)…

最优化与控制 · 数学 2019-09-17 Marek Tyburec , Jan Zeman , Martin Kružík , Didier Henrion

Positive linear programs (LP), also known as packing and covering linear programs, are an important class of problems that bridges computer science, operations research, and optimization. Despite the consistent efforts on this problem, all…

数据结构与算法 · 计算机科学 2016-11-15 Zeyuan Allen-Zhu , Lorenzo Orecchia

Manifold optimization is ubiquitous in computational and applied mathematics, statistics, engineering, machine learning, physics, chemistry and etc. One of the main challenges usually is the non-convexity of the manifold constraints. By…

最优化与控制 · 数学 2019-06-14 Jiang Hu , Xin Liu , Zaiwen Wen , Yaxiang Yuan

We present a first exact study on higher-dimensional packing problems with order constraints. Problems of this type occur naturally in applications such as logistics or computer architecture and can be interpreted as higher-dimensional…

数据结构与算法 · 计算机科学 2007-05-23 Sandor P. Fekete , Ekkehard Koehler , Juergen Teich

Constraints make hard optimization problems even harder to solve on quantum devices because they are implemented with large energy penalties and additional qubit overhead. The parity mapping, which has been introduced as an alternative to…

量子物理 · 物理学 2023-03-20 Maike Drieb-Schön , Kilian Ender , Younes Javanmard , Wolfgang Lechner

Optimization problems with both control variables and environmental variables arise in many fields. This paper introduces a framework of personalized optimization to han- dle such problems. Unlike traditional robust optimization,…

统计计算 · 统计学 2016-07-07 Shifeng Xiong

In this thesis I discuss combinatorial optimization problems, from the statistical physics perspective. The starting point are the motivations which brought physicists together with computer scientists and mathematicians to work on this…

无序系统与神经网络 · 物理学 2020-01-13 Andrea Di Gioacchino

Combinatorial optimization can be described as the problem of finding a feasible subset that maximizes a objective function. The paper discusses combinatorial optimization problems, where for each dimension the set of feasible subsets is…

计算复杂性 · 计算机科学 2024-11-27 Nimrod Megiddo

A particle filter is introduced to numerically approximate a solution of the global optimization problem. The theoretical significance of this work comes from its variational aspects: (i) the proposed particle filter is a controlled…

最优化与控制 · 数学 2017-01-11 Chi Zhang , Amirhossein Taghvaei , Prashant G. Mehta

Quantum optimization algorithms promise advantages for difficult problems but are costly to simulate and analyze on classical machines. Recently, constrained quantum optimization has been investigated through the lens of Quantum Zeno…

量子物理 · 物理学 2026-04-28 Max Tschaikowski , Andrea Vandin

Science about optimization methods is rapidly developing today. In machine learning, computer vision, biology, medicine, construction and in many other different areas optimization methods have vast popularity and they appear as important…

最优化与控制 · 数学 2017-05-30 Alexander Tyurin

Advancements in mathematical programming have made it possible to efficiently tackle large-scale real-world problems that were deemed intractable just a few decades ago. However, provably optimal solutions may not be accepted due to the…

最优化与控制 · 数学 2023-12-22 Kevin-Martin Aigner , Marc Goerigk , Michael Hartisch , Frauke Liers , Arthur Miehlich

Quantum optimization algorithms hold the promise of solving classically hard, discrete optimization problems in practice. The requirement of encoding such problems in a Hamiltonian realized with a finite -- and currently small -- number of…

量子物理 · 物理学 2023-07-10 Yifeng Rocky Zhu , David Joseph , Cong Ling , Florian Mintert

Inverse optimization refers to the inference of unknown parameters of an optimization problem based on knowledge of its optimal solutions. This paper considers inverse optimization in the setting where measurements of the optimal solutions…

最优化与控制 · 数学 2017-12-27 Anil Aswani , Zuo-Jun Max Shen , Auyon Siddiq

Two-dimensional generalization of the original peak finding algorithm suggested earlier is given. The ideology of the algorithm emerged from the well known quantum mechanical tunneling property which enables small bodies to penetrate…

数据分析、统计与概率 · 物理学 2007-05-23 Z. K. Silagadze

Quantitative assessment of the uncertainties tainting the results of computer simulations is nowadays a major topic of interest in both industrial and scientific communities. One of the key issues in such studies is to get information about…

统计理论 · 数学 2023-12-05 Guillaume Damblin , Mathieu Couplet , Bertrand Iooss

The present work surveys problems in $n$-dimensional space with $n$ large. Early development in the study of packing and covering in high dimensions was motivated by the geometry of numbers. Subsequent results, such as the discovery of the…

度量几何 · 数学 2022-02-24 Gábor Fejes Tóth

We study approximation of embeddings between finite dimensional L_p spaces in the quantum model of computation. For the quantum query complexity of this problem matching (up to logarithmic factors) upper and lower bounds are obtained. The…

量子物理 · 物理学 2007-05-23 Stefan Heinrich

In this paper, we generalize the chance optimization problems and introduce constrained volume optimization where enables us to obtain convex formulation for challenging problems in systems and control. We show that many different problems…

最优化与控制 · 数学 2017-02-01 Ashkan Jasour , Constantino Lagoa