• Title/Summary/Keyword: Security of IoT

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Predictive maintenance architecture development for nuclear infrastructure using machine learning

  • Gohel, Hardik A.;Upadhyay, Himanshu;Lagos, Leonel;Cooper, Kevin;Sanzetenea, Andrew
    • Nuclear Engineering and Technology
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    • v.52 no.7
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    • pp.1436-1442
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    • 2020
  • Nuclear infrastructure systems play an important role in national security. The functions and missions of nuclear infrastructure systems are vital to government, businesses, society and citizen's lives. It is crucial to design nuclear infrastructure for scalability, reliability and robustness. To do this, we can use machine learning, which is a state of the art technology used in various fields ranging from voice recognition, Internet of Things (IoT) device management and autonomous vehicles. In this paper, we propose to design and develop a machine learning algorithm to perform predictive maintenance of nuclear infrastructure. Support vector machine and logistic regression algorithms will be used to perform the prediction. These machine learning techniques have been used to explore and compare rare events that could occur in nuclear infrastructure. As per our literature review, support vector machines provide better performance metrics. In this paper, we have performed parameter optimization for both algorithms mentioned. Existing research has been done in conditions with a great volume of data, but this paper presents a novel approach to correlate nuclear infrastructure data samples where the density of probability is very low. This paper also identifies the respective motivations and distinguishes between benefits and drawbacks of the selected machine learning algorithms.

Countermeasure against MITM attack Integrity Violation in a BLE Network (BLE 네트워크에서 무결성 침해 중간자 공격에 대한 대응기법)

  • Han, Hyegyeon;Lee, Byung Mun
    • Journal of Korea Multimedia Society
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    • v.25 no.2
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    • pp.221-236
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    • 2022
  • BLE protocol prevents MITM attacks with user interaction through some input/output devices such as keyboard or display. Therefore, If it use a device which has no input/output facility, it can be vulnerable to MITM attack. If messages to be sent to a control device is forged by MITM attack, the device can be abnormally operated by malicious attack from attacker. Therefore, we describes a scenario which has the vulnerabilities of the BLE network in this paper and propose countermeasure method against MITM attacks integrity violations. Its mechanism provides data confidentiality and integrity with MD5 and security key distribution of Diffie Helman's method. In order to verify the effectiveness of the countermeasure method proposed in this paper, we have conducted the experiments. ​As experiments, the message was sent 200 times and all of them successfully detected whether there was MITM attack or not. In addition, it took at most about 4.2ms delay time with proposed countermeasure method between devices even attacking was going on. It is expected that more secure data transmission can be achieved between IoT devices on a BLE network through the method proposed.

Improved Meet-in-the-Middle Attacks on Crypton and mCrypton

  • Cui, Jingyi;Guo, Jiansheng;Huang, Yanyan;Liu, Yipeng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.5
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    • pp.2660-2679
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    • 2017
  • Crypton is a SP-network block cipher that attracts much attention because of its excellent performance on hardware. Based on Crypton, mCrypton is designed as a lightweight block cipher suitable for Internet of Things (IoT) and Radio Frequency Identification (RFID). The security of Crypton and mCrypton under meet-in-the-middle attack is analyzed in this paper. By analyzing the differential properties of cell permutation, several differential characteristics are introduced to construct generalized ${\delta}-sets$. With the usage of a generalized ${\delta}-set$ and differential enumeration technique, a 6-round meet-in-the-middle distinguisher is proposed to give the first meet-in-the-middle attack on 9-round Crypton-192 and some improvements on the cryptanalysis of 10-round Crypton-256 are given. Combined with the properties of nibble permutation and substitution, an improved meet-in-the-middle attack on 8-round mCrypton is proposed and the first complete attack on 9-round mCrypton-96 is proposed.

Design and Implementation of Building Control System based 3D Modeling (3D 모델링 기반 빌딩관제시스템의 설계 및 구현)

  • Moon, Sang Ho;Kim, Byeong Mok;Lee, Gye Eun
    • Journal of Korea Multimedia Society
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    • v.23 no.5
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    • pp.673-682
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    • 2020
  • Buildings are becoming more and more high-rise and large-scale in recent years, so in the event of a disaster such as a fire, enormous human and economic damage is expected. Therefore, management, security, and fire control are essential for large buildings in the city. Because these large buildings are very complex outside and inside, they need a three-dimensional control based on 3D modeling rather than a simple flat-oriented control. To do this, this paper designed and implemented a building control system based on 3D modeling. Specifically, we designed a 3D building / facility editing module for 3D modeling of buildings, a 3D based control module for building control, and a linkage module that connects information such as firefighting equipment, electrical equipment and IoT equipment. Based on this design, a building control system based on 3D modeling was implemented.

Federated Learning modeling for defense against GPS Spoofing in UAV-based Disaster Monitoring Systems (UAV 기반 재난 재해 감시 시스템에서 GPS 스푸핑 방지를 위한 연합학습 모델링)

  • Kim, DongHee;Doh, InShil;Chae, KiJoon
    • Annual Conference of KIPS
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    • 2021.05a
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    • pp.198-201
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    • 2021
  • 무인 항공기(UAV, Unmanned Aerial Vehicles)는 높은 기동성을 가지며 설치 비용이 저렴하다는 이점이 있어 홍수, 지진 등의 재난 재해 감시 시스템에 이용되고 있다. 재난 재해 감시 시스템에서 UAV는 지상에 위치한 사물인터넷(IoT, Internet of Things) 기기로부터 데이터를 수집하는 임무를 수행하기 위해 계획된 항로를 따라 비행한다. 이때 UAV가 정상 경로로 비행하기 위해서는 실시간으로 GPS 위치 확인이 가능해야 한다. 만일 UAV가 계산한 현재 위치의 GPS 정보가 잘못될 경우 비행경로에 대한 통제권을 상실하여 임무 수행을 완료하지 못하는 결과가 초래될 수 있다는 취약점이 존재한다. 이러한 취약점으로 인해 UAV는 공격자가 악의적으로 거짓 GPS 위치 신호를 전송하는GPS 스푸핑(Spoofing) 공격에 쉽게 노출된다. 본 논문에서는 신뢰할 수 있는 시스템을 구축하기 위해 지상에 위치한 기기가 송신하는 신호의 세기와 GPS 정보를 이용하여 UAV에 GPS 스푸핑 공격 여부를 탐지하고 공격당한 UAV가 경로를 이탈하지 않도록 대응하기 위해 연합학습(Federated Learning)을 이용하는 방안을 제안한다.

저사양 사물인터넷 디바이스를 위한 블록체인 기술 동향

  • Heo, ShinWook;Jo, Uk;Kim, GuemBo;Kwon, Yool;Kim, Howon
    • Review of KIISC
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    • v.32 no.2
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    • pp.17-28
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    • 2022
  • 사물인터넷은 물류, 환경, 스마트 홈, 자율주행 자동차, 에너지 관리, 스마트시티, 농업 등 다양한 응용 분야를 가지며, 거의 모든 산업분야의 기본 인프라 사용되는 핵심 기술이다. 하지만, 사물인터넷은 쉬운 공격 노출과 다양한 보안 취약성, 다양한 센서로부터 수집되는 데이터에 대한 개인정보보호의 어려움 등 많은 문제점이 존재한다. 최근, 이러한 사물인터넷의 문제점들을 보완할 수 있는 기술로 블록체인 기술이 주목받고 있다. 사물인터넷과 블록체인을 접목하면, 블록체인의 높은 확장성과 공격에 대한 복원력, 신뢰성, 추적성 등을 통해 사물인터넷 서비스의 보안성, 신뢰성을 향상시킬 수 있다. 또한, 데이터 및 프로세스의 정형화, O&M 효율성 향상 등 다양한 장점을 가질 수 있으며, 블록체인이 접목된 사물인터넷 기술은 대부분의 산업분야에 혁신을 발생시킬 수 있다. 하지만, 사물인터넷 디바이스는 기본적으로 높은 자원 제약성을 가지고 데이터 처리에 높은 TPS 성능을 요구하기 때문에 기존 블록체인 기술과 통합되는 것이 쉽지 않다. 이에, 본 고에서는 사물인터넷과 블록체인의 융합을 위한 요구사항을 분석하고, 사물인터넷과 블록체인의 융합을 위해 필수적으로 요구되는 블록체인 스케일링 기술에 대해 알아본다.

Challenges and solutions for Internet of Things Driven by IPv6

  • Emad-ul-Haq, Qazi;Aboalsamh, Hatim;Belghith, Abdelfettah;Hussain, Muhammad;Abdul, Wadood;Dahshan, Mostafa H.;Ghouzali, Sanaa
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.9 no.12
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    • pp.4739-4758
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    • 2015
  • The IPv4 addressing scheme, which was proposed by IETF in 1981, provides 4.3 billion unique 32-bit IP addresses but has been fully exhausted in Feb, 2011. This exhaustion of unique IP addresses poses significant challenges to the addition of new devices to the Internet as well as offering new services. Internet of Things, which provides interconnected uniquely identifiable devices in the existing Internet infrastructure, will be greatly affected by the lack of unique IP addresses. In order to connect to the existing Internet infrastructure, every new device needs a uniquely identified IP address for communication. It has been estimated that by the year 2020 more than 30 billion devices would be connected to the Internet. In order to meet the challenge of such vast requirement of unique IP addresses, the devices in IoT will have to adopt IPv6, which is the latest version of Internet Protocol. IPv6 uses 128-bit IP addresses and offers 2128 unique IP addresses. Therefore, it expands IPv4 and provides new features of end to end connections as well as new services. In this paper, the various challenges with respect to providing connectivity, security, mobility, etc., have been discussed and how IPv6 helps in meeting those challenges.

The Smart Medicine Delivery Using UAV for Elderly Center

  • Li, Jie;Weiwei, Goh;N.Z., Jhanjhi;David, Asirvatham
    • International Journal of Computer Science & Network Security
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    • v.23 no.1
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    • pp.78-88
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    • 2023
  • Medication safety and medicine delivery challenge the well-being of the elderly and the management of the elderly center. With the outbreak of COVID-19, the elderly in the care center were challenged by the inconvenience of the medication restocking. The purpose of this paper accentuates the importance of the design and development of an UAV-based Smart Medicine Case (UAV-SMC) to improve the performance of medication management and medicine delivery in the elderly center. The researchers came up with the design of UAV-SMC in the light of the UAV and IoT technology to improve the performance of both Medication Practice Management (MPM) and Low Inventory Detection and Delivery (LIDD). Based on the result, with UAV-SMC, the performance of both MPM and LIDD was significantly improved. The UAV-SMC improves the efficacy of medication management in the elderly center by 26.97 to 149.83 seconds for each medication practice and 9.03 mins for each time of medicine delivery in Subang Jaya Malaysia. This paper only investigates the adoption of UAV-SMC in the content of elderly center rather than other industries. The authors consider integrating the UAV-SMC with the e-pharmacy system in the future. In conclusion, the UAV-SMC has significantly improved the medication management and guard the safety of elderly and caretaker in the elderly in the post-pandemic times.

Jumpstarting the Digital Revolution: Exploring Smart City Architecture and Themes

  • Maha Alqahtani;Kholod M. Alqahtani
    • International Journal of Computer Science & Network Security
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    • v.23 no.3
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    • pp.110-122
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    • 2023
  • Over the last few decades, various innovative technologies have emerged that have significantly contributed to making life easier for humans. Various information and communication technologies (ITCs) have emerged as a result of the global technological revolution, including big data, IoT, 4G and 5G networks, cloud computing, mobile computing, and artificial intelligence. These technologies have been adopted in urban planning and development, which gave rise to the concept of smart cities in the 1990s. A smart city is a type of city that uses ITCs to exchange and share information to enhance the quality of services for its citizens. With the global population increasing at unprecedented levels, cities are overwhelmed with a myriad of challenges, such as the energy crisis, environmental pollution, sanitation and sewage challenges, and water quality issues, and therefore, have become a convergence point of economic, social, and environmental risks. The concept of a smart city is a multidisciplinary, unified approach that has been adopted by governments and municipalities worldwide to overcome these challenges. Though challenging, this transformation is essential for cities with differing technological and social features, which all have the potential to determine the success or failure of the digital transformation of cities into smart cities. In recent years, researchers, businesses, and the government have all turned their attention to the emerging field of smart cities. Accordingly, this paper aims to represent a thorough understanding of the movement toward smart cities. The key themes identified are smart city definitions and concepts, smart city dimensions, and smart city architecture of different layers. Furthermore, this article discusses the challenges and some examples of smart cities.

Internet of Things for in Home Health based Monitoring System: Modern Advances, Challenges and Future Directions

  • Omer Iqbal;Tayyeba Iftakhar;Saleem Zubair Ahmad
    • International Journal of Computer Science & Network Security
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    • v.24 no.8
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    • pp.191-204
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    • 2024
  • IOT has carried out important function in converting the traditional fitness care corporation. With developing call for in population, traditional healthcare structures have reached their outmost functionality in presenting sufficient and as plenty as mark offerings. The worldwide is handling devastating developing antique population disaster and the right want for assisted-dwelling environments is turning into inevitable for senior citizens. There furthermore a determination by means of the use of way of countrywide healthcare organizations to increase crucial manual for individualized, right blanketed care to prevent and manipulate excessive coronial situations. Many tech orientated packages related to Health Monitoring have been delivered these days as taking advantage of net boom everywhere on globe, manner to improvements in cellular and in IOT generation. Such as optimized indoor networks insurance, community shape, and fairly-low device fee performances, advanced tool reliability, low device energy consumption, and hundreds higher unusual common usual performance in network safety and privacy. Studies have highlighted fantastic advantages of integrating IOT with health care location and as era is improving the rate also cannot be that terrific of a problem. However, many challenges in this new paradigm shift notwithstanding the fact that exist, that need to be addressed. So the out most purpose of this research paper is 3 essential departments: First, evaluation of key elements that drove the adoption and boom of the Internet of factors based totally domestic some distance off monitoring; Second, present fashionable improvement of IOT in home a long manner off monitoring shape and key building gadgets; Third, communicate future very last effects and distinct guidelines of such type a long way off monitoring packages going ahead. Such Research is a wonderful manner in advance now not outstanding in IOT Terminology but in standard fitness care location.