2021
DOI: 10.1155/2021/9589476
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AGVs Route Planning Based on Region-Segmentation Dynamic Programming in Smart Road Network Systems

Abstract: In this paper, a route-planning approach is proposed based on the region-segmentation Dynamic Programming (DP) algorithm for Automated Guided Vehicles (AGVs) in large Smart Road Network Systems (SRNSs) to deal with the problem of low route computation efficiency of the classical DP algorithm. We introduced an improved Markov Decision Process (MDP) to describe SRNSs, in which the SRNSs are divided into several regions according to the AGVs’ start nodes and their goal nodes to improve the route-planning efficien… Show more

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Cited by 5 publications
(5 citation statements)
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References 33 publications
(43 reference statements)
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“…The Monte-Carlo Search Tree algorithm can be combined with the Dynamic Programming to improve the speed of route planning [94]. First, the classical Monte-Carlo Search Tree algorithm is improved by following steps: (1) the "cutting" operations is added into the "searching" process to determine the expanding directions of search trees; (2) the single-step update is employed for establishing search trees to move the "back-propagation" process ahead of the "simulation" process;…”
Section: (Ii) Route-planning Methods Of Combining Dynamic Programming...mentioning
confidence: 99%
See 1 more Smart Citation
“…The Monte-Carlo Search Tree algorithm can be combined with the Dynamic Programming to improve the speed of route planning [94]. First, the classical Monte-Carlo Search Tree algorithm is improved by following steps: (1) the "cutting" operations is added into the "searching" process to determine the expanding directions of search trees; (2) the single-step update is employed for establishing search trees to move the "back-propagation" process ahead of the "simulation" process;…”
Section: (Ii) Route-planning Methods Of Combining Dynamic Programming...mentioning
confidence: 99%
“…n). Red, green, and blue solid squares indicate the start nodes of AGVs, and solid circles indicate their goal nodes [94].…”
Section: Classical Single-agv Route Planningmentioning
confidence: 99%
“…Teir independent transportation is more efcient, and their automated transportation system is also safer and more reliable. As application scenarios of robots become increasingly complicated with the fast growth of modern industry [2], studying the autonomous intelligent navigation decisionmaking algorithm is of great signifcance.…”
Section: Introductionmentioning
confidence: 99%
“…The primary objective of the Intelligent Transportation System (ITS) is to utilize suitable technological advancements in order to establish roadways, vehicles, and drivers that possess enhanced intelligence. Advanced Travellers Information Systems (ATIS), Advanced Public Transportation Systems (APTS), and Advanced Traffic Management Systems (ATMS) were developed to improve operational efficiency [7]. Uncertainty in comprehending the timetable, the information booklet, route maps, and bus stop names was the root of the poor passenger service.…”
Section: Introductionmentioning
confidence: 99%

On-demand route allocation: A smart transportation scheme

Md Shadman Sakib Showrov,
Md Riaz Ahmad Shuvo,
Mohammad Yeasin Newaj Khan
et al. 2023
Int. J. Sci. Res. Arch.