TY - GEN
T1 - Grand challenge
T2 - 12th ACM International Conference on Distributed and Event-Based Systems, DEBS 2018
AU - Nguyen, Duc Duy
AU - Le Van, Chan
AU - Ali, Muhammad Intizar
N1 - Publisher Copyright:
© 2018 Copyright held by the owner/author(s).
PY - 2018/6/25
Y1 - 2018/6/25
N2 - We propose a sequence-to-sequence based method to predict vessels' destination port and estimated arrival time. We consider this problem as an extension of trajectory prediction problem, that takes a sequence of historical locations as input and returns a sequence of future locations, which is used to determine arrival port and estimated arrival time. Our solution first represents the trajectories on a spatial grid covering Mediterranean Sea. Then, we train a sequence-to-sequence model to predict the future movement of vessels based on movement tendency and current location. We built our solution using distributed architecture model and applied load balancing techniques to achieve both high performance and scalability.
AB - We propose a sequence-to-sequence based method to predict vessels' destination port and estimated arrival time. We consider this problem as an extension of trajectory prediction problem, that takes a sequence of historical locations as input and returns a sequence of future locations, which is used to determine arrival port and estimated arrival time. Our solution first represents the trajectories on a spatial grid covering Mediterranean Sea. Then, we train a sequence-to-sequence model to predict the future movement of vessels based on movement tendency and current location. We built our solution using distributed architecture model and applied load balancing techniques to achieve both high performance and scalability.
KW - Recurrent neural network
KW - Sequence to sequence models
UR - https://www.scopus.com/pages/publications/85050521046
U2 - 10.1145/3210284.3220507
DO - 10.1145/3210284.3220507
M3 - Conference Publication
T3 - DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems
SP - 217
EP - 220
BT - DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems
PB - Association for Computing Machinery, Inc
Y2 - 25 June 2018 through 26 June 2018
ER -