TY - GEN
T1 - Intent based trajectory prediction by multiple model prediction and smoothing
AU - Liu, Yu
AU - Li, X. Rong
N1 - Publisher Copyright:
© 2015, E-flow American Institute of Aeronautics and Astronautics (AIAA). All rights reserved.
PY - 2015
Y1 - 2015
N2 - Trajectory prediction is important for trajectory-based operations in the next generation air transportation system. The intent of an en-route aircraft can benefit significantly the performance of trajectory prediction. An intent based trajectory prediction (IBTP) algorithm for civilian aircraft is proposed in this paper. The predictor based on the Interacting Multiple Model (IMM) algorithm is guided by the spatial and temporal information in the intent. First, the trajectory is predicted based on IMM prediction, where the dynamic model with a heading angle closer to the intended direction is assigned a larger weight. Second, a pseudo-measurement based on the spatial information (e.g., position and speed) in the intended waypoint is generated to update/smooth the predicted trajectory. An illustrated example is provided and results are evaluated by Monte Carlo simulation.
AB - Trajectory prediction is important for trajectory-based operations in the next generation air transportation system. The intent of an en-route aircraft can benefit significantly the performance of trajectory prediction. An intent based trajectory prediction (IBTP) algorithm for civilian aircraft is proposed in this paper. The predictor based on the Interacting Multiple Model (IMM) algorithm is guided by the spatial and temporal information in the intent. First, the trajectory is predicted based on IMM prediction, where the dynamic model with a heading angle closer to the intended direction is assigned a larger weight. Second, a pseudo-measurement based on the spatial information (e.g., position and speed) in the intended waypoint is generated to update/smooth the predicted trajectory. An illustrated example is provided and results are evaluated by Monte Carlo simulation.
UR - https://www.scopus.com/pages/publications/84973473773
M3 - 会议稿件
AN - SCOPUS:84973473773
T3 - AIAA Guidance, Navigation, and Control Conference 2015, MGNC 2015 - Held at the AIAA SciTech Forum 2015
BT - AIAA Guidance, Navigation, and Control Conference 2015, MGNC 2015 - Held at the AIAA SciTech Forum 2015
PB - American Institute of Aeronautics and Astronautics Inc.
T2 - AIAA Guidance, Navigation, and Control Conference 2015, MGNC 2015 - Held at the AIAA SciTech Forum 2015
Y2 - 5 January 2015 through 9 January 2015
ER -