An Enhance the Performance of Mining Vehicular and Machinery Security Systems Using Artificial Intelligence in VANET Cloud Computing

Authors

  • M. Al-Shabi Department of Management Information System, College of Business Administration, Taibah University, 30002, Madinah Munawarrah, Saudi Arabia

DOI:

https://doi.org/10.13052/jmm1550-4646.18612

Keywords:

Vehicular ad-hoc network-cloud, RSU, hash based authentication, firm aware clustering, emergency dissemination

Abstract

Over the recent decades, incorporating Vehicular Ad-hoc Network (VANET) into Cloud computing plays a vital role, since it provides a reliable safety journey to vehicular drivers, passengers, etc. However, attaining security and emergency message dissemination is still major bottleneck in VANET combined Cloud, due to the dynamic nature of vehicles and wireless communication. Our major intention is to provide high level security in VANET-Cloud environment. In addition to it, we also reduce delay in emergency dissemination. Our proposed Delay aware Emergency Message Dissemination and Data Retrieval in secure (DEMD22RS) VANET-Cloud is composed of four sequential processes: Authentication, Clustering, Data Retrieval and Data dissemination. In regard to maintaining security for both Road Side Unit (RSU) and Vehicles, we propose Hash based Credential Authentication Scheme (HCAS) that affords authentication using Secure Hash Algorithm-3 (SHA-3) and Elliptic Curve Points (ECP). To sustain a stable cluster, Firm Aware Clustering Scheme (FACS) is pursued where Stud Krill Herd (SKH) algorithm is exploited. In the data retrieval process, cloud provides requested information to the RSU in encrypted form using the Twofish algorithm. RSU discover the path to deliver received data through executing Artificial Neural Network (ANN) algorithm. In order to diminish delay in emergency message dissemination, best disseminator is selected by cluster head using Fuzzy-Topsis (FT) algorithm. Our DEMD22RS VANET-Cloud network is implemented in Network Simulator 3 tool. Finally, the evaluation of DEMD22RS work performance is achieved by computing consequent metrics that are Throughput, Packet Delivery Ratio, Transmission delay, Average delay, Key generation time, Encryption time and Decryption time.

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Author Biography

M. Al-Shabi, Department of Management Information System, College of Business Administration, Taibah University, 30002, Madinah Munawarrah, Saudi Arabia

M. Al-Shabi received his bachelor’s degree (B.Sc. Computer Science) from Technology University at Iraq (1997), Postgraduate Master (M. Sc. Computer Science from Putra Malaysia University at 2002), and Ph.D. (Computer Science) from Putra Malaysia University, Malaysia (2006). He is currently an associate professor in the Department of Management Information System, College of Business Administration at Taibah University, Kingdom of Saudi Arabia. Prior to joining Taibah University, he worked in the faculty of a computer at Qassim University, Saudi Arabia. His research interests include wireless security, cryptography, UML, Stenography Multistage interconnection network, Vehicular Ad-hoc Network-Cloud, Smart and Intelligent computing and Apply Mathematically.

References

Rasheed Hussain, Zeinab Rezaeifar, Junggab Son, Md Zakirul Alam Bhuiyan, Sangjin Kim, Heekuck Oh, “PB-MII: replacing static RSUs with public buses-based mobile intermediary infrastructure in urban VANET-based clouds”, Cluster Computing, Volume 20, Issue 3, pp. 2231–2252, 2017

Rakesh Shrestha, Rojeena Bajracharya, and Seung Yeob Nam, “Challenges of Future VANET and Cloud-Based Approaches”, Wireless Communications and Mobile Computing, Volume 2018, pp. 1–15, 2018

Qamas Gul Khan Safi, Senlin Luo, Chao Wei, Limin Pan Guanglu Yan, “Cloud-based security and privacy-aware information dissemination over ubiquitous VANETs”, Computer Standards & Interfaces, Volume 56, pp. 107–115, 2018

Qamas Gul Khan Safi, Senlin Luo, Limin Pan,Wangtong Liu, Guangluo Yan, “Secure authentication framework for cloud-based toll payment message dissemination over ubiquitous VANETs”, Pervasive and Mobile Computing, Volume 48, Pages 43–58, 2018

Qamas Gul Khan Safi, Senlin Luo, Chao Wei, Limin Pan Qianrou Chen “PIaaS: Cloud-oriented secure and privacy-conscious parking information as a service using VANETs”, Computer Networks, Volume 124, pp. 33–45, 2017

Raghavendra Pala, Arun Prakasha, Rajeev Tripathia, Dhananjay Singhb, “Analytical model for clustered vehicular ad hoc network analysis”, ICT Express, Volume 4, pp. 160–164, 2018

Xiang Ji, Huiqun Yu, Guisheng Fan, Huaiying Sun, and Liqiong Chen, “Efficient and Reliable Cluster-Based Data Transmission for Vehicular Ad Hoc Networks”, Mobile Information Systems, Volume 2018, pp. 1–15, 2018

Islam Tharwat Abdel-Halim, Hossam Mahmoud Ahmed Fahmy, Ayman M. Bahaa-ElDin, “Mobility Prediction-based Efficient Clustering Scheme for Connected and Automated Vehicles in VANETs”, Computer Networks, Volume 150, Pages 217–233, 2019

Rejab Hajlaoui, Eesa Alsolami, Tarek Moulahi, Hervé Guyennet, “Construction of a stable vehicular ad hoc network based on hybrid genetic algorithm”, Telecommunication Systems, pp. 1–13, 2018

Chao Song, Jie Wu, Ming Liu, Huanyang Zheng, “Efficient routing through discretization of overlapped road segments in VANETs”, Journal of Parallel Distributed Computing, Volume 102, Pages 57–70, 2017

Junling Shi, Xingwei Wang, Min Huang, Keqin Li, Sajal K. Das, “Social-based routing scheme for fixed-line VANET”, Computer Networks, Volume 113, pp. 230–243, 2017

Osama Rehman, Mohamed Ould-Khaoua, “A hybrid relay node selection scheme for message dissemination in VANETs”, Future Generation Computer Systems, Volume 93, Pages 1–17, 2019

Renöe Oliveira, Carlos Montez, Azzedine Boukerche, Michelle S. Wangha, “Reliable Data Dissemination Protocol for VANET Traffic Safety Applications”, Ad Hoc Networks, Volume 63, Pages 30–44, 2017

Truc D.T. Nguyen, Thanh-Van Le, Hoang-Anh Pham, “Novel store–carry–forward scheme for message dissemination in vehicular ad-hoc networks”, ICT Express 3, 193–198, 2017

Syed Sarmad Shah, Asad Waqar Malik, Anis U. Rahman Sohail Iqbal, and Samee U. Khan, “Time Barrier-Based Emergency Message Dissemination in Vehicular Ad-hoc Networks”, IEEE Access, Volume 7, pp. 16494–16503, 2019

Odongo Steven Eyobu, Jhihoon Joo, and Dong Seog Han, “CMD: A Multichannel Coordination Scheme for Emergency Message Dissemination in IEEE 1609.4”, Mobile Information Systems, Volume 2018, pp. 1–13, 2018

Kai Fan, Xin Wang, Katsuya Suto, Hui Li, and Yintang Yang, “Secure and Efficient Privacy-Preserving Ciphertext Retrieval in Connected Vehicular Cloud Computing”, Volume: 32, Issue: 3, pp. 52–57, 2018.

Yixian Yang, Xinxin Niu, Lixiang Li, and Haipeng Peng, “A Secure and Efficient Transmission Method in Connected Vehicular Cloud Computing”, Volume: 32, Issue: 3, pp. 14–19, 2018

Hamssa Hasrouny, Abed Ellatif Samhat, Carole Bassil, Anis Laouiti, “Trust model for secure group leader-based communications in VANET”, Wireless Networks, pp. 1–23, 2018

Abderrahim Abdellaoui, Oussama Azzam, Habiba Chaoui, Hicham elachgar, Nabil Hmina, “xxTEA-VCLOUD:A Security Scheme for the Vehicular Cloud Network using a Lightweight Encryption Algorithm”, CCIOT 2018 Proceedings of the 2018 International Conference on Cloud Computing and Internet of Things, pp. 67–72, 2018

Lei Liua, Chen Chena, Tie Qiub, Mengyuan Zhanga, Iyu Lia, Bin Zhouc, “A data dissemination scheme based on clustering and probabilistic broadcasting in VANETs”, Vehicular Communications, Volume 13, pp. 78–88, 2018

Sarah Oubabas, Rachida Aoudjit, Joel J.P.C. Rodrigues, Said Talbi “Secure and stable Vehicular Ad Hoc Network clustering algorithm based on hybrid mobility similarities and trust management scheme”, Vehicular Communications, Volume 13, Pages 128–138, 2018

Yasir Ali Shah, Hafiz Adnan Habib, Farhan Aadil, Muhammad Fahad Khan, Muazzam Maqsood, and Tabassam Nawaz, “CAMONET: Moth-Flame Optimization (MFO) Based Clustering Algorithm for VANETs”, IEEE Acces, Volume: 6, pp. 48611–48624, 2018

Yassine Hernafi, Mohamed Ben Ahmed, Mohammed Bouhorma, “ACO and PSO Algorithms for Developing a New Communication Model for VANET Applications in Smart Cities”, Wireless Personal Communications, Volume 96, Issue 2, pp. 2039–2075, 2017

Hui Xi, San-shun Zhang, Ben-xia Li, Li Li, and Xiang-guo Cheng, “Towards a Novel Trust-Based Multicast Routing for VANETs”,, Security and Communication Networks, Volume 2018, p. 12, 2018

Sha Wang, Chuanhe Huang, Danxin Wang, “Delay-aware relay selection with heterogeneous communication range in VANETs”, Wireless Networks, pp. 1–10, 2018

Li, T., Xiong, N. N., Gao, J., Song, H., Liu, A., and Cai, Z., “Reliable Code Disseminations through Opportunistic Communication in Vehicular Wireless Networks”, IEEE Access, 2018

[Daxin Tian, Chao Liu, Xuting Duan, Zhengguo Sheng, Qiang Ni, Min Chen, and Victor C.M. Leung, “A Distributed Position-Ba IEEE Internet of Things Journal, Volume: 5, Issue: 2, pp. 1218–1227, 2018

Yusor Rafid Bahar Al-Mayouf, Omar Adil Mahdi, Namar A. Taha, Nor Fadzilah Abdullah, Suleman Khan, and Muhammad Alam, “Accident Management System Based on Vehicular Network for an Intelligent Transportation System in Urban Environments”, Journal of Advanced Transportation, Volume 2018, 11 pages, 2018

Wei-Chen Wu, “A secret push messaging service in VANET clouds”, The Journal of Supercomputing, Volume 73, Issue 7, pp. 3085–3097, 2017

SathyaNarayananP.S.V, “A sensor enabled secure vehicular communication for emergency message dissemination using cloud services”, Digital Signal Processing, Volume 85, Pages 10–16, 2019

B. Ramakrishnan, R. Bhagavath Nishanth, M. Milton Joe, M. Selvi, “Cluster based emergency message broadcasting technique for vehicular ad hoc network”, Wireless Networks, Volume 23, Issue 1, pp. 233–248, 2017

Lin Yao, Jie Wang, Xin Wang, Ailun Chen, and Yuqi Wang, “V2X Routing in a VANET Based on the Hidden Markov Model”, IEEE Transactions On Intelligent Transportation Systems, Volume: 19, Issue: 3, pp. 889–899, 2018

Jian Shen, Chen Wang, Aniello Castiglione, Dengzhi Liu and Christian Esposito, “Trustworthiness Evaluation-based Routing Protocol for Incompletely Predictable Vehicular Ad hoc Networks”, IEEE Transaction on Big data, 2017

Yao-Hsin Chou, Ting-Hui Chu, Shu-Yu Kuo, and Chi-Yuan Chen, “An Adaptive Emergency Broadcast Strategy for Vehicular Ad hoc Networks”, IEEE Sensors Journal, Volume: 18, Issue: 12, pp. 4814–4821, 2018

Lap-piu Lee and Kwok-wo Wong, “An elliptic curve random number generator”, Communications and Multimedia Security Issues of the New Century, pp. 127–133, 2010

Wang, G.-G., Gandomi, A. H., and Alavi, A. H. “Stud krill herd algorithm”, Neurocomputing, Volume 128, pp. 363–370, 2014

Heba Harahsheh, Mohammad Qatawneh, “Performance Evaluation of Twofish Algorithm on IMAN Supercomputer”, International Journal of Computer Applications (0975–8887), Volume 179, Issue 50, 2018

Published

2022-07-18

How to Cite

Al-Shabi, M. . (2022). An Enhance the Performance of Mining Vehicular and Machinery Security Systems Using Artificial Intelligence in VANET Cloud Computing. Journal of Mobile Multimedia, 18(06), 1733–1776. https://doi.org/10.13052/jmm1550-4646.18612

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Articles