Systematic survey of big data and data mining in internet of things

Shadroo, Shabnam; Rahmani, Amir Masoud

doi:10.1016/j.comnet.2018.04.001

Cited by 98 publications

(50 citation statements)

References 35 publications

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“…Also, even though some goals' interpretations seem straightforward, the wording and meaning of some could be tricky for nonexperts (Le Blanc, 2015) and lead to inherited contradictions, making impossible to implement SDGs (Spangenberg, 2017). A network analysis is ideal for representing complex and multidimensional problems, and it has been used in similar cases like SDGs (Le Blanc, 2015), ecosystem services (Banerjee, Chakrabarty, Rakshit, Mukherjee, & Ray, 2017), or big data and data mining (Shadroo & Rahmani, 2018). Venn diagram has been used from the past for social and natural (Archer, 1950;Edwards & Smith, 1989) scientific research, in its "classical form" of three overlapped circles to alternative layouts and dynamic display features, which can improve its use and its readability (Bardou, Mariette, Escudié, Djemiel, & Klopp, 2014;Heberle, Meirelles, da Silva, Telles, & Minghim, 2015) into novel forms.…”

Section: Literature Reviewmentioning

confidence: 99%

Mapping Sustainable Development Goals: A network analysis framework

Dalampira

Nastis

2019

Sustainable Development

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The sustainable development goals proposed by the United Nations in 2015 presented a new graphic depicting the s17 goals in a table‐like format. This overlaps with the original Venn diagram of sustainable development developed after 1987. The two graphics are used independently, often raising the question of how they are linked. The aim of this paper is to investigate how the Sustainable Development Goals graphic can be simplified as a concept and framework using the Venn diagram of sustainable development. We employ expert elicitation using a networking analysis framework to provide answers. The resulting diagrams provide an important step towards combining the two graphics into one.

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Section: Literature Reviewmentioning

confidence: 99%

Mapping Sustainable Development Goals: A network analysis framework

Dalampira

Nastis

2019

Sustainable Development

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“…The MQTT brokers are considered as the main component of any MQTT-based IoT application as it offers many services to the clients [7]. The main vulnerability of MQTT protocol is flooding the broker which leads to a DoS attack [8]. The attacker compromises the broker and sends false control or data packets during the DoS attack.…”

Section: Introductionmentioning

confidence: 99%

Secure-MQTT: an efficient fuzzy logic-based approach to detect DoS attack in MQTT protocol for internet of things

Haripriya

Kulothungan

2019

J Wireless Com Network

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The advancements in the domain of Internet of Things (IoT) accelerated the development of new communication technologies. Machine to machine communication in IoT is accomplished with application protocols such as the Constrained Application Protocol and Message Queuing Telemetry Transport (MQTT). The openness of these protocols leads to various types of attacks including DoS Attack. MQTT is widely used in secure IoT applications like health monitoring. One of the prominent attacks in IoT is the denial of service (DoS) attack. This enforces the need for an efficient intrusion detection system method in MQTT-based application. In this paper, we address the vulnerabilities in MQTT, through which intruders can control the low-configuration devices in the network. This paper proposes a lightweight fuzzy logic-based intrusion detection scheme called Secure-MQTT, for detecting malicious activity during the communication between IoT devices. The proposed method uses a fuzzy logic-based system to detect the malicious behavior of the node with the help of a fuzzy rule interpolation mechanism. Secure-MQTT avoids the use of a dense rule base by exploiting the fuzzy rule interpolation that generates rules dynamically. The proposed method provides an effective mechanism to protect the low configuration devices from the DoS attack. The simulation results show that the proposed method detects the attacks more accurately when compared to the existing methods.

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“…Up to now, some important trends in service composition such as multidimensional service composition, interoperability composition, and energy consumption in the service composition were introduced which have not been addressed by using formal verification methods specially. Formal verification of the service composition in IoT is a main challenge due to interconnecting heterogeneous smart devices. The correctness analysis of IoT service composition in some critical systems such as health care and industrial systems is an important challenge . So, evaluation of the complex communications between IoT smart devices and cloud services using formal verification is a challengeable issue …”

Section: Open Issuesmentioning

confidence: 99%

“…The correctness analysis of IoT service composition in some critical systems such as health care and industrial systems is an important challenge. 149 So, evaluation of the complex communications between IoT smart devices and cloud services 150 using formal verification is a challengeable issue. 151 • Verification of service interoperability 152,153 between enterprise systems and cloud services is a new challenge for the service composition issue.…”

Section: Figurementioning

confidence: 99%

Formal verification approaches in the web service composition: A comprehensive analysis of the current challenges for future research

Souri

Rahmani

Navimipour

2018

Int J Communication

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Summary Today, service composition is emerging paradigm on the communication networks such as cloud environments, internet of things, wireless sensor network, and software‐defined network. The goal of service composition method is to provide the interactions between user requirements and smart objects of intelligent communication systems. There have been many efforts to use formal verification and behavioral modeling methods to evaluate the service composition mechanisms. Up to now, there is not a comprehensive analysis research on this topic. Therefore, this paper focuses on several formal verification approaches that are performed to confirm the service composition correctness in communication networks. The objective of this paper is to comprehensively categorize and examine current research techniques on formal verification of the service composition. This research analysis provides an overview of recent service composition approaches according to structural and functional properties. Comparison results show that most of the verification approaches in explanation of the service composition correctness are semantic‐aware approach with 43%. The most used verification method for the service composition is model checking with 69%. The process algebra is used 29%, and some theorem proving methods are applied in 9% of the investigated mechanism. Moreover, most widely used modeling tools are NuSMV (22%), SPIN (17%), CPN (12%), UPPAAL (12%), Event‐B (10%), and PAT (5%).

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Systematic survey of big data and data mining in internet of things

Cited by 98 publications

References 35 publications

Mapping Sustainable Development Goals: A network analysis framework

Mapping Sustainable Development Goals: A network analysis framework

Secure-MQTT: an efficient fuzzy logic-based approach to detect DoS attack in MQTT protocol for internet of things

Formal verification approaches in the web service composition: A comprehensive analysis of the current challenges for future research

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