Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State

The goal of automatic parking system is to accomplish the vehicle parking to the specified space automatically. It mainly includes parking space recognition, parking space matching, and trajectory generation. It has been developed enormously, but it is still a challenging work due to parking space r...

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Main Authors: Changhao Piao, Jun Zhang, KyungHi Chang, Yan Li, Mingjie Liu
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/7/2261
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spelling doaj-afd07b759f6f47c4b00b78c61aa26c1e2021-03-25T00:01:25ZengMDPI AGSensors1424-82202021-03-01212261226110.3390/s21072261Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial StateChanghao Piao0Jun Zhang1KyungHi Chang2Yan Li3Mingjie Liu4School of Automation, Chongqing University of Posts and Telecommunications, Chongqing 400065, ChinaSchool of Automation, Chongqing University of Posts and Telecommunications, Chongqing 400065, ChinaDepartment of Electrical and Computer Engineering, Inha University, 100 Inha-ro Michuhol-gu, Incheon 22212, KoreaDepartment of Electrical and Computer Engineering, Inha University, 100 Inha-ro Michuhol-gu, Incheon 22212, KoreaSchool of Automation, Chongqing University of Posts and Telecommunications, Chongqing 400065, ChinaThe goal of automatic parking system is to accomplish the vehicle parking to the specified space automatically. It mainly includes parking space recognition, parking space matching, and trajectory generation. It has been developed enormously, but it is still a challenging work due to parking space recognition error and trajectory generation for vehicle nonparallel initial state with parking space. In this study, the authors propose multi-sensor information ensemble for parking space recognition and adaptive trajectory generation method, which is also robust to vehicle nonparallel initial state. Both simulation and real vehicle experiments are conducted to prove that the proposed method can improve the automatic parking system performance.https://www.mdpi.com/1424-8220/21/7/2261automatic parking systemparking space recognitionparking space matchingtrajectory generation
collection DOAJ
language English
format Article
sources DOAJ
author Changhao Piao
Jun Zhang
KyungHi Chang
Yan Li
Mingjie Liu
spellingShingle Changhao Piao
Jun Zhang
KyungHi Chang
Yan Li
Mingjie Liu
Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
Sensors
automatic parking system
parking space recognition
parking space matching
trajectory generation
author_facet Changhao Piao
Jun Zhang
KyungHi Chang
Yan Li
Mingjie Liu
author_sort Changhao Piao
title Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
title_short Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
title_full Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
title_fullStr Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
title_full_unstemmed Multi-Sensor Information Ensemble-Based Automatic Parking System for Vehicle Parallel/Nonparallel Initial State
title_sort multi-sensor information ensemble-based automatic parking system for vehicle parallel/nonparallel initial state
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2021-03-01
description The goal of automatic parking system is to accomplish the vehicle parking to the specified space automatically. It mainly includes parking space recognition, parking space matching, and trajectory generation. It has been developed enormously, but it is still a challenging work due to parking space recognition error and trajectory generation for vehicle nonparallel initial state with parking space. In this study, the authors propose multi-sensor information ensemble for parking space recognition and adaptive trajectory generation method, which is also robust to vehicle nonparallel initial state. Both simulation and real vehicle experiments are conducted to prove that the proposed method can improve the automatic parking system performance.
topic automatic parking system
parking space recognition
parking space matching
trajectory generation
url https://www.mdpi.com/1424-8220/21/7/2261
work_keys_str_mv AT changhaopiao multisensorinformationensemblebasedautomaticparkingsystemforvehicleparallelnonparallelinitialstate
AT junzhang multisensorinformationensemblebasedautomaticparkingsystemforvehicleparallelnonparallelinitialstate
AT kyunghichang multisensorinformationensemblebasedautomaticparkingsystemforvehicleparallelnonparallelinitialstate
AT yanli multisensorinformationensemblebasedautomaticparkingsystemforvehicleparallelnonparallelinitialstate
AT mingjieliu multisensorinformationensemblebasedautomaticparkingsystemforvehicleparallelnonparallelinitialstate
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