A simulation and machine learning based optimization method for integrated pedestrian facilities planning and staff assignment problem in the multi-mode rail transit transfer station

2021 ◽  
pp. 102449
Author(s):  
Hongxiang Zhang ◽  
Bisheng He ◽  
Gongyuan Lu ◽  
Yongjun Zhu
Keyword(s):  
Machine Learning ◽  
Assignment Problem ◽  
Optimization Method ◽  
Rail Transit ◽  
Facilities Planning ◽  
Staff Assignment ◽  
Transfer Station ◽  
Multi Mode

scholarly journals Study on the Scale Determination of Urban Rail Transfer Station

2012 ◽  
Vol 5 ◽  
pp. 71-76
Author(s):  
Yu Ping Wang ◽  
Ya Ping Zhang ◽  
Hui Zhi Xu
Keyword(s):  
Service Level ◽  
Urban Rail Transit ◽  
Rail Transit ◽  
Entire System ◽  
Transit System ◽  
Urban Rail ◽  
Transfer Station ◽  
Cross Platform

As the major distributing center and intermediate transit point, the scale of transfer station in urban rail transit system directly affects the operational efficiency and overall cost of the entire system. So, accurately controlling the scale of transfer station becomes one of the most important aspects in improving service level and reducing the overall project cost. On the basis of summarizing the method on determining the scale of transfer station both home and abroad, the paper describes the role of the various facilities in rail transfer station, and illustrates the problems of our rail transfer station. Following the above discussion and investigation, the sizes of typical transfer station facilities are discussed and improved (e.g. vertical elevator). Taking the Longjiang Street station example, the proposed methods and models are verified and the analysis result shows that this transfer station should be cross platform interchange mode.

scholarly journals Wireless network optimization method based on cognitive cycle using machine learning

2018 ◽  
Vol 7 (7) ◽  
pp. 278-283 ◽  
Author(s):  
Koji Oshima ◽  
Takumu Kobayashi ◽  
Yuki Taenaka ◽  
Kaori Kuroda ◽  
Mikio Hasegawa
Keyword(s):  
Machine Learning ◽  
Wireless Network ◽  
Network Optimization ◽  
Optimization Method ◽  
Wireless Network Optimization

scholarly journals Investigation and Analysis of Satisfaction of Rail Transit Transfer Station Facilities in Changchun

2015 ◽  
Vol 06 (14) ◽  
pp. 2311-2318
Author(s):  
Chuansheng Zhou ◽  
Lijie Xie ◽  
Zhen Lian ◽  
Meng Du ◽  
Xiaoyang Li ◽  
...  
Keyword(s):  
Rail Transit ◽  
Transfer Station

scholarly journals An enhanced krill herd optimization technique used for classification problem

2021 ◽  
Vol 30 (2) ◽  
pp. 354-364
Author(s):  
Firas Al-Mashhadani ◽  
Ibrahim Al-Jadir ◽  
Qusay Alsaffar
Keyword(s):  
Machine Learning ◽  
Simulated Annealing ◽  
Optimization Technique ◽  
Optimization Method ◽  
Classification Problem ◽  
Test Results ◽  
Internal Evaluation ◽  
Evaluation Measures ◽  
Search Optimization ◽  
Krill Herd

In this paper, this method is intended to improve the optimization of the classification problem in machine learning. The EKH as a global search optimization method, it allocates the best representation of the solution (krill individual) whereas it uses the simulated annealing (SA) to modify the generated krill individuals (each individual represents a set of bits). The test results showed that the KH outperformed other methods using the external and internal evaluation measures.

scholarly journals Feature optimization method for machine learning-based diagnosis of schizophrenia using magnetoencephalography

2020 ◽  
Vol 338 ◽  
pp. 108688 ◽  
Author(s):  
Jieun Kim ◽  
Min-Young Kim ◽  
Hyukchan Kwon ◽  
Ji-Woong Kim ◽  
Woo-Young Im ◽  
...  
Keyword(s):  
Machine Learning ◽  
Optimization Method ◽  
Feature Optimization

Automatic picking of multi-mode dispersion curves using CNN-based machine learning

2020 ◽  
Author(s):  
Li Ren ◽  
Fuchun Gao ◽  
Yulang Wu ◽  
Paul Williamson ◽  
Wenlong Wang ◽  
...  
Keyword(s):  
Machine Learning ◽  
Dispersion Curves ◽  
Mode Dispersion ◽  
Automatic Picking ◽  
Multi Mode
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