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We seek to impose linear, equality constraints in feedforward neural networks. As top layer predictors are usually nonlinear, this is a difficult task if we seek to deploy standard convex optimization methods and strong duality. To overcome…

机器学习 · 计算机科学 2023-01-10 Anand Rangarajan , Pan He , Jaemoon Lee , Tania Banerjee , Sanjay Ranka

The observational characteristics of a linear structural equation model can be effectively described by polynomial constraints on the observed covariance matrix. However, these polynomials can be exponentially large, making them impractical…

统计理论 · 数学 2022-08-02 Thijs van Ommen , Mathias Drton

There has been increasing interest in methodologies that incorporate physics priors into neural network architectures to enhance their modeling capabilities. A family of these methodologies that has gained traction are Hamiltonian neural…

经典物理 · 物理学 2024-12-05 Ignacio Puiggros T. , A. Srikantha Phani

In this paper we consider the classical problem of computing linear extensions of a given poset which is well known to be a difficult problem. However, in our setting the elements of the poset are multivariate polynomials, and only a small…

组合数学 · 数学 2021-03-05 Shane Kepley , Konstantin Mischaikow , Lun Zhang

I consider the equations of motion which follow from d'Alembert's principle for a general mechanical system in a space of N dimensions, constrained by a non-holonomic constraint which is linear and homogeneous in the generalised velocities.…

数学物理 · 物理学 2010-02-03 Christofer Cronstrom

Compared with constraint satisfaction problems, counting problems have received less attention. In this paper, we survey research works on the problems of counting the number of solutions to constraints. The constraints may take various…

人工智能 · 计算机科学 2020-12-29 Jian Zhang , Cunjing Ge , Feifei Ma

In this article we propose a novel strategy for choosing the Lagrange multipliers in the Levenberg-Marquardt method for solving ill-posed problems modeled by nonlinear operators acting between Hilbert spaces. Convergence analysis results…

数值分析 · 数学 2020-11-12 A. Leitao , F. Margotti , B. F. Svaiter

A non-overlapping domain decomposition algorithm is proposed to solve the linear system arising from mixed finite element approximation of incompressible Stokes equations. A continuous finite element space for the pressure is used. In the…

数值分析 · 数学 2012-04-10 Jing Li , Xuemin Tu

We deal with Lagrangian systems that are invariant under the action of a symmetry group. The mechanical connection is a principal connection that is associated to Lagrangians which have a kinetic energy function that is defined by a…

微分几何 · 数学 2008-09-03 T. Mestdag , M. Crampin

Constrained mechanical multibody systems arise in many important applications like robotics, vehicle and machinery dynamics and biomechanics of locomotion of humans. These systems are described by the Euler-Lagrange equations which are…

数值分析 · 数学 2016-05-31 Brahim Benhammouda

An equation is obtained to find the Lagrangian for a one-dimensional autonomous system. The continuity of the first derivative of its constant of motion is assumed. This equation is solved for a generic nonconservative autonomous system…

数学物理 · 物理学 2009-11-10 G. Gonzalez

In this paper, we consider numerical approximations for the optimal partition problem using Lagrange multipliers. By rewriting it into constrained gradient flows, three and four steps numerical schemes based on the Lagrange multiplier…

最优化与控制 · 数学 2024-08-29 Qing Cheng , Jing Guo , Dong Wang

Textbook treatments of classical mechanics typically assume that the Lagrangian is nonsingular. That is, the matrix of second derivatives of the Lagrangian with respect to the velocities is invertible. This assumption insures that (i)…

经典物理 · 物理学 2023-02-28 J. David Brown

We consider the problem of constrained motion along a conic path under a given external potential function. The model is described as a second-class system capturing the behavior of a certain class of specific quantum field theories. By…

量子物理 · 物理学 2022-05-18 R. L. Caires , S. L. Oliveira , R. Thibes

The main objective of this work is to study the existence of Lagrange multipliers for infinite dimensional problems under G\^ateux differentiability assumptions on the data. Our investigation follows two main steps: the proof of the…

最优化与控制 · 数学 2018-10-30 Abderrahim Jourani , Francisco J. Silva

We introduce a novel monolithic formulation that employs Lagrange multipliers (LMs) to couple a fluid flow governed by the time-dependent Stokes equations with a poroelastic structure described by the Biot equations. The formulation is…

数值分析 · 数学 2025-12-10 Amy de Castro , Hyesuk Lee

In this paper, a new method to determine the complete set of dynamically balanced planar four-bar mechanims is presented. Using complex variables to model the kinematics of the mechanism, the dynamic balancing constraints are written as…

代数几何 · 数学 2007-11-26 Brian Moore , Josef Schicho , Clement M. Gosselin

Nonlinear constrained optimization problems are encountered in many scientific fields. To utilize the huge calculation power of current computers, many mathematic models are also rebuilt as optimization problems. Most of them have…

最优化与控制 · 数学 2011-10-03 Wei Zhang , Xudong Shi , Liwen Wang

Variational integrators are momentum-preserving and symplectic numerical methods used to propagate the evolution of Hamiltonian systems. In this paper, we introduce a new class of variational integrators that achieve fourth-order…

数值分析 · 数学 2017-09-13 Gerardo De La Torre , Todd Murphey

In this paper, we consider Langevin processes with mechanical constraints. The latter are a fundamental tool in molecular dynamics simulation for sampling purposes and for the computation of free energy differences. The results of this…

统计力学 · 物理学 2011-04-19 Tony Lelievre , Mathias Rousset , Gabriel Stoltz