Keyword-aware optimal route planning method for large-scale graph data

Focused on the problem that the planned routes cannot meet the personalized demand of different users in route planning of personalized self-driving tour, a keyword-aware optimal route planning method based on different user interests was proposed.Firstly, the road network information preprocessing...

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Main Authors: Ziyang LI, Pengcheng CHEN, Jiong YU, Yonglin PU, Zhenzhen HE, Xue LI, Shijie ZHENG
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2023-09-01
Series:Tongxin xuebao
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Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023171/
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author Ziyang LI
Pengcheng CHEN
Jiong YU
Yonglin PU
Zhenzhen HE
Xue LI
Shijie ZHENG
author_facet Ziyang LI
Pengcheng CHEN
Jiong YU
Yonglin PU
Zhenzhen HE
Xue LI
Shijie ZHENG
author_sort Ziyang LI
collection DOAJ
description Focused on the problem that the planned routes cannot meet the personalized demand of different users in route planning of personalized self-driving tour, a keyword-aware optimal route planning method based on different user interests was proposed.Firstly, the road network information preprocessing model was set up and the road network information query graph was built by the road network information preprocessing algorithm.Secondly, the inverted index algorithm was proposed to prune the road network information query graph according to the personalized requirements from users, which improved the execution efficiency of keyword-aware optimal route planning method and reduced the memory cost of large-scale data processing effectively.Finally, the keyword-aware optimal route planning algorithm was proposed to realize personalized recommendation according to user interest by bidirectional parallel extension.The experimental results show that the method not only realizes the route planning to meet the individual needs of users but also improves the execution efficiency of the method through pruning and bidirectional parallel extension.
format Article
id doaj-art-64e2743afb19467daec2935176fc70cb
institution Kabale University
issn 1000-436X
language zho
publishDate 2023-09-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-64e2743afb19467daec2935176fc70cb2025-01-14T07:23:36ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2023-09-014420521759836238Keyword-aware optimal route planning method for large-scale graph dataZiyang LIPengcheng CHENJiong YUYonglin PUZhenzhen HEXue LIShijie ZHENGFocused on the problem that the planned routes cannot meet the personalized demand of different users in route planning of personalized self-driving tour, a keyword-aware optimal route planning method based on different user interests was proposed.Firstly, the road network information preprocessing model was set up and the road network information query graph was built by the road network information preprocessing algorithm.Secondly, the inverted index algorithm was proposed to prune the road network information query graph according to the personalized requirements from users, which improved the execution efficiency of keyword-aware optimal route planning method and reduced the memory cost of large-scale data processing effectively.Finally, the keyword-aware optimal route planning algorithm was proposed to realize personalized recommendation according to user interest by bidirectional parallel extension.The experimental results show that the method not only realizes the route planning to meet the individual needs of users but also improves the execution efficiency of the method through pruning and bidirectional parallel extension.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023171/graph dataroute planningdynamic programminginverted index algorithmbidirectional parallel extension
spellingShingle Ziyang LI
Pengcheng CHEN
Jiong YU
Yonglin PU
Zhenzhen HE
Xue LI
Shijie ZHENG
Keyword-aware optimal route planning method for large-scale graph data
Tongxin xuebao
graph data
route planning
dynamic programming
inverted index algorithm
bidirectional parallel extension
title Keyword-aware optimal route planning method for large-scale graph data
title_full Keyword-aware optimal route planning method for large-scale graph data
title_fullStr Keyword-aware optimal route planning method for large-scale graph data
title_full_unstemmed Keyword-aware optimal route planning method for large-scale graph data
title_short Keyword-aware optimal route planning method for large-scale graph data
title_sort keyword aware optimal route planning method for large scale graph data
topic graph data
route planning
dynamic programming
inverted index algorithm
bidirectional parallel extension
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023171/
work_keys_str_mv AT ziyangli keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT pengchengchen keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT jiongyu keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT yonglinpu keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT zhenzhenhe keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT xueli keywordawareoptimalrouteplanningmethodforlargescalegraphdata
AT shijiezheng keywordawareoptimalrouteplanningmethodforlargescalegraphdata