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Role of Neural Network, Fuzzy, and IoT in Integrating Artificial Intelligence as a Cyber security System 2

Role of Neural Network, Fuzzy, and IoT in Integrating Artifi...

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2nd international conference on Electronics and Renewable systems, ICEARS 2023

作者： Das, Papri Illa, Manikumari Pokhariyal, Rajesh Latoria, Akhilesh Hemlata Saini, DilipKumar Jang Bahadur Auro University School of Information Technology Gujarat Surat India India Graphic Era Deemed to Be University Department of Computer Science & Engineering Uttarakhand Dehradun248002 India Central University of Haryana Department of Computer Science and Engineering Haryana Mahendergarh India Sawmi Rama Himalayan University Department of Computer Science & Engineering Dehradun India

ISBN: (纸本)9798350346640

The "Internet of Things"has a vast number interconnected devices. These interconnected devices collect vital data that may have a significant effect on the company, society, and the environment as a whole. IoT application has grown significantly in recent times, and with it, so do worries about cybersecurity. Artificial intelligence (AI) is at the forefront of the technology of cybersecurity and is employed to create intricate algorithms to safeguard systems and networks like IoT devices. But cybercriminals have learned how to take advantage of AI, and they have even started to deploy AI in analyzing cyberattacks. Due to the limited computing power and memory capacities of IoT systems, conventional high-end cybersecurity measures are inadequate to protect an IoT system. The need for accessible, distributed, and robust smart security systems is highlighted by this. Large- and small-scale heterogeneous datasets are no match for DL. In this research, a multilayer cybersecurity strategy based on DL is used to safeguard the TL of IoT systems. The developed framework tests the proposed multi-layer strategy using the intrusion identification statistics obtained from CIC-IDS (2018), ToN, and BoT-IoT. Consequently, depending on the analyzed parameters, the proposed model has outperformed the other approaches and achieved 98% accuracy. © 2023 IEEE.

关键词： Cybersecurity

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Investigating the Reliability of Vehicle-to-Vehicle and Vehicle-to-Infrastructure Communication 4th

Investigating the Reliability of Vehicle-to-Vehicle and Vehi...

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4th international conference on Innovations in Computational Intelligence and computer Vision, ICICV 2024

作者： Kumari, Ashish Kumar, Shailender Raw, Ram Shringar CSE Delhi Technological University New Delhi110042 India Maharaja Surajmal Institute of Technology C-4 Janakpuri New Delhi110058 India Netaji Subhas University of Technology New Delhi110031 India

ISBN: (纸本)9789819769919

The distributed structure of wireless communication along the decentralized structure of vehicular ad hoc networks makes them susceptible to attacks. The reduction of attacks by providing safety is the primary goal of vehicular networking. Nowadays, vehicles can link to outside resources and Vehicle-to-Everything (V2X) communication systems are maturing, making reliable communication necessary. Modern automobiles are vulnerable to vehicular communication attacks. This study includes a three-layer model that includes a sensor, communication, and control system to understand vehicle security concerns. In the sensing layer vehicle sensors may be imitated and monitored. The communication layer is vulnerable to Sybil attacks, eavesdropping, etc. The topmost layer, responsible for automating the speed, acceleration, and movement of the vehicle, is the control layer in the model. Privacy may compromise at the lower two layers which may also affect the operation of the control layer. The article mainly includes a comprehensive analysis of current threats and assaults that affect vehicular communication, as well as preventive measures for these problems. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

关键词： Vehicular ad hoc networks

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LDVNet: Lightweight and Detail-Aware Vision Network for Image Recognition Tasks in Resource-Constrained Environments 29

LDVNet: Lightweight and Detail-Aware Vision Network for Imag...

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29th IEEE international conference on Parallel and distributed systems, ICPADS 2023

作者： Liu, Yuchen Liang, Hu Qiu, Ran Zhao, Shengrong Qilu University of Technology Shandong Academy of Sciences Key Laboratory of Computing Power Network and Information Security Ministry of Education Shandong Computer Science Center Jinan China Qilu University of Technology Shandong Academy of Sciences Shandong Engineering Research Center of Big Data Applied Technology Faculty of Computer Science and Technology Jinan China Shandong Fundamental Research Center for Computer Science Shandong Provincial Key Laboratory of Computer Networks Jinan China

ISBN: (纸本)9798350330717

In many underwater application scenarios, recognition tasks need to be executed promptly on computationally limited platforms. However, models designed for this field often exhibit spatial locality, and existing works lack the ability to capture crucial details in images. Therefore, a lightweight and detail-aware vision network (LDVNet) for resource-constrained environments is proposed to overcome the limitations of these approaches. Firstly, in order to enhance the accuracy of target image recognition, we introduce transformer modules to acquire global information, thus addressing the issue of spatial locality inherent in traditional convolutional neural networks (CNNs). Secondly, to maintain the network's lightweight nature, we integrate the transformer module with convolutional operations, thereby mitigating the substantial parameter and floating point operations (FLOPs) overhead. Thirdly, for the efficient extraction of crucial fine-grained details from feature maps, we have devised a channel and spatial attention module (C&SA). This module aids in recognizing intricate and fine-grained visual tasks and enhances image understanding. It is seamlessly integrated into LDVNet with nearly negligible parameter overhead. The experimental results demonstrate that LDVNet outperforms other lightweight networks and hybrid networks in different recognition tasks, while being suitable for resource-constrained environments. © 2023 IEEE.

关键词： Detail-aware Image recognition Lightweight

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An Effective Intrusion Detection System in Cloud Computing Environment 3rd

An Effective Intrusion Detection System in Cloud Computing E...

引用

3rd international conference on Mobile Radio Communications and 5G networks, MRCN 2022

作者： Dixit, Sarvottam Hussain, Gousiya Department of Computer Science and Engineering Mewar University Chittorgarh India

ISBN: (纸本)9789811979811

Cloud computing is gaining popularity in the domain of computer science and is commonly called as a new data hosting technology;thanks to the cost reimbursement inflicted upon companies, the technology is becoming very popular. Cloud computing plays an integral role in computer science and assists in the development of computer science in a very fast manner. Cloud computing can be defined as a method of sharing resources with clients in a more efficient way. It works with the idea of virtualization and there are several types of service providers, like SaaS, IaaS, and PaaS. Cloud computing has some problems in security and the data stored in the cloud server. The main concern in cloud computing is the security. Due to its distributed and open architecture, an intrusion detection system plays an important role to protect a computer system. Main goals of the IDS include monitoring access and identifying unusual access or attacks on the system. In machine learning, detecting anomalies in data is a fundamental task. These techniques used to identify known and unknown attacks in the cloud. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2023.

关键词： Machine learning

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distributed Architecture for Interoperable Signaling Interlocking 4th

Distributed Architecture for Interoperable Signaling Interlo...

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4th international conference on networks, Intelligent systems and security (NISS)

作者： Abourahim, Ikram Amghar, Mustapha Eleuldj, Mohsine Mohammed V Univ Rabat Rabat Morocco

ISBN: (纸本)9789811636370;9789811636363

The interoperability in railway systems and especially in railway signaling interlocking is an issue for mobility need and to master the evolution of technology. Today, traffic of trains need a continuous communication, and the diversity of technologies makes the interoperability difficult. In Europe, some projects are in development to solve the interoperability problem. The European Rail Traffic Management System (ERTMS) is the first project deployed: It aims to establish an exchange of signaling information between interlocking and train. EULYNX is another project interested in standardization of interfaces between field equipment and computer interlocking. In this paper, we propose an architecture of computer interlocking that deal with the interoperability between adjacent calculator through a combination between functional blocks of IEC 61499 standard and service-oriented architecture (SOA). Moreover, the combination is executed on a distributed mode of sub-calculators that compose the calculator of the computer interlocking.

关键词： distributed architecture Functional block IEC 61499 Interlocking Interoperability Railway signaling SOA

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The Markov Model of the Needham-Schroeder Protocol 25th

The Markov Model of the Needham-Schroeder Protocol

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25th international conference on distributed computer and Communication networks, DCCN 2022

作者： Shukmanova, A.A. Yermakov, A.S. Paltashev, T.T. Mamyrova, A.K. Ziro, A.A. Kazakh National Technical University Almaty Kazakhstan Caspian University Almaty Kazakhstan ITMO University Saint Petersburg Russia Turan University Almaty Kazakhstan

ISBN: (纸本)9783031306471

A user-friendly Markov model of procedures for the Needham-Schroeder information security algorithm is developed. To implement the development, auxiliary system models of three asynchronous execution algorithms are used, one of which considers systems of processing-synchronous input and processing-asynchro-nous output, while the other considers input-asynchronous processing and synchronous information output. A model of processing-asynchronous input and output is taken as the final model. Finally, the closed model of a three-phase queuing system is given. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： security of data

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A distributed Data Mesh Paradigm for an Event-based Smart Communities Monitoring Product 14

A Distributed Data Mesh Paradigm for an Event-based Smart Co...

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14th international conference on Ambient systems, networks and Technologies networks, ANT 2023 and The 6th international conference on Emerging Data and Industry 4.0, EDI40 2023

作者： Pongpech, Worapol Alex NIDA Seri Thai Rd Bangkok10110 Thailand

The recent pandemic events in Thailand, Covid-19 in 2018, demonstrated the need for an event-based smart monitoring system. While a distributed multi-level architecture has emerged as an architecture of choice for a larger-scale smart event-based system that requires better latency, security, scalability, and reliability, a recently introduced data mesh paradigm can add a few additional benefits. The paradigm enables each district to become an event-based smart monitoring mesh and handle its analytics and monitoring workload. Districts can form a set of domains in a network of event-based smart community monitoring systems and provide data products for others during a crisis. This paper presents a distributed data mesh paradigm for an event-based smart monitoring product in a given community with predefined domains. The paper presents smart monitoring as a data product between domains. Key considerations for designing an event-based smart monitoring data product are given. The author introduces three possible domains necessary for creating a smart monitoring system in each community. Each domain creates a data product for a given domain and shares data between domains. Finally, a three-layer analytics architecture for a smart monitoring product in each domain and a use case is presented. © 2023 Elsevier B.V.. All rights reserved.

关键词： Edge computing

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Enhanced security in e-Tendering System Using Blockchain with Efficient Smart Contracts and Hybrid Cryptography 5th

Enhanced Security in e-Tendering System Using Blockchain wit...

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5th international conference on Trends in Computational and Cognitive Engineering, TCCE 2023

作者： Gupta, Amritesh Kumar Dwivedi, Rajendra Kumar Department of Information Technology and Computer Application Madan Mohan Malaviya University of Technology Gorakhpur Gorakhpur India

ISBN: (纸本)9789819719228

Many organizations use tendering including government to obtain goods and services from the providers of the service and manufacturing companies. There has been an advanced evolution in the process from traditional hardcopy-based to modern electronic-based tendering. Since in the present scenario Internet is being used there are many security implications that can be associated with it. Blockchain having decentralization of information and other features like immutability can be used as a step to mitigate the implications. In this paper, a distributed e-tendering system based on smart contracts and hybrid cryptography is explored. The design consists of sections based on the way the tendering and bidding organization participates like creation and publication of tender by the tendering organization, bidding process by the bidder, evaluations of the proposed bid, and selecting the best one to declare the winner. Maintaining transparency, fairness, and security is kept in mind throughout the process which is the main motive of this paper. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

关键词： Smart contract

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Application of Hyperledger Blockchain Technology to Logistics Supply Chain with IoT 4

Application of Hyperledger Blockchain Technology to Logistic...

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4th international conference on Evolutionary Computing and Mobile Sustainable networks, ICECMSN 2024

作者： Sayar, Ahmet Kurtbas, Muhammet Cuneyd Sancaktar, Caglayan Kabak, Rana Dudu Cakmak, Sukru Department of Computer Engineering Kocaeli University Kabaoglu Baki Komsuoglu Avenue No:515 Umuttepe Kocaeli İzmit41010 Turkey Atez Software Technologies R&D Center Skyland B Blok No: 4B İstanbul Turkey

Product movement tracking stands as a pivotal aspect of logistics operations. The ever-expanding application of IoT technologies holds significant potential to enhance product tracking in logistics. However, the rapid expansion of IoT usage has also introduced several challenges, particularly concerning data privacy, security, and transparency. Blockchain technology, through distributed ledger systems, offers a secure and transparent means to manage transactions within a network. In this study, the Hyperledger Fabric blockchain network, chosen for its private and permissioned nature, leverages authentication features to ensure the confidentiality, integrity, and security of data from IoT devices. By integrating the widely adopted MQTT protocol, IoT devices involved in logistics processes communicate effectively with the blockchain network. This study presents a system where IoT devices enable the secure and automated tracking of data through blockchain's registration and distribution mechanisms, all of which are demonstrated within a simulation environment. Developed specifically for the logistics sector, this system holds promising potential to address challenges across various fields. © 2025 The Authors. Published by Elsevier B.V.

关键词： distributed ledger

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Validating δ-Currency Using Model Checking

Validating δ-Currency Using Model Checking

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international conference on Data Science and Network Engineering, ICDSNE 2023

作者： Prabhu, Shreekanth M. Department of Computer Science and Engineering CMR Institute of Technology Bengaluru India

ISBN: (纸本)9789819967544

In recent years, there is a surfeit of digital currencies, virtual currencies, and cryptocurrencies. These currencies serve as alternatives to fiat currencies in the form of physical currencies or deposits in banks. Some of the common characteristics that differentiate these currencies are how they gain and maintain their value, the anonymity of transactions, and considerations of security, data integrity, and transaction performance in a distributed computing scenario. Digital Currencies are generally issued by Central Banks raising privacy concerns. Cryptocurrencies work outside such formal mechanisms raising concerns about volatility and the possibility of loss. In this paper, we discuss a new variant called δ-Currency which attempts to navigate these concerns and arrive at an alternative mechanism that addresses privacy and financial security considerations in a novel manner. The δ-Currency is currently at a conceptual stage. We make use of Model Checking to validate the architecture, design principles, and implementation approach of δ-Currency. Model Checking focuses on fundamental building blocks of computation and is generally used to validate complex systems operating in an environment that enables a high degree of concurrency. In this paper, we make use of Model Checking to arrive at a common vocabulary, abstractions, and framework to understand seemingly disparate systems which nevertheless achieve the same objective. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

关键词： Model checking

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