Multi-level simulation of Internet of Things on smart territories

D’Angelo, Gabriele; Ferretti, Stefano; Ghini, Vittorio

doi:10.1016/j.simpat.2016.10.008

Cited by 53 publications

(36 citation statements)

References 34 publications

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“…Discrete-event simulation enables a hypothetical system to be studied under a wide variety of conditions and provide averaged results from running the same scenario over many replications. Dyk et al [51] and D'Angelo et al [87,88] have developed simulation systems for the IoT. D'Angelo's model, for example, addresses scalability using a multi-level simulation approach where both coarse and fine grained models are combined.…”

Section: Iot Scalability Studied Using Simulationmentioning

confidence: 99%

Research Challenges for the Internet of Things: What Role Can OR Play?

Ryan

Watson²

2017

Systems

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Abstract:The Internet of Things (IoT) is an extension of the Internet in which large numbers of "things", including sensors, actuators and processors, in addition to human users, are networked and able to provide high resolution data on their environment and exercise a degree of control over it. It is still at an early stage of development, and many problems/research challenges must be solved before it is widely adopted. Many of these are technical, including interoperability and scalability, as billions of heterogeneous devices will be connected, but deciding on how to invest in the IoT is a challenge for business, and there are also major social, legal and ethical challenges, including security and privacy of data collection, which must be resolved. As the future IoT will be a multi-national, multi-industry, multi-technology infrastructure, the paper reviews the global standardization efforts that are underway to facilitate its worldwide creation and adoption. The main purpose of the paper is to give a broad survey, based on published literature, of the methods of Operations Research (OR), both the mathematical tools and techniques of "hard" OR, and the various approaches of Systems Thinking, including "soft" OR, which may assist in dealing with these problems. A subset of these is described in greater depth to better convey what might be involved in applying OR and Systems Thinking to the IoT. It is suggested that OR has a role to play in balancing the technical and non-technical research challenges which confront the IoT.

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Section: Iot Scalability Studied Using Simulationmentioning

confidence: 99%

Research Challenges for the Internet of Things: What Role Can OR Play?

Ryan

Watson²

2017

Systems

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“…Here, the IoT based 5G system provides us to design secure transport. According to [27,28], the proliferation of IoT in 5G applications dominates the current communication systems. Despite many security solutions, the multi-level security model is included in the 5G network due to IoT proliferation in vehicular communication.…”

Section: Fig 3: Transportation Facilities With Iot Based 5g Networkmentioning

confidence: 99%

Internet of Things based 5G Infrastructure for Securing Transportation Facilities in Smart Cities

Thayananthan¹,

Algarni²

2019

IJCA

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The fifth generation (5G) is going to dominate in the smart cities where 5G provides all the facilities with maximum security and safety. Regarding transportation services, unnecessary accidents rates are increasing with cyber attacks and threats. All security issues for 5G based infrastructure will be facing many challenges such as secure transportation services which is one of the 2030 initiatives in many countries. Despite many security solutions, developing energy-efficient cryptographic algorithms are recommended to secure the future transport systems which not only improve the security but also reduce the cost. The main aim of this strategic research is to develop a secure transportation system using efficient security solutions which not only reduce the exorbitant accident rates but also increase safety system that enhances the livability of smart cities. Employing secure multi-level IoT and 5G based infrastructure used within the transportation systems will be an efficient method. In this system, appropriate applied cryptographic algorithms will be employed to improve transportation services. According to the research idea of this project, the proposed model of the future transportation system will be delivered with better security solutions. In expected results, the dynamic security solutions will be considered. They are vital requirements to minimize accidents and secure smart cities. This research will be leading us to implement an effective security solution for future transport systems. Therefore, each passenger who is driving or using driverless vehicles will be protected from the evolving attacks within the smart cities. General TermsIn this paper, the security of the transport service as a general term is considered. Throughout this research, security issues of IoT based 5G are considered to improve the security solutions of transportation facilities

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“…[49][50][51] Conversely, in a decentralized (rural) area, self-configuring opportunistic solutions might be preferred, possibly not strictly dependent on the presence of a classic networking infrastructure. 5 Whatever the distributed software solution, the main idea is that the IoT represents the substrate to build smart services to foster the creation of "smart territories. "…”

Section: Iot and Smart Territoriesmentioning

confidence: 99%

Distributed hybrid simulation of the Internet of things and smart territories

D’Angelo

Ferretti

Ghini

2017

Concurrency and Computation

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Abstract-This paper deals with the use of hybrid simulation to build and compose heterogeneous simulation scenarios that can be proficiently exploited to model and represent the Internet of Things (IoT). Hybrid simulation is a methodology that combines multiple modalities of modeling/simulation. Complex scenarios are decomposed into simpler ones, each one being simulated through a specific simulation strategy. All these simulation building blocks are then synchronized and coordinated. This simulation methodology is an ideal one to represent IoT setups, which are usually very demanding, due to the heterogeneity of possible scenarios arising from the massive deployment of an enormous amount of sensors and devices. We present a use case concerned with the distributed simulation of smart territories, a novel view of decentralized geographical spaces that, thanks to the use of IoT, builds ICT services to manage resources in a way that is sustainable and not harmful to the environment. Three different simulation models are combined together, namely, an adaptive agent-based parallel and distributed simulator, an OMNeT++ based discrete event simulator and a script-language simulator based on MATLAB.Results from a performance analysis confirm the viability of using hybrid simulation to model complex IoT scenarios.

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Multi-level simulation of Internet of Things on smart territories

Cited by 53 publications

References 34 publications

Research Challenges for the Internet of Things: What Role Can OR Play?

Research Challenges for the Internet of Things: What Role Can OR Play?

Internet of Things based 5G Infrastructure for Securing Transportation Facilities in Smart Cities

Distributed hybrid simulation of the Internet of things and smart territories

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