Analysis of Methods for Long Vehicles Speed Estimation Using Anisotropic Magneto-Resistive (AMR) Sensors and Reference Piezoelectric Sensor
被引:14
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作者:
Markevicius, Vytautas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Markevicius, Vytautas
[1
]
Navikas, Dangirutis
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Navikas, Dangirutis
[1
]
Miklusis, Donatas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Miklusis, Donatas
[1
]
Andriukaitis, Darius
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Andriukaitis, Darius
[1
]
Valinevicius, Algimantas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Valinevicius, Algimantas
[1
]
Zilys, Mindaugas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Zilys, Mindaugas
[1
]
Cepenas, Mindaugas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
Cepenas, Mindaugas
[1
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机构:
[1] Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-439, LT-51368 Kaunas, Lithuania
magnetic field measurement;
sensors;
cross-correlation;
vehicle speed estimation;
AMR;
long vehicles;
CLASSIFICATION;
D O I:
10.3390/s20123541
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
With rapidly increasing traffic occupancy, intelligent transportation systems (ITSs) are a vital feature for urban areas. This paper analyses methods for estimating long (L > 10 m) vehicle speed and length using a self-developed system, equipped with two anisotropic magneto-resistive (AMR) sensors, and introduces a method for verifying the results. A well-known cross-correlation method of magnetic signatures is not appropriate for calculating the vehicle speed of long vehicles owing to limited resources and a long calculation time. Therefore, the adaptive signature cropping algorithm was developed and used with a difference quotient of a magnetic signature. An additional piezoelectric polyvinylidene fluoride (PVDF) sensor and video camera provide ground truth to evaluate the performances. The prototype system was installed on the urban road and tested under various traffic and weather conditions. The accuracy of results was evaluated by calculating the mean absolute percentage error (MAPE) for different methods and vehicle speed groups. The experimental result with a self-obtained data set of 600 unique entities shows that the average speed MAPE error of our proposed method is lower than 3% for vehicle speed in a range between 40 and 100 km/h.
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Markevicius, Vytautas
Navikas, Dangirutis
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Navikas, Dangirutis
Idzkowski, Adam
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机构:
Bialystok Tech Univ, Fac Elect Engn, Wiejska St 45D, PL-15351 Bialystok, PolandKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Idzkowski, Adam
Andriukaitis, Darius
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机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Andriukaitis, Darius
Valinevicius, Algimantas
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机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Valinevicius, Algimantas
Zilys, Mindaugas
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Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Markevicius, Vytautas
Navikas, Dangirutis
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h-index: 0
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Navikas, Dangirutis
Idzkowski, Adam
论文数: 0引用数: 0
h-index: 0
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Bialystok Tech Univ, Fac Elect Engn, Wiejska St 45D, PL-15351 Bialystok, PolandKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Idzkowski, Adam
Valinevicius, Algimantas
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h-index: 0
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Valinevicius, Algimantas
Zilys, Mindaugas
论文数: 0引用数: 0
h-index: 0
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania
Zilys, Mindaugas
Andriukaitis, Darius
论文数: 0引用数: 0
h-index: 0
机构:
Kaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, LithuaniaKaunas Univ Technol, Dept Elect Engn, Studentu St 50-418, LT-51368 Kaunas, Lithuania