DirCol5i: Trajectory Optimization for Problems With High-Order DerivativesSource: Journal of Dynamic Systems, Measurement, and Control:;2019:;volume( 141 ):;issue: 003::page 34502Author:Kelly, Matthew P.
DOI: 10.1115/1.4041610Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In this technical brief, we focus on solving trajectory optimization problems that have nonlinear system dynamics and that include high-order derivatives in the objective function. This type of problem comes up in robotics—for example, when computing minimum-snap reference trajectories for a quadrotor or computing minimum-jerk trajectories for a robot arm. DirCol5i is a transcription method that is specialized for solving this type of problem. It uses the fifth-order splines and analytic differentiation to compute higher-derivatives, rather than using a chain-integrator as would be required by traditional methods. We compare DirCol5i to traditional transcription methods. Although it is slower for some simple optimization problems, when solving problems with high-order derivatives DirCol5i is faster, more numerically robust, and does not require setting up a chain integrator.
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contributor author | Kelly, Matthew P. | |
date accessioned | 2019-03-17T10:45:06Z | |
date available | 2019-03-17T10:45:06Z | |
date copyright | 11/8/2018 12:00:00 AM | |
date issued | 2019 | |
identifier issn | 0022-0434 | |
identifier other | ds_141_03_034502.pdf | |
identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4256318 | |
description abstract | In this technical brief, we focus on solving trajectory optimization problems that have nonlinear system dynamics and that include high-order derivatives in the objective function. This type of problem comes up in robotics—for example, when computing minimum-snap reference trajectories for a quadrotor or computing minimum-jerk trajectories for a robot arm. DirCol5i is a transcription method that is specialized for solving this type of problem. It uses the fifth-order splines and analytic differentiation to compute higher-derivatives, rather than using a chain-integrator as would be required by traditional methods. We compare DirCol5i to traditional transcription methods. Although it is slower for some simple optimization problems, when solving problems with high-order derivatives DirCol5i is faster, more numerically robust, and does not require setting up a chain integrator. | |
publisher | The American Society of Mechanical Engineers (ASME) | |
title | DirCol5i: Trajectory Optimization for Problems With High-Order Derivatives | |
type | Journal Paper | |
journal volume | 141 | |
journal issue | 3 | |
journal title | Journal of Dynamic Systems, Measurement, and Control | |
identifier doi | 10.1115/1.4041610 | |
journal fristpage | 34502 | |
journal lastpage | 034502-6 | |
tree | Journal of Dynamic Systems, Measurement, and Control:;2019:;volume( 141 ):;issue: 003 | |
contenttype | Fulltext |