Road Passenger Load Probability Prediction and Path Optimization Based on Taxi Trajectory Big Data

Road Passenger Load Probability Prediction and Path Optimization Based on Taxi Trajectory Big Data

This paper focuses on predicting road passenger probability and optimizing taxi driving routes based on trajectory big data. By utilizing clustering algorithms to identify key passenger points, a method for calculating and predicting road passenger probability is proposed. This method calculates the...

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Bibliographic Details
Main Authors: Guobin Gu, Benxiao Lou, Dan Zhou, Xiang Wang, Jianqiu Chen, Tao Wang, Huan Xiong, Yinong Liu
Format: Article
Language:English
Published: MDPI AG 2024-09-01
Series:Applied Sciences
Subjects:
trajectory data
taxi passenger-seeking
road passenger probability
<i>BiLSTM</i> prediction
route optimization
NSGA-II algorithm
Online Access:https://www.mdpi.com/2076-3417/14/17/7756

Internet

https://www.mdpi.com/2076-3417/14/17/7756

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