TY - JOUR
T1 - A Dynamic Time Warping Algorithm Based Analysis of Pedestrian Shockwaves at Bottleneck
AU - Sun, Lishan
AU - Gong, Qingsheng
AU - Yao, Liya
AU - Luo, Wei
AU - Zhang, Tianqi
N1 - Publisher Copyright:
© 2018 Lishan Sun et al.
PY - 2018
Y1 - 2018
N2 - Since the quantitative methodology analysis of the high-density pedestrian shockwaves at a bottleneck is limited, this paper proposes a dynamic time warping (DTW) algorithm for identifying, analyzing, and verifying the shockwaves. A set of real-world trajectory data is used to illustrate the proposed algorithm. Results show that the DTW algorithm is capable of depicting the pedestrian shockwaves elaborately and accurately. Results also show that the shockwave velocity is unsteady, as throughout time the gathering wave velocity and the evanescent wave velocity are decreasing and increasing, respectively. The mutual influence between followers and leaders is decreased when the shockwave spreads. There is a linear relationship between the shockwave velocity and density. Furthermore, singularities present a potential match solution to help identify the changing of pedestrian behaviors. The DTW algorithm for evaluating the pedestrian system stability has significant intrinsic features in the pedestrian traffic control and management.
AB - Since the quantitative methodology analysis of the high-density pedestrian shockwaves at a bottleneck is limited, this paper proposes a dynamic time warping (DTW) algorithm for identifying, analyzing, and verifying the shockwaves. A set of real-world trajectory data is used to illustrate the proposed algorithm. Results show that the DTW algorithm is capable of depicting the pedestrian shockwaves elaborately and accurately. Results also show that the shockwave velocity is unsteady, as throughout time the gathering wave velocity and the evanescent wave velocity are decreasing and increasing, respectively. The mutual influence between followers and leaders is decreased when the shockwave spreads. There is a linear relationship between the shockwave velocity and density. Furthermore, singularities present a potential match solution to help identify the changing of pedestrian behaviors. The DTW algorithm for evaluating the pedestrian system stability has significant intrinsic features in the pedestrian traffic control and management.
UR - https://www.scopus.com/pages/publications/85042650358
U2 - 10.1155/2018/1269439
DO - 10.1155/2018/1269439
M3 - Article
AN - SCOPUS:85042650358
SN - 0197-6729
VL - 2018
JO - Journal of Advanced Transportation
JF - Journal of Advanced Transportation
M1 - 1269439
ER -