Simulation-Based Mission Mobility Reliability Analysis of Off-Road Ground VehiclesSource: Journal of Mechanical Design:;2020:;volume( 143 ):;issue: 003::page 031701-1Author:Liu, Yixuan
,
Jiang, Chen
,
Mourelatos, Zissimos P.
,
Gorsich, David
,
Jayakumar, Paramsothy
,
Fu, Yan
,
Majcher, Monica
,
Hu, Zhen
DOI: 10.1115/1.4048314Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper develops a simulation-based mission mobility reliability (MMR) analysis framework to account for uncertainty in mobility prediction of off-road ground vehicles in mission planning. A concept of MMR is first proposed to quantify reliability of a mission path which passes through different types of soils. A single-loop Kriging surrogate modeling method is then employed to overcome the computational challenge in MMR assessment caused by expensive mobility simulations. Built upon the surrogate model-based MMR analysis, a dynamic updating scheme is proposed to update the MMR estimation using online mobility data, during the course of a specific mission and for a particular vehicle. The online dynamic updating of MMR allows us for effective and dynamic decision-making during the mission phase, thus proactively avoid rare events of immobility during the mission. A case study demonstrates the efficacy of the proposed MMR analysis and updating framework.
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contributor author | Liu, Yixuan | |
contributor author | Jiang, Chen | |
contributor author | Mourelatos, Zissimos P. | |
contributor author | Gorsich, David | |
contributor author | Jayakumar, Paramsothy | |
contributor author | Fu, Yan | |
contributor author | Majcher, Monica | |
contributor author | Hu, Zhen | |
date accessioned | 2022-02-05T21:45:25Z | |
date available | 2022-02-05T21:45:25Z | |
date copyright | 10/9/2020 12:00:00 AM | |
date issued | 2020 | |
identifier issn | 1050-0472 | |
identifier other | md_143_3_031701.pdf | |
identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4276276 | |
description abstract | This paper develops a simulation-based mission mobility reliability (MMR) analysis framework to account for uncertainty in mobility prediction of off-road ground vehicles in mission planning. A concept of MMR is first proposed to quantify reliability of a mission path which passes through different types of soils. A single-loop Kriging surrogate modeling method is then employed to overcome the computational challenge in MMR assessment caused by expensive mobility simulations. Built upon the surrogate model-based MMR analysis, a dynamic updating scheme is proposed to update the MMR estimation using online mobility data, during the course of a specific mission and for a particular vehicle. The online dynamic updating of MMR allows us for effective and dynamic decision-making during the mission phase, thus proactively avoid rare events of immobility during the mission. A case study demonstrates the efficacy of the proposed MMR analysis and updating framework. | |
publisher | The American Society of Mechanical Engineers (ASME) | |
title | Simulation-Based Mission Mobility Reliability Analysis of Off-Road Ground Vehicles | |
type | Journal Paper | |
journal volume | 143 | |
journal issue | 3 | |
journal title | Journal of Mechanical Design | |
identifier doi | 10.1115/1.4048314 | |
journal fristpage | 031701-1 | |
journal lastpage | 031701-15 | |
page | 15 | |
tree | Journal of Mechanical Design:;2020:;volume( 143 ):;issue: 003 | |
contenttype | Fulltext |