2019
DOI: 10.3389/frobt.2019.00046
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Terrain Awareness Using a Tracked Skid-Steering Vehicle With Passive Independent Suspensions

Abstract: This paper presents a novel approach for terrain characterization based on a tracked skid-steer vehicle with a passive independent suspensions system. A set of physics-based parameters is used to characterize the terrain properties: drive motor electrical currents, the equivalent track, the power spectral density for the vertical accelerations and motor currents. Based on this feature set, the system predicts the type of terrain that the robot traverses. A wide set of experimental results acquired on various s… Show more

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Cited by 18 publications
(11 citation statements)
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“…These results indicate that the effect of slip sinkage should be considered when assessing the tractive performance of off-road tracked vehicles and that tractive performance can be overestimated when compaction resistance is calculated considering only static sinkage. When excessive slip sinkage is expected with a large i, it is necessary to apply a proper method to suppress the effect of slip sinkage such as unconventional track suspension systems [35][36][37][38]. The larger n and l, the larger Rc/Rc0.…”
Section: Evaluation Of Compaction Resistance Considering Slip Sinkagementioning
confidence: 99%
“…These results indicate that the effect of slip sinkage should be considered when assessing the tractive performance of off-road tracked vehicles and that tractive performance can be overestimated when compaction resistance is calculated considering only static sinkage. When excessive slip sinkage is expected with a large i, it is necessary to apply a proper method to suppress the effect of slip sinkage such as unconventional track suspension systems [35][36][37][38]. The larger n and l, the larger Rc/Rc0.…”
Section: Evaluation Of Compaction Resistance Considering Slip Sinkagementioning
confidence: 99%
“…In linear systems, it exists a direct linear relationship between input and output. A vehicle system defined by its transfer function takes into account the input representing the terrain irregularities and generates an output representing the vibration of the vehicle 29 . In this case, the frequency response function can be defined as the ratio of the output to input under steady-state conditions.…”
Section: Kinematics and Dynamics Modelingmentioning
confidence: 99%
“…Thirdly, a solution to the joint vehicle state and parameter estimation problem using CKF is proposed by augmenting the state vector of the filter with the equivalent soil stiffness. Other approaches have attempted to estimate terrain properties by collecting various sets of features through the onboard sensor suite that are used to train a ground classifier that uses a machine learning algorithm including Support Vector Machine (SVM) (Ward and Iagnemma 2009;Reina et al 2017a), Bayesian network (Galati and Reina 2019), and Deep Learning (Gonzalez and Iagnemma 2018). Here, a model-based approach is used where a general vertical dynamic model is adopted.…”
Section: Related Researchmentioning
confidence: 99%