A survey on security and privacy threats to federated learning

2021 ◽  
Author(s):  
Junpeng Zhang ◽  
Mengqian Li ◽  
Shuiguang Zeng ◽  
Bin Xie ◽  
Dongmei Zhao
Keyword(s):  
Security And Privacy ◽  
Privacy Threats

scholarly journals A survey of secure middleware for the Internet of Things

2017 ◽  
Author(s):  
Paul Fremantle ◽  
Philip Scott
Keyword(s):  
Internet Of Things ◽  
Literature Review ◽  
Security And Privacy ◽  
The Internet ◽  
Privacy Threats ◽  
Strong Focus ◽  
Security Properties ◽  
Iot Platforms ◽  
The Internet Of Things ◽  
Structured Literature Review

The rapid growth of small Internet connected devices, known as the Internet of Things (IoT), is creating a new set of challenges to create secure, private infrastructures. This paper reviews the current literature on the challenges and approaches to security and privacy in the Internet of Things, with a strong focus on how these aspects are handled in IoT middleware. We focus on IoT middleware because many systems are built from existing middleware and these inherit the underlying security properties of the middleware framework. The paper is composed of three main sections. Firstly, we propose a matrix of security and privacy threats for IoT. This matrix is used as the basis of a widespread literature review aimed at identifying requirements on IoT platforms and middleware. Secondly, we present a structured literature review of the available middleware and how security is handled in these middleware approaches. We utilise the requirements from the first phase to evaluate. Finally, we draw a set of conclusions and identify further work in this area.

scholarly journals A survey of secure middleware for the Internet of Things

2017 ◽  
Author(s):  
Paul Fremantle ◽  
Philip Scott
Keyword(s):  
Internet Of Things ◽  
Literature Review ◽  
Security And Privacy ◽  
The Internet ◽  
Privacy Threats ◽  
Strong Focus ◽  
Security Properties ◽  
Iot Platforms ◽  
The Internet Of Things ◽  
Structured Literature Review

The rapid growth of small Internet connected devices, known as the Internet of Things (IoT), is creating a new set of challenges to create secure, private infrastructures. This paper reviews the current literature on the challenges and approaches to security and privacy in the Internet of Things, with a strong focus on how these aspects are handled in IoT middleware. We focus on IoT middleware because many systems are built from existing middleware and these inherit the underlying security properties of the middleware framework. The paper is composed of three main sections. Firstly, we propose a matrix of security and privacy threats for IoT. This matrix is used as the basis of a widespread literature review aimed at identifying requirements on IoT platforms and middleware. Secondly, we present a structured literature review of the available middleware and how security is handled in these middleware approaches. We utilise the requirements from the first phase to evaluate. Finally, we draw a set of conclusions and identify further work in this area.

The Security and Privacy Protection in RFID

2012 ◽  
Vol 430-432 ◽  
pp. 1755-1758
Author(s):  
Chun Chang Fu ◽  
Wei Lin He
Keyword(s):  
Radio Frequency ◽  
Radio Frequency Identification ◽  
Security And Privacy ◽  
Automatic Identification ◽  
Present System ◽  
Privacy Threats ◽  
Wide Range ◽  
Frequency Identification ◽  
Radio Frequency Identification Technology ◽  
Privacy Issues

Radio frequency identification technology is an automatic identification technology started in the 1990s. With the RFID technology in a wide range of applications in different areas, it offers the security and privacy threats and caused a great deal of attention. At present, system security and privacy issues have become one of the main factors restricted the wide application of radio frequency identification technology. Aimed at the problem, this article discussed the safety of the privacy issues.

scholarly journals A State-of-the-Art Review on the Security of Mainstream IoT Wireless PAN Protocol Stacks

Symmetry ◽  
2020 ◽  
Vol 12 (4) ◽  
pp. 579 ◽  
Author(s):  
Georgios Kambourakis ◽  
Constantinos Kolias ◽  
Dimitrios Geneiatakis ◽  
Georgios Karopoulos ◽  
Georgios Michail Makrakis ◽  
...  
Keyword(s):  
Intelligent Transportation Systems ◽  
Relevant Literature ◽  
Transportation Systems ◽  
Security And Privacy ◽  
Area Network ◽  
Privacy Concerns ◽  
Privacy Threats ◽  
Heterogeneous Nature ◽  
The Internet Of Things ◽  
Significant Attention

Protocol stacks specifically designed for the Internet of Things (IoT) have become commonplace. At the same time, security and privacy concerns regarding IoT technologies are also attracting significant attention given the risks that are inherently associated with the respective devices and their numerous applications, ranging from healthcare, smart homes, and cities, to intelligent transportation systems and industrial automation. Considering the still heterogeneous nature of the majority of IoT protocols, a major concern is to find common references for investigating and analyzing their security and privacy threats. To this end, and on top of the current literature, this work provides a comprehensive, vis-à-vis comparison of the security aspects of the thus far most widespread IoT Wireless Personal Area Network (WPAN) protocols, namely BLE, Z-Wave, ZigBee, Thread, and EnOcean. A succinct but exhaustive review of the relevant literature from 2013 up to now is offered as a side contribution.

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