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      Shared Mobility Intelligence Using Permissioned Blockchains for Smart Cities

      research-article
      New Generation Computing
      Ohmsha
      Blockchain, Intelligence, Machine learning, Smart city, Smart transportation, Tourism

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          Abstract

          Suggesting tourists/residents about the pollution-free locations and controlling the number of passengers in a shareable vehicle have become crucial tasks to smart city officials as they plummet health issues such as asthma or COVID-19. Recently, city authorities, transport logistic designers, and policymakers have tasked researchers/entrepreneurs to innovate in shared mobility systems. This paper proposes a Blockchain-Enabled Shared Mobility (BESM) architecture that allocates seats to residents/tourists in a shareable vehicle based on air quality and COVID-19 information of traveling locations. BESM involves smart city authorities, vehicle owners, hospital authorities, and residents using permissioned-blockchains to collaboratively decide on allocating travel seats. Experiments were carried out at the IoT Cloud research laboratory to manifest the allocation of seats. For instance, BESM excluded in allocating seats to asthma patients and limited the number of travelers in the cities where COVID-19 cases or pollution levels were higher in numbers using BESM. The pollution levels of cities were monitored using air quality monitoring sensors or predicted using a few prediction algorithms such as Random Forests (RF), Linear Regression (LR), Quantile Regression (QR), Ridge Regression (RR), Lasso Regression (LaR), ElasticNet Regression (ER), Support Vector Machine (SVM), and Recursive Partitioning (RP). In succinct, the article unfolded the primordial importance of the proposed BESM architecture for promoting efficient shared mobility aspects in smart cities.

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          Most cited references7

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          glm2: Fitting Generalized Linear Models with Convergence Problems

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            Urban mobility in the sharing economy: A spatiotemporal comparison of shared mobility services

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                Author and article information

                Contributors
                shajulin@iiitkottayam.ac.in
                Journal
                New Gener Comput
                New Gener Comput
                New Generation Computing
                Ohmsha (Tokyo )
                0288-3635
                1882-7055
                29 January 2022
                : 1-19
                Affiliations
                Indian Institute of Information Technology Kottayam, Kottayam, Kerala India
                Author information
                http://orcid.org/0000-0002-2543-2710
                Article
                147
                10.1007/s00354-021-00147-x
                8799448
                00eea6a5-bbdc-4403-9549-11bcc5f3c320
                © Ohmsha, Ltd. and Springer Japan KK, part of Springer Nature 2021

                This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.

                History
                : 7 May 2021
                : 13 December 2021
                Funding
                Funded by: AIM Funding
                Award ID: 13014/11/2019 - AIM
                Award Recipient :
                Funded by: BEL Funding
                Award ID: 4891/1641/PC/CRL Sep 4, 2020
                Award Recipient :
                Categories
                Article

                blockchain,intelligence,machine learning,smart city,smart transportation,tourism

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