The adjoint method for optimal control of multibody systems for free end time and final constraints

Abstract This article presents a novel adjoint approach for solving optimal control problems in multibody dynamics. The equations of motion are governed by a set of differential-algebraic equations leading to a classical two-point boundary value problem. One solution strategy for the underlying boundary value problem is offered by gradient-based methods. However, the numerical evaluation of a gradient with respect to a high number of time steps is a time-consuming task. The approach presented in this article employs the adjoint method to compute the gradient of a cost functional, which decouples the boundary conditions by integrating sequentially the equations of motion and the adjoint equations, by a forward and a backward time integration. In order to satisfy a set of final conditions the system of equations is extended by the influence equations to associate the change of the controls and the change of the final conditions. By solving all three systems of equations, the gradient of the cost functional can be computed efficiently. This proposed method impacts the free final time while approaching the prescribed final conditions. Moreover, the paper presents an iterative optimization approach finding the optimal solution and is evaluated in the application of a three-arm multibody robot.

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Publication Details

Journal
Multibody System Dynamics
Published
2025-10-17
DOI
https://doi.org/10.1007/s11044-025-10114-9
Citations
1
Primary Topic
Dynamics and Control of Mechanical Systems
Type
article
Field-Weighted Citation Impact
1.21

Funders

Controls
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article

The adjoint method for optimal control of multibody systems for free end time and final constraints

Philipp Eichmeir, Karin Nachbagauer, Wolfgang Steiner
1 citations
Multibody System Dynamics
Dynamics and Control of Mechanical Systems
1.21
article

The adjoint method for optimal control of multibody systems for free end time and final constraints

Philipp Eichmeir, Karin Nachbagauer, Wolfgang Steiner
article en
1 citations

Abstract

Abstract This article presents a novel adjoint approach for solving optimal control problems in multibody dynamics. The equations of motion are governed by a set of differential-algebraic equations leading to a classical two-point boundary value problem. One solution strategy for the underlying boundary value problem is offered by gradient-based methods. However, the numerical evaluation of a gradient with respect to a high number of time steps is a time-consuming task. The approach presented in this article employs the adjoint method to compute the gradient of a cost functional, which decouples the boundary conditions by integrating sequentially the equations of motion and the adjoint equations, by a forward and a backward time integration. In order to satisfy a set of final conditions the system of equations is extended by the influence equations to associate the change of the controls and the change of the final conditions. By solving all three systems of equations, the gradient of the cost functional can be computed efficiently. This proposed method impacts the free final time while approaching the prescribed final conditions. Moreover, the paper presents an iterative optimization approach finding the optimal solution and is evaluated in the application of a three-arm multibody robot.

Multibody System Dynamics
TU Wien (AT), University of Applied Sciences Upper Austria (AT), Institute for Advanced Study (DE), Technical University of Munich (DE)
Austrian Science Fund
Openalex Percentile: Top 16%
Dynamics and Control of Mechanical Systems
1.21
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The adjoint method for optimal control of multibody systems for free end time and final constraints — Philipp Eichmeir, Karin Nachbagauer, et al. · Multibody System Dynamics (2025) | TGRS Research Map | TGRS