Top Research Papers on IoT Security
Uncover the latest breakthroughs and scholarly research in IoT Security with this collection of top research papers. These papers delve into various aspects of securing Internet of Things devices, providing valuable information for professionals, academics, and enthusiasts in the field. Whether you're looking to learn more about the challenges and solutions in IoT Security or seeking to advance your knowledge, this resource is designed to provide you with essential insights.
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Internet of Things (IoT)
167 Citations 2021Radouan Ait Radouan Ait Mouha
Journal of Data Analysis and Information Processing
The main objective of this review paper will provide the reader with a detailed discussion from a technological and social perspective of the IoT and its potential application in the real world.
Machine learning based solutions for security of Internet of Things (IoT): A survey
456 Citations 2020Syeda Manjia Tahsien, Hadis Karimipour, Petros Spachos
Journal of Network and Computer Applications
The architecture of IoT is discussed, following a comprehensive literature review on ML approaches the importance of security of IoT in terms of different types of possible attacks, and ML-based potential solutions for IoT security has been presented and future challenges are discussed.
A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security
1171 Citations 2022Mohammed Ali Al-Garadi, Amr Mohamed, Abdulla Al‐Ali + 3 more
Qatar University QSpace (Qatar University)
A comprehensive survey of ML methods and recent advances in DL methods that can be used to develop enhanced security methods for IoT systems and presents the opportunities, advantages and shortcomings of each method.
A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security
148 Citations 2020Mohammed Ali Al-Garadi, Amr Mohamed, Abdulla Al‐Ali + 3 more
IEEE Communications Surveys & Tutorials
The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. It is one of the fastest developing fields in the history of computing, with an estimated 50 billion devices by the end of 2020. On the one hand, IoT play a crucial role in enhancing several real-life smart applications that can improve life quality. On the other hand, the crosscutting nature of IoT systems and the multidisciplinary components involved in the deployment of such systems introduced new security challenges. Implementing security measures, such a...
Internet of Things (IoT) Security With Blockchain Technology: A State-of-the-Art Review
200 Citations 2022Abdullah Ayub Khan, Asif Ali Laghari, Zaffar Ahmed Shaikh + 2 more
IEEE Access
A blockchain hyperledger sawtooth-enabled framework provides a secure and trusted execution environment, in which service delivery mechanisms and protocols are designed with an acknowledgment, including the immutable ledger storage security, along with the peer-to-peer network on-chain and off-chain communication of industrial activities.
Internet of Things (IoT) security dataset evolution: Challenges and future directions
153 Citations 2023Barjinder Kaur, Sajjad Dadkhah, Farzaneh Shoeleh + 6 more
Internet of Things
The evolution of mobile technologies has introduced smarter and more connected objects into our day-to-day lives. This trend, known as the Internet of Things (IoT), has applications in smart homes, smart cities, industrial automation, health monitoring systems, and has become an essential component of the communication and networking industry. However, different communication and protocol standards, weak security defaults and the difficulty of distributing updates have exacerbated cybersecurity threats to critical applications that employ IoT. To mitigate the threats and counter these attacks,...
Internet of Things (IoT) and the Energy Sector
721 Citations 2020Naser Hossein Motlagh, Mahsa Mohammadrezaei, Julian David Hunt + 1 more
Energies
The existing literature on the application of IoT in in energy systems, in general, and in the context of smart grids particularly is reviewed, and challenges of deploying IoT in the energy sector are reviewed, including privacy and security.
Investigating Messaging Protocols for the Internet of Things (IoT)
205 Citations 2020Eyhab Al‐Masri, Karan Raj Kalyanam, John Batts + 4 more
IEEE Access
This paper presents a comprehensive review of the existing messaging protocols that can be used in deploying IoT systems and highlights the protocols’ distinctive approaches and applicability of using them across various IoT environments.
Energy Harvesting Techniques for Internet of Things (IoT)
333 Citations 2021Teodora Sanislav, George Moiş, Sherali Zeadally + 1 more
IEEE Access
Energy Harvesting technology is a promising environment-friendly solution that extends the lifetime of low-power wireless sensors, and, in some cases completely replaces the use of battery power.
Intelligence, security, and vehicular sensor networks in internet of things (IoT)-enabled smart-cities: An overview
136 Citations 2020Fadi Al‐Turjman, Joel Poncha Lemayian
Computers & Electrical Engineering
An overview of the VSN concept in a vehicular IoT-based smart city paradigm is overview, focusing on the security aspects, and concludes that VSNs play a key role in developing efficient ITS.
Deep Learning in Security of Internet of Things
149 Citations 2021Yuxi Li, Yue Zuo, Houbing Song + 1 more
IEEE Internet of Things Journal
Existing security research is combined to explore the possibility of deep learning (DL) in upgrading the IoT security architecture, how the IoT can identify and respond to cyber attacks, and how to encrypt edge data transmission are discussed.
Security trends in Internet of Things: a survey
128 Citations 2021Rachit, Shobha Bhatt, Prakash Rao Ragiri
SN Applied Sciences
An updated review of the IoT architecture in the protocols and standards that are proffered for the next-gen IoT systems is presented, revealing a need for protocols that are competent enough to be accorded for over one threat vector.
Security Considerations for Internet of Things: A Survey
110 Citations 2020Anca Jurcut, Tiberiu Niculcea, Pasika Ranaweera + 1 more
SN Computer Science
This survey identifies the general threat and attack vectors against IoT devices while highlighting the flaws and weak points that can lead to breaching the security.
A survey on privacy and security of Internet of Things
192 Citations 2020Mark Mbock Ogonji, George Okeyo, Joseph Muliaro Wafula
Computer Science Review
A comprehensive discussion on the current state of the art of IoT, with particular focus on what have been done in the areas of privacy and security threats, attack surface, vulnerabilities and countermeasures and to propose a threat taxonomy is provided.
Biometrics for Internet-of-Things Security: A Review
113 Citations 2021Wencheng Yang, Song Wang, Nor Masri Sahri + 3 more
Sensors
This review paper provides a comprehensive survey on the current biometrics research in IoT security, especially focusing on two important aspects, authentication and encryption.
Internet of Things: Security and Solutions Survey
255 Citations 2022Pintu Kumar Sadhu, Venkata P. Yanambaka, Ahmed Abdelgawad
Sensors
This survey paper is primarily aimed to assist researchers by classifying attacks/vulnerabilities based on objects, and the method of attacks and relevant countermeasures are provided for each kind of attack in this work.
Deep Learning for Intrusion Detection and Security of Internet of Things (IoT): Current Analysis, Challenges, and Possible Solutions
147 Citations 2022Amjad Rehman, Muhammad Kashif, Rutvij H. Jhaveri + 3 more
Security and Communication Networks
This research aims to provide an inclusive analysis of intrusion detection based on deep learning techniques followed by different intrusion detection systems and existing challenges and possible solutions for networks security and privacy have been discussed.
Role of Internet of Things (IoT) in Adoption of Industry 4.0
124 Citations 2021Ibrahim Haleem Khan, Mohd Javaid
Journal of Industrial Integration and Management
How Industry 4.0 helps create a smart factory is discussed, and significant IoT applications to adopt Industry 5.0 successfully are identified and presented in tabular form.
Hybrid Intrusion Detection System for Internet of Things (IoT)
284 Citations 2020S. Smys, Abul Basar, Haoxiang Wang
Journal of ISMAC
Experimental result demonstrate that proposed hybrid model is more sensitive to attacks in the IoT network than conventional machine learning and deep learning model.
Internet of Things (IoT): From awareness to continued use
183 Citations 2021Alex Koohang, Carol Springer Sargent, Jeretta Horn Nord + 1 more
International Journal of Information Management
This paper proposes a research model with five constructs, i.e., IoT awareness, users’ IoT privacy knowledge, users’ IoT security knowledge, users’ IoT Trust, and continued intention to use IoT to bring clarity to the growing yet fragmented literature on the path from IoT awareness to the continued use of IoT. Hypotheses stemming from the proposed model were stated. A total of 297 subjects from various organizations in 9 regions of the USA participated in the study. Collected data were analyzed through path modeling, using SmartPLS 3.0. The results indicated that IoT awareness can positively i...
Applications of internet of things (IoT) and sensors technology to increase food security and agricultural Sustainability: Benefits and challenges
202 Citations 2023Abdennabi Morchid, Rachid El Alami, Aeshah A. Raezah + 1 more
Ain Shams Engineering Journal
Agriculture must overcome escalating problems in order to feed a growing population while preserving the environment and natural resources. Recently, it has become clear that sensors and the Internet of Things (IoT) are effective tools for boosting agricultural sustainability and food security. This study provides insights into the global market size for smart agriculture in future years from 2021 to 2030, In addition, this research offered four levels of the IoT architecture for smart agriculture: the perception or sensing and actuator layer, the network layer, the cloud layer, and the applic...
Internet of Things: Evolution, Concerns and Security Challenges
233 Citations 2021Parushi Malhotra, Yashwant Singh, Pooja Anand + 3 more
Sensors
The comprehensive look-over presented in this paper provides an in-depth analysis and assessment of diverse machine learning and deep learning-based network intrusion detection system (NIDS) and a case study of healthcare in IoT is presented.
A Survey on Standards for Interoperability and Security in the Internet of Things
187 Citations 2021Euijong Lee, Young-Duk Seo, Se-Ra Oh + 1 more
IEEE Communications Surveys & Tutorials
A systematic literature review is conducted, international standard organizations that have been developing standards for IoT are studied, and any remaining challenges related to interoperability and security for IoT standards are discussed.
Security Requirements for the Internet of Things: A Systematic Approach
125 Citations 2020Shantanu Pal, Michael Hitchens, Tahiry Rabehaja + 1 more
Sensors
It is argued that by adhering to the proposed requirements, an IoT system can be designed securely by achieving much of the promised benefits of scalability, usability, connectivity, and flexibility in a practical and comprehensive manner.
Challenges and Opportunities in Securing the Industrial Internet of Things
305 Citations 2020Martin Serror, Sacha Hack, Martin Henze + 2 more
IEEE Transactions on Industrial Informatics
This article provides a comprehensive survey of research efforts to secure the industrial Internet of Things, discusses their applicability, and analyzes their security benefits.
A Survey on the Internet of Things (IoT) Forensics: Challenges, Approaches, and Open Issues
794 Citations 2020Maria Stoyanova, Yannis Nikoloudakis, Spyros Panagiotakis + 2 more
IEEE Communications Surveys & Tutorials
The purpose of this paper is to identify and discuss the main issues involved in the complex process of IoT-based investigations, particularly all legal, privacy and cloud security challenges, as well as some promising cross-cutting data reduction and forensics intelligence techniques.
The Rise of “Internet of Things”: Review and Open Research Issues Related to Detection and Prevention of IoT‐Based Security Attacks
117 Citations 2022Muhammad Shafiq, Zhaoquan Gu, Omar Cheikhrouhou + 2 more
Wireless Communications and Mobile Computing
This paper provides an extensive and complete survey on the process of detecting and preventing various types of IoT-based security attacks and identified five main categories of defense mechanisms: distributed denial of service detection/prevention, default password protection, encryption mechanisms, intrusion detection/Prevention, and anomaly detection.
Internet of Things (IoT): A Review of Its Enabling Technologies in Healthcare Applications, Standards Protocols, Security, and Market Opportunities
434 Citations 2021Mohammad Nuruzzaman Bhuiyan, Md. Mahbubur Rahman, Md Masum Billah + 1 more
IEEE Internet of Things Journal
This review analyzes security and privacy features consisting of data protection, network architecture, Quality of Services (QoS), app development, and continuous monitoring of healthcare that are facing difficulties in many IoT-based healthcare architectures.
Wearables and the Internet of Things (IoT), Applications, Opportunities, and Challenges: A Survey
358 Citations 2020F. John Dian, Reza Vahidnia, Alireza Rahmati
IEEE Access
Although Cellular IoT has many advantages and can bring enormous applications to IoT wearables, it has been rarely studied by the researchers and the opportunities and challenges related to implementing CIoT-enabled wearables are addressed.
Internet of Video Things: Next-Generation IoT With Visual Sensors
138 Citations 2020Chang Wen Chen
IEEE Internet of Things Journal
An overview of recent advances in various fronts of IoVT will be introduced and a broad range of technological and system challenges will be addressed.
Internet of Things (IoT) based Smart Agriculture in India: An Overview
132 Citations 2021V. Suma
Journal of ISMAC
This research provides an overview of predictive analysis, Internet of Things (IoT) devices with cloud management, security units for multi-culture in the agriculture sector with considering farmer's prior experiences and highlights the challenges and complications expected while integrating modern technology in the traditional farming practice experience.
A Reliable Communication Framework and Its Use in Internet of Things (IoT)
103 Citations 2020Tanweer Alam
journal unavailable
The author represents a framework to deal with reliability issues to enable the adoption of IoT devices and finds the improvement in reliability.
How does the Internet of Things (IoT) help in microalgae biorefinery?
118 Citations 2021Kexin Wang, Kuan Shiong Khoo, Hui Yi Leong + 6 more
Biotechnology Advances
In this critical review, cutting-edge IoT technologies that could be adopted to microalgae biorefinery in the upstream and downstream processing are described comprehensively and could contribute greatly to the novelty and relevance in the field of IoT-based microalgal bioreFinery.
A Review of Practice and Implementation of the Internet of Things (IoT) for Smallholder Agriculture
125 Citations 2020Anish Paul Antony, Kendra Leith, Craig Jolley + 2 more
Sustainability
Using a combination of interviews, surveys and site visits to gather information, this research presents a review of the current state of the IoT for on-farm measurement, cases of successful IoT implementation in low- and middle-income countries, challenges associated with implementing the IoT on smallholder farms, and recommendations for practitioners.
Applications of the Internet of Things (IoT) in Smart Logistics: A Comprehensive Survey
315 Citations 2020Yanxing Song, F. Richard Yu, Li Zhou + 2 more
IEEE Internet of Things Journal
A comprehensive survey on the literature involving IoT technologies applied to smart logistics from the perspectives of logistics transportation, warehousing, loading/unloading, carrying, distribution processing, distribution, and information processing is provided.
Internet of Things (IoT)‐based aquaculture: An overview of IoT application on water quality monitoring
115 Citations 2021Dipika Roy Prapti, Abdul Rashid Mohamed Shariff, Hasfalina Che Man + 3 more
Reviews in Aquaculture
Abstract Aquaculture based on the Internet of Things (IoT) is a growing field of interest in the fishing industry. The IoT technology is advancing the agriculture 4.0 era, and yet, Aquaculture 4.0 is a lagging field in many countries. This article presents results obtained so far from ongoing research of published work highlighting water quality monitoring in fishponds. This analysis was performed extensively from May to December 2020 by meticulously selecting a total of 30 internationally published research papers. This review is divided into five categories: (1) recent research (2011–2020), ...
Forest 4.0: Digitalization of forest using the Internet of Things (IoT)
135 Citations 2021Rajesh Singh, Anita Gehlot, Shaik Vaseem Akram + 3 more
Journal of King Saud University - Computer and Information Sciences
Effective connectivity, sustained deployment of real-time sensing systems, and energy harvesting are some of the vital recommendations included and addressed in this study for aiding the proper implementation of digital networks in the forest ecosystem.
Feature selection for intrusion detection system in Internet-of-Things (IoT)
180 Citations 2021Pushparaj R. Nimbalkar, Deepak Kshirsagar
ICT Express
Internet of Things (IoT) is suffered from different types of attacks due to vulnerability present in devices. Due to many IoT network traffic features, the machine learning models take time to detect attacks. This paper proposes a feature selection for intrusion detection systems (IDSs) using Information Gain (IG) and Gain Ratio (GR) with the ranked top 50% features for the detection of DoS and DDoS attacks. The proposed system obtains feature subsets using insertion and union operations on subsets obtained by the ranked top 50% IG and GR features. The proposed method is evaluated and validate...
The Internet of Things (IoT) in healthcare: Taking stock and moving forward
384 Citations 2023Abderahman Rejeb, Karim Rejeb, Horst Treiblmaier + 4 more
Internet of Things
Recent improvements in the Internet of Things (IoT) have allowed healthcare to evolve rapidly. This article summarizes previous studies on IoT applications in healthcare. A comprehensive review and a bibliometric analysis were performed to objectively summarize the growth of IoT research in healthcare. To begin, 2,990 journal articles were carefully selected for further investigation. These publications were analyzed based on various bibliometric metrics, including publication year, journals, authors, institutions, and countries. Keyword co-occurrence and co-citation networks were generated to...
Smart Farming: Internet of Things (IoT)-Based Sustainable Agriculture
637 Citations 2022D Muthumanickam, C. Poongodi, R. Kumaraperumal + 2 more
Agriculture
The tools and equipment used in applications of wireless sensors in IoT agriculture, and the anticipated challenges faced when merging technology with conventional farming activities are investigated.