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Interference-Aware computing and Network Integrated Inference Optimization 6

Interference-Aware Computing and Network Integrated Inferenc...

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6th IEEE international conference on Power, Intelligent computing and Systems, ICPICS 2024

作者： Feng, Jia Song, Wen Gui, Meikun Zhang, Lizhi State Grid Electric Power Research Institute Nanjing China

ISBN: (纸本)9798350374315

With the rapid advancements in 5G and internet of things (IoT) technologies, smart applications have proliferated, imposing heightened demands on data processing speeds. the enhanced performance of GPUs has facilitated a shift towards GPU-based inference in edge computing;however, this transition is not without challenges, including interference from concurrent multi-model operations and uneven distribution of edge loads. Optimizing model deployment under limited resources to achieve efficient inference services has thus become a critical issue. In multi-edge computing and network integration scenarios, varying computational resource requirements and demand patterns escalate the costs of load migration, while network fluctuations impair overall efficiency. To address these complexities, we leverage Lyapunov theory and Markov approximations to devise the ICS algorithm, which intelligently adjusts loads and configures models based on real-time network conditions for dynamic resource optimization. Both theoretical analyses and practical implementations confirm that the ICS algorithm effectively balances model accuracy with throughput. Even under heavy loads, it achieves a minimal average accuracy loss, accompanied by a substantial reduction in inference failure rates by 78.9%. Moreover, through load migration, queue backlogs are reduced by 21.26%, and inference accuracy is augmented by 5.6%. these outcomes highlight ICS's prowess in efficiently optimizing resources within intricate edge environments. © 2024 IEEE.

关键词： Markov processes

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A Systematical Review on Round Robin as Task Scheduling Algorithms in Cloud computing 6

A Systematical Review on Round Robin as Task Scheduling Algo...

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6th international conference on Information and Communications technology, ICOIACT 2023

作者： Praditha, Villy Satria Hidayat, Taufik Safar Akbar, Moh Adli Fajri, Hanif Lubis, Muharman Lubis, Fahdi Saidi Safitra, Muhammad Fakhrul Telkom University Faculty of Informatics Bandung Indonesia Telkom University Faculty of Industrial Engineering Bandung Indonesia

ISBN: (纸本)9798350315639

the utilization of cell phones and desktop computers on a global scale has experienced a significant growth in recent years. this tendency has heightened global competition and demanded firms' regional development for their continued viability. For these criteria to be met, it is required to efficiently employ resources in pursuit of operational excellence. In the context of cloud computing (CC), task scheduling is a key research topic. Task scheduling is an approach that employs an efficient algorithm to map client tasks to appropriate and accessible virtualized resources. Since CC is a distributed and scalable realm, it is more difficult to schedule work. therefore, an effective approach to work scheduling is required since it is regarded as vital for system performance. Traditional algorithms including round-robin (RR), first come first serve (FCFS), largest job first (LJF), and shortest job first (SJF). To enhance the RR algorithm, several researchers have concentrated on choosing a suitable quantum time and provided a variety of approaches. Several researchers use Cloudsim to model CC infrastructure and applications. this review is intended to explore further because there are still many problems that will be corrected and resolved in further research. this paper can be a valuable resource for researchers who want to improve or develop RR or implement it in CC or various other related fields. © 2023 IEEE.

关键词： Cloud computing

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distributed Cryptography for Lightweight Encryption in Decentralized CP-ABE 19

Distributed Cryptography for Lightweight Encryption in Decen...

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19th international conference on Wireless and Mobile computing, Networking and Communications (WiMob)

作者： Alshawki, Mohammed B. Van Oosterhout, Janneke Ligeti, Peter Reich, Christoph Eotvos Lorand Univ Dept Comp Algebra Budapest Hungary Furtwangen Univ Appl Sci Inst Data Sci Cloud Comp & IT Secur Furtwangen Germany Univ Kufa Dept Comp Sci Najaf Iraq Univ Twente Dept Comp Sci Enschede Netherlands Fox Crypto Delft Netherlands

ISBN: (纸本)9798350336672

Decentralized Attribute-based Encryption (DABE) is an extension of public key cryptography that allows the ciphertext to be decrypted by any node that has a predefined set of attributes. DABE can be used to control access to internet of things (IoT) devices and data based on attributes such as the type of device, the location, and the role of the user. Due to its heavy computation requirements, the DABE either can not be implemented on the weak devices or will be implemented with significant delay. In this paper, we study two distributed solutions of lightweight encryption in DABE using secret sharing and outsourcing. the analysis of our results showed that both approaches provided a lightweight encryption property of DABE. the secret sharing outperformed the outsourcing in small number of attributes, and both provided close efficient results in case of high number of attributes.

关键词： Attribute Based Encryption CP-ABE distributed Cryptography Secret Sharing Outsourcing IoT

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SoD-MQTT: A SDN-Based Real-Time distributed MQTT Broker 19

SoD-MQTT: A SDN-Based Real-Time Distributed MQTT Broker

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19th international conference on Wireless and Mobile computing, Networking and Communications (WiMob)

作者： Sylla, Tidiane Singh, Radheshyam Mendiboure, Leo Berger, Michael Stubert Berbineau, Marion Dittmann, Lars Univ Gustave Eiffel COSYS ERENA Lab F-33067 Pessac France DTU Elect DK-2800 Lyngby Denmark Univ Gustave Eiffel COSYS LEOST Lab F-59650 Villeneuve Dascq France

ISBN: (纸本)9798350336672

MQTT is currently one of the most widely used protocols at the application layer for the internet of things (IoT). To manage an increasing number of IoT devices and optimize the transmission of information, the distribution of the MQTT broker (MQTT cluster) and the integration of the SDN technology in the MQTT architecture are nowadays strongly promoted ideas. Unfortunately, existing proposals have several limitations: 1) they are incompatible with currently deployed solutions, 2) they induce significant delays for information exchange between MQTT brokers within the same cluster, and 3) they do not take into account the distribution of data to the end users (subscribers). that is why, in this paper, we propose a new SDN-based Real-Time distributed MQTT Broker: SoD-MQTT. the architecture and protocols described aim to minimize communication delays between brokers and to support very low latency applications (e-health, transportation). By leveraging the advantages of SDN, subscription, and publishing can also be efficiently managed. the conducted evaluations demonstrate the relevance of the solution in terms of latency and network utilization optimization compared to existing SDN-based MQTT brokers.

关键词： MQTT distributed Pub/Sub SDN Real-Time

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Fog computing based distributed Denial of Service Attack Detection Method for Large-Scale internet of things 10

Fog computing based Distributed Denial of Service Attack Det...

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10th international conference on Signal Processing and Integrated Networks, SPIN 2023

作者： Prabavathy, S. Reddy, I.Ravi Prakash Information Technology India

ISBN: (纸本)9781665490993

internet of things (IoT) is encroaching in every aspect of our lives. the exponential increase in connected devices has massively increased the attack surface in IoT. the unprotected IoT devices are not only the target for attackers but also used as attack generating elements. the distributed Denial of Service (DDoS) attacks generated using the geographically distributed unprotected IoT devices as botnet pose a serious threat to IoT. the large-scale DDoS attacks may arise through multiple low-rate DDoS attacks from geographically distributed, compromised IoT devices. this kind of DDoS attacks are difficult to detect with the existing security mechanisms because of the large-scale distributed nature of IoT. the proposed method provides solution to this problem using Fog computing containing fog nodes which are closer to edge IoT devices. the distributed fog nodes detects the low-rate DDoS attacks from IoT devices before it leads to largescale DDoS attack. the effectiveness analysis of the proposed method proves that the real time detection is practical. the experimental results depicts that the lowrate DDoS attacks are detected at faster rate in fog nodes, hence the large-scale DDoS attacks are detected at early stage to protect from massive attack. © 2023 IEEE.

关键词： internet of things

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A Load Balancing Algorithm For Long-Life Green Edge Systems 14

A Load Balancing Algorithm For Long-Life Green Edge Systems

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14th IEEE international conference on Cloud computing technology and Science (CloudCom)

作者： Beraldi, Roberto Mattia, Gabriele Proietti Sapienza Univ Rome Dept Comp Control & Management Engn Antonio Ruber Rome Italy

ISBN: (纸本)9798350339826

We consider the case of a set of energy harvesting edge nodes, equipped with photovoltaic panels that implement some kind of monitoring service. To ensure that the service operates in an optimal way, nodes have sometimes offload some of their data to other nodes. We show that this kind of task offloading (migration) can improve service performance by avoiding temporary interruptions and prolonging the overall service lifetime. We present a centralized algorithm based on Linear Programming optimization problem solution and a distributed implementation.

关键词： Green Edge computing Load Balancing Lifespan Decentralization

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A Survey on Smart Intelligent computing and Its Applications 6th

A Survey on Smart Intelligent Computing and Its Applications

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6th international conference on Intelligent computing and Optimization, ICO 2023

作者： Yadav, Ramsagar Manshahia, Mukhdeep Singh Chaudhary, Mahendra Pal Kaur, Doopinder Department of Mathematics Punjabi University Punjab Patiala India International Scientific Research and Welfare Organization New Delhi India Government Mohindra College Patiala India

ISBN: (纸本)9783031501500

Smart intelligent computing has emerged as a key technology in the field of computer science and engineering. It has revolutionized the way we interact with machines and has paved the way for the development of advanced applications in various domains. this survey paper presents an overview of smart intelligent computing and its various applications. the paper discusses the basic concepts, architecture, and components of smart intelligent computing. It then goes on to discuss the various applications of smart intelligent computing in areas such as healthcare, transportation, manufacturing, and energy management. the paper also examines some of the challenges faced by the technology and its potential future developments. © 2023, the Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Machine learning

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Research on Application of Fractional Calculus and Fish School Algorithm in Statistics under the Background of "internet+"

Research on Application of Fractional Calculus and Fish Scho...

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6th international conference on Intelligent computing and Control Systems, ICICCS 2022

作者： Guo, Qianru Shaanxi Business College School of Accounting and Finance Shaanxi Xi'an 710019 China

ISBN: (纸本)9781665410359

On the basis of expounding the related theory of fractional calculus, this article summarizes the engineering application of fractional calculus, analyzes the realization theory of relevant fractional calculus in statistics, and finally elaborates the fractional calculus in statistics. the practical application of integration provides a certain reference for the signal processing application of fractional calculus. Finally, in order to verify the effect of the above improved normal distribution enhancement method, a simulation experiment was carried out on the Matlab platform, and the image quality parameters obtained from the experiment were calculated. the results showed that the effect was increased by 6.7%. © 2022 IEEE.

关键词： Normal distribution

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Design and Implementation of a High Concurrency Online Payment Platform Based on distributed Microservice Architecture 6th

Design and Implementation of a High Concurrency Online Payme...

引用

6th international conference on Cyber Security Intelligence and Analytics, CSIA 2024

作者： Huang, Tianyou AWS Payments Processing Amazon SeattleWA98101 United States

ISBN: (纸本)9783031882869

In recent years, with the acceleration of the domestic financial industry towards the internet, electronic payment channels have become increasingly rich, and there are great differences in message format, communication protocol and business logic between channels. To reduce payment costs, enhance user experience, and simplify channel management, online payment platforms need to integrate the commonalities and characteristics between channels. However, many small banks still use traditional single node payment systems, which can no longer meet the needs of high concurrency scenarios in internet finance. It is urgent to develop a new payment system with high concurrency processing capability and stability and reliability. this article is based on a distributed microservice architecture and designs and implements a daytime transaction module in an online payment platform. the system is developed using Java programming language and SpringBoot framework, combined with distributed features to enhance the system's concurrent processing capability and stability. Its technology stack includes MySQL as database support, Linux system as runtime environment, RabbitMQ providing message queue service, Dubbo implementing remote calling framework, Spring scheduled tasks responsible for scheduling tasks, and Maven for project management. the platform's functions include asynchronous notifications, channel routing, timeout queries, signature verification, and error code handling. It supports core business scenarios such as delegated collection and account recharge, providing practical reference for the design of high concurrency payment systems. © the Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： Service oriented architecture (SOA)

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Data interoperability technology based on chain network convergence 6

Data interoperability technology based on chain network conv...

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6th IEEE international conference on Blockchain (Blockchain)

作者： Wang, Haoyu Xu, Jiping Zhang, Xin Chi, Cheng Yin, Zihang Shao, Yanjie Beijing Technol & Business Univ Beijing Sch Comp & Artificial Intelligence Beijing Peoples R China Chinese Natl Light Ind Key Lab Ind Internet & Big Data Beijing Peoples R China China Acad Informat & Commun Inst Ind Internet & Internet Things Beijing Peoples R China Chinese Acad Sci Inst Software Beijing Peoples R China

ISBN: (纸本)9798350319293

With the rapid development of industrial internet services, the era of the internet of everything has arrived, which puts forward higher requirements for the network security of the industrial internet. In order to guarantee the safe and trustworthy flow of industrial internet data, this paper proposes a chain network connector architecture that integrates blockchain technology and industrial internet technology, which utilizes the characteristics of blockchain traceability, tampering, collective maintenance, and openness and transparency to guarantee that the identification data in the industrial internet is more secure and trustworthy. In addition, the architecture adopts quantum identity authentication technology in the identity authentication part to reduce the problem of illegal user access due to identity forgery. Meanwhile, for the problem of low efficiency of largecapacity and high-concurrency data processing generated by actual enterprises in the production process, this paper proposes to use analytical hierarchy process and Hungarian algorithm to co-optimize the chain network connector in order to make the resource allocation more reasonable and the transmission efficiency higher. the experimental results show that different algorithms are used for task allocation in different scenarios to maximize the data transmission efficiency, and also greatly improve the security of industrial internet identification data.

关键词： blockchain industrial internet co-optimization quantum authentication data security

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