Novel Classification of IoT Devices Based on Traffic Flow Features
نویسندگان
چکیده
The concept of IoT (Internet Things) assumes a continuous increase in the number devices, which raises problem classifying them for different purposes. Based on their semantic characteristics, meaning, functionality or domain usage, system classes have been identified so far. This research purpose is to identify devices based traffic flow characteristics such as coefficient variation received and sent data ratio. Such specified can combine behavior predictability serve basis creation network management anomaly detection classification models. Four generic where defined by using method.
منابع مشابه
Classification of encrypted traffic for applications based on statistical features
Traffic classification plays an important role in many aspects of network management such as identifying type of the transferred data, detection of malware applications, applying policies to restrict network accesses and so on. Basic methods in this field were using some obvious traffic features like port number and protocol type to classify the traffic type. However, recent changes in applicat...
متن کاملTraffic congestion control using Smartphone sensors based on IoT Technology
Traffic congestion in road networks is one of the main issues to be addressed, also vehicle traffic congestion and monitoring has become one of the critical issues in road transport. With the help of Intelligent Transportation System (ITS), current information of traffic can be used by control room to improve the traffic efficiency. The suggested system utilize technologies for real-time collect...
متن کاملTraffic Classification Based on Flow Similarity
Due to the various masquerading strategies adopted by newer P2P applications to avoid detection and filtering, well-known port mapping techniques cannot guarantee their accuracy any more. Alternative approaches, application-signature mapping, behavior-based analysis, and machine learning based classification methods, show more promising accuracy. However, these methods still have complexity iss...
متن کاملTraffic Flow Analysis Based on Queuing Models
One of the most important issues in the plant layout design especially in mass production organizations with high inter-plant logistics is‘material flow and inter-plant traffic analysis and its effects on the production capabilities or pauses in production lines. In this paper the inter-plant traffic analysis issue on the basis of single channel queue model (M/M/1) is analyzed in a carmaker c...
متن کاملSponge-Based Control-Flow Protection for IoT Devices
Embedded devices in the Internet of Things (IoT) face a wide variety of security challenges. For example, software attackers perform code injection and code-reuse attacks on their remote interfaces, and physical access to IoT devices allows to tamper with code in memory, steal confidential Intellectual Property (IP), or mount fault attacks to manipulate a CPU’s control flow. In this work, we pr...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Organizational and End User Computing
سال: 2021
ISSN: ['1546-2234', '1546-5012']
DOI: https://doi.org/10.4018/joeuc.20211101.oa12