IoT Map: A Comprehensive Framework for IoT Data Management and Analysis

Sanjay Agal; Niyati Dhirubhai Odedra

Author(s)

Sanjay Agal Faculty of Engineering, Parul University, Vadodara, Gujarat, India

Niyati Dhirubhai Odedra Dr V R Godhania College of Engineering & Technology, Gujarat, India

Abstract

The Internet of Things (IoT) revolutionizes numerous industries by enabling real-time data collection and analysis from a multitude of connected devices. However, the vast amount of data generated by IoT devices presents significant challenges in data management, security, and real-time processing, particularly regarding data storage, real-time processing, security, and predictive modeling. This paper introduces IoTMap, a comprehensive framework designed to streamline IoT data workflows by integrating database management, live sniffing, exploitation testing, and modeling capabilities into a single platform. IoTMap addresses the inefficiencies and fragmentation seen in existing solutions by offering an all-in-one approach that enhances data handling, improves security, and provides real-time insights and predictive analytics. Through extensive testing with a variety of IoT devices, the framework demonstrated high efficiency in data management, effective realtime traffic analysis, robust security assessments, and accurate modeling of IoT environments. IoTMap's unified and scalable approach positions it as a valuable tool for researchers, developers, and practitioners, facilitating more efficient and effective IoT data management and analysis while paving the way for advanced IoT applications and research.

Publication Details

Page(s) 803-817

DOI DOI not available

Published Journal: International Journal of Communication Networks and Information Security, Volume: 16, Issue: 4, Year: 2024

Request the full text from PASTIC

Keywords

Database, framework, Python, Modelling, Data Management, IoT, Sniffing, Exploitation

References

Al-Fuqaha A.,Guizani M.,Mohammadi M.,Aledhari M.,Ayyash M. .2015 .Internet of things: A survey on enabling technologies, Protocols, and applications. IEEE Communications Surveys & Tutorials, 17(4) : 2347-2376.

Al-Turjman F.,Malekloo A. .2018 .Intelligent Parking Solutions in the IOT-based Smart Cities. , : 6-128.

Alrawais A.,Alhothaily A.,Hu C.,X. C. .2017 .Fog computing for the internet of things: Security and privacy issues. IEEE Internet Computing, 21(2) : 34-42.

Amanullah M. A.,Habeeb R. A.,Nasaruddin F. H.,Gani A.,Ahmed E.,Nainar A. S.,Akim N. M.,Imran M. .2020 .Deep Learning and Big Data Technologies for IOT Security. Computer Communications, 01 : 495-517.

Ammar M.,Russello G.,Crispo B. .2017 .Internet of things: A survey on the security of IOT Frameworks. Journal of Information Security and Applications, 11 : 8-27.

Atzori L.,Iera A.,Morabito G. .2010 .The internet of things: A survey. Computer Networks, 05(15) : 2787-2805.

Babar S.,Mahalle P.,Stango A.,Prasad N.,Prasad R. .2010 .Proposed security model and threat taxonomy for the internet of things (IOT). Recent Trends in Network Security and Applications, 420 : 42.

Bandyopadhyay D.,Sen J. .2011 .Internet of things: Applications and challenges in technology and standardization. Wireless Personal Communications, 58(1) : 49-69.

Chen Y.,Kunz T. .2016 .Performance evaluation of IOT protocols under a Constrained Wireless Access Network. 2016 International Conference on Selected Topics in Mobile & Wireless Networking (MoWNeT). , : .

Chopra G.,Kumar Jha,Jain R.,S. R. .2017 .A survey on ultra-dense Network and emerging technologies: Security challenges and possible solutions. Journal of Network and Computer Applications, 07 : 54-78.

Elmaghraby A. S.,Losavio M. M. .2014 .Cyber security challenges in smart cities: Safety, security and privacy. Journal of Advanced Research, 02(4) : 491-497.

Ge M.,Bangui H.,Buhnova B. .2018 .Big Data for internet of things: A survey. Future Generation Computer Systems, 04 : 601-614.

Gubbi J.,Buyya R.,Marusic S.,Palaniswami M. .2013 .Internet of things (IOT): A Vision, architectural elements, and Future Directions. Future Generation Computer Systems, 01(7) : 1645-1660.

Kabir E.,Shahid Md.,Rokibul Md. .2017 .Developing diabetes disease classification model using sequential forward selection algorithm. International Journal of Computer Applications, 180(5) : 1-6.

Kasemsap K. .2017 .Internet of things and security perspectives. Security Breaches and Threat Prevention in the Internet of Things, : ch002-45.

Kitchenham B. A.,Mendes E.,Travassos G. H. .2007 .Cross versus within-company cost estimation studies: A systematic review. IEEE Transactions on Software Engineering, 33(5) : 316-329.

Kozak J.,Juszczuk P. .2017 .Association ACDT as a tool for discovering the Financial Data Rules. 2017 IEEE International Conference on INnovations in Intelligent SysTems and Applications, : .

Laefer D. F.,Truong-Hong L. .2016 .Toward automatic generation of 3D steel structures for building information modelling. Automation in Construction, 11 : 66-77.

Lee I.,Lee K. .2015 .The internet of things (IOT): Applications, investments, and challenges for enterprises. Business Horizons, 03(4) : 431-440.

Li S.,Xu L. D.,Zhao S. .2014 .The internet of things: A survey. Information Systems Frontiers, 17(2) : 243-259.

Makaya C.,Lai Y.,Lin F. J. .2015 .Over-the-air remote management and control of IPbased M2M devices. 2015 IEEE 2nd World Forum on Internet of Things (WF-IoT), : .

Mallmann J.,Santin A. O.,Viegas E. K.,dos Santos,Geremias R. R.,J. R. R. .2020 .PPCENSOR: Architecture for real-time pornography detection in video streaming. Future Generation Computer Systems, 06 : 945-955.

Mohammadi M.,Al-Fuqaha A.,Sorour S.,Guizani M. .2018 .Deep learning for IOT big data and Streaming Analytics: A survey. IEEE Communications Surveys & Tutorials, 20(4) : 2923-2960.

Qi H.,Di X.,Li J. .2018 .Formal definition and analysis of access control model based on role and attribute. Journal of Information Security and Applications, 09 : 53-60.

Rajoria R.,khan A. .2016 .Analysis of effects of evaporative inlet cooling on gas turbines. International Journal of Engineering Trends and Technology, 37(2) : 57-61.

Islam Riazul,Daehan S. M.,Kwak S. M.,Hossain M.,Kyung-Sup Kwak M. .2015 .The internet of things for health care: A comprehensive survey. IEEE Access, 3 : 678-708.

Saadeh M.,Sleit A.,Sabri K. E.,Almobaideen W. .2018 .Hierarchical architecture and protocol for Mobile Object Authentication in the context of IOT Smart Cities. Journal of Network and Computer Applications, 07 : 1-19.

Saleh S.,Qadir J.,Ilyas M. U. .2018 .Shedding light on the dark corners of the internet: A survey of Tor Research. Journal of Network and Computer Applications, 04 : 1-28.

Shahrokhi A.,Ahmadi M. .2023 .Power evaluation of IOT application layer protocols. 2023 7th International Conference on Internet of Things and Applications, : .

Shao Y.,Li C.,Tang H. .2018 .A data replica placement strategy for IOT workflows in collaborative edge and Cloud Environments. Computer Networks, 10 : 46-59.

Shen Y.,Yang W.,Huang L. .2017 .Concealed in web surfing: Behavior-based covert channels in HTTP. Journal of Network and Computer Applications, 10 : 83-95.