Design of Forward Collision Warning System Using Multi-Object Tracking
碩士 === 國立臺北科技大學 === 車輛工程系所 === 98 === This research extends the region of interest for collision warning from the main lane to the adjacent lanes. According to the measured relative distance and relative orientation, a multi-object tracking algorithm is developed in this paper. Recursive least squ...
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ndltd-TW-098TIT051620372019-05-15T20:33:25Z http://ndltd.ncl.edu.tw/handle/pgg66r Design of Forward Collision Warning System Using Multi-Object Tracking 應用多物體追蹤於前方防撞警示系統之設計 Chang-Wei Shih 施昌瑋 碩士 國立臺北科技大學 車輛工程系所 98 This research extends the region of interest for collision warning from the main lane to the adjacent lanes. According to the measured relative distance and relative orientation, a multi-object tracking algorithm is developed in this paper. Recursive least square technique is used to estimate coefficients of two second order polynomials for the relative distance and relative orientation, respectively. A variable forgetting factor which is adjusted with respect to the relative acceleration is proposed in this paper to enhance the estimation performance. TTC is calculated using the coefficients of the second order polynomial. When the TTC is below the threshold value, relative moving direction is used to determine if there is a pending collision. If the relative moving direction is toward the host vehicle, different levels of collision warning are issued to the driver according to the TTC values. If the relative moving direction is not toward the host vehicle, it is determined to be a safe condition even though the TTC below the threshold value. ISO 15623 is used to verify the proposed algorithm. The experimental results show that the proposed algorithm can pass all 3 tests. The proposed algorithm is also verified using the experimental data collected on the Civic Blvd. Expressway. Valid warning can be issued to the driver while avoiding the false alarms. 陳柏全 2010 學位論文 ; thesis 96 zh-TW |
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碩士 === 國立臺北科技大學 === 車輛工程系所 === 98 === This research extends the region of interest for collision warning from the main lane to the adjacent lanes. According to the measured relative distance and relative orientation, a multi-object tracking algorithm is developed in this paper. Recursive least square technique is used to estimate coefficients of two second order polynomials for the relative distance and relative orientation, respectively. A variable forgetting factor which is adjusted with respect to the relative acceleration is proposed in this paper to enhance the estimation performance. TTC is calculated using the coefficients of the second order polynomial. When the TTC is below the threshold value, relative moving direction is used to determine if there is a pending collision. If the relative moving direction is toward the host vehicle, different levels of collision warning are issued to the driver according to the TTC values. If the relative moving direction is not toward the host vehicle, it is determined to be a safe condition even though the TTC below the threshold value. ISO 15623 is used to verify the proposed algorithm. The experimental results show that the proposed algorithm can pass all 3 tests. The proposed algorithm is also verified using the experimental data collected on the Civic Blvd. Expressway. Valid warning can be issued to the driver while avoiding the false alarms.
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author2 |
陳柏全 |
author_facet |
陳柏全 Chang-Wei Shih 施昌瑋 |
author |
Chang-Wei Shih 施昌瑋 |
spellingShingle |
Chang-Wei Shih 施昌瑋 Design of Forward Collision Warning System Using Multi-Object Tracking |
author_sort |
Chang-Wei Shih |
title |
Design of Forward Collision Warning System Using Multi-Object Tracking |
title_short |
Design of Forward Collision Warning System Using Multi-Object Tracking |
title_full |
Design of Forward Collision Warning System Using Multi-Object Tracking |
title_fullStr |
Design of Forward Collision Warning System Using Multi-Object Tracking |
title_full_unstemmed |
Design of Forward Collision Warning System Using Multi-Object Tracking |
title_sort |
design of forward collision warning system using multi-object tracking |
publishDate |
2010 |
url |
http://ndltd.ncl.edu.tw/handle/pgg66r |
work_keys_str_mv |
AT changweishih designofforwardcollisionwarningsystemusingmultiobjecttracking AT shīchāngwěi designofforwardcollisionwarningsystemusingmultiobjecttracking AT changweishih yīngyòngduōwùtǐzhuīzōngyúqiánfāngfángzhuàngjǐngshìxìtǒngzhīshèjì AT shīchāngwěi yīngyòngduōwùtǐzhuīzōngyúqiánfāngfángzhuàngjǐngshìxìtǒngzhīshèjì |
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1719101246699208704 |