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Keynote Speech 2 Towards a Continuum computing Framework for Decentralised Federated Learning Based Context-aware IoT Applications

Keynote Speech 2 Towards a Continuum Computing Framework for...

引用

international conference on Social Networks Analysis, Management and Security (SNAMS)

作者： Nabil Abdennadher University of Applied Sciences Western Switzerland

ISBN: (数字)9798331518349

ISBN: (纸本)9798331518356

the proliferation of sensing device technologies, and the growing demand for data-intensive loT applications, are paving the way to the next wave of transformation in IoT computing systems architecture. the goal today is to design, implement and deploy a seamless interconnection of IoT, edge, cloud and High-Performance computing (HPC) resources in one computing system, to form a compute continuum, also referred to as edge-to-cloud. In this talk, continuum computing refers to the deployment and execution of context-aware machine learning-based applications employing IoT sensors. Because of their distributed nature over constrained resources devices, these applications leverage the cloud and HPC infrastructures for learning tasks while exploiting edge devices for inference tasks on data coming from local IoT sensors. But the next wave is already underway; it will involve designing edge-to-edge platforms where learning takes place locally while a coordination platform enables edge devices to share their intelligence. this talk will cover the following points: 1. why and what is continuum computing? 2. A comparative study of centralised continuum computing solutions available on the market, where the edge intelligence is controlled by the Cloud, 3. A decentralised continuum computing framework deployed on edge-to-edge infrastructure and supporting decentralised federated learning (DFL). Here, the edges improve their intelligence by exchanging with their “neighbours”, 4. An example of a DFL based context-aware IoT application, for energy sector, deployed on a decentralised continuum computing platform. this talk is the result of two European projects: SWARM and LASAGNE Keywords- continuum computing, edge-to-cloud, edge-to-edge, context-aware IoT applications, federated learning.

关键词： Internet of things Federated learning Computer science Europe Systems architecture Social networking (online) Smart cities Security Reliability Intelligent sensors

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Reality check in virtual space for privacy behavior of indian users of social networking sites 11th

Reality check in virtual space for privacy behavior of india...

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11th international conference on Soft computing and Pattern Recognition, SoCPaR 2019, and 11th World Congress on Nature and Biologically Inspired computing, NaBIC 2019

作者： Mittal, Sandeep Sharma, Priyanka New Delhi India I.T. and Telecommunication Raksha Shakti University Ahmadabad India

ISBN: (纸本)9783030493448

the users of social networking sites intentionally or unintentionally reveal large amount of personal information about themselves. these SNSs’ users have certain clues about the attitude of the persons with whom they interact in the physical world which are missing during online interaction. therefore, their attitude in maintaining privacy of personal information in virtual space need to be understood. the present study is a maiden attempt to understand privacy attitude of the SNSs’ users in online environment. the present study has identified and validated significant trends in privacy attitudes of Indian users of social networking sites and would serve as a starting point for future research. © the Editor(s) (if applicable) and the Author(s), under exclusive license to Springer Nature Switzerland AG 2021.

关键词： Data privacy

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A Divide and Conquer method with Semi-Global Failover for Software Defined Networks 11

A Divide and Conquer method with Semi-Global Failover for So...

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IEEE 11th Annual computing and Communication Workshop and conference (CCWC)

作者： Goravanchi, Kasra Jo, Ju-Yeon Kim, Yoohwan Univ Nevada Dept Comp Sci Las Vegas NV 89154 USA

ISBN: (纸本)9781665414906

many service providers need to provide many other functions than just a network connectivity. they also need to provide network functions such as network address translation, firewall, encryption, Domain Name Service (DNS), caching, routing and many other services. Usually these functions come with the hardware at the user or customer's premises. this can increase the revenue of the revenue, but also can cost a lot and also be extremely difficult to maintain. In traditional network architecture, it is very difficult to configure the network and later modify the configuration, since both the data plane and control plane are bound together. To address this issue, SDN exists which decouples the data and the control plane. However, within SDN there are also different types of failure with some existing solutions to these types of failure. A divide and conquer approach in the high-level architecture of SDN-based networks with a semi-global controller will be discussed. the semi-global controller will be responsible for any failure that a conventional distributed master-slave controller architecture cannot handle, allowing the system to have an extra layer of fault tolerance. the research will begin comparing the traditional networking with Software Defined networking. then looks at different fault domains in SDN. Next the solution playing on the high-level architecture of SDNs with a semi-global controller will be defined. Also, some metrics and results against the prepared prototype will be analyzed and compared with other existing fault tolerance solutions.

关键词： Software Defined networking (SDN) link failures mininet fault-tolerance

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Reaction-Diffusion Inspired Sensor networking: From theory to Application

Reaction-Diffusion Inspired Sensor Networking: From Theory t...

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11th international conference on Sensor Networks (SENSORNETS)

作者： Wu, Shu-Yuan Brown, theodore Wang, Hsien-Tseng CUNY Grad Ctr New York NY 10017 USA CUNY Queens Coll New York NY 10021 USA CUNY Lehman Coll New York NY 10021 USA

ISBN: (纸本)9789897585517

Alan Turing introduced a novel Reaction-Diffusion (RD) model in 1952 to explain biological pattern formation found in animals. Since then, studies based on the RD model have long proved the feasibility of adapting it to spatial patern formation in distributed systems, especially in networking systems. In the past two decades, RD mechanism started being applied to Wireless Sensor Networks, and the possiblity of expanding to new applications is promising. In this paper, we first review the original RD model and further show its variants, known as activator-inhibitor models. Several research efforts on applying them to model tasks in wireless sensor networks will be presented and summarized.

关键词： Reaction-Diffusion Activator-inhibitor Wireless Sensor Networks

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Towards Securing Cloud & Information - Vision & Challenges 11

Towards Securing Cloud & Information - Vision & Challenges

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11th international conference on Cloud computing, Data Science and Engineering (Confluence)

作者： Rawat, Abhinav Singhal, Akshat Choudhury, Tanupriya Univ Petr & Energy Studies Comp Sci & Engn Dehra Dun Uttarakhand India

ISBN: (纸本)9781665414517

Even being at its nascent phase, Cloud computing has demonstrated exceptional solutions for solving the modern world computations. Cloud computing has changed the perceptions for the grid computing, utility computing, distributed computing and has overshadowed the traditional server client computing architecture. Accessibility of data and services over the internet has been made easier with the implementation of Cloud computing. However, still many security challenges persist that tend to weaken the vision for adopting Cloud architecture. With the evolution of the Cloud and its deliverables over the period of time, it is the urgency of the hour to equally address and derive the necessary resolutions for the security challenges. the paper is aimed to demonstrate a systematic view of the existing efforts for securing the cloud and their benefits and pitfalls. the objective is also to study and determine the driving forces which makes the Cloud more reliable, approachable and beneficial for adoption. Finally, we aim to provide future challenges and opportunities to present a wide scope of research in the same direction.

关键词： Cloud computing Data Security Risks Data Integrity State-of-Art efforts

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Study on the Agile Emergency networking System in Deep and Remote Sea

Study on the Agile Emergency Networking System in Deep and R...

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international conference on Computer Science and Network Technology (ICCSNT)

作者： Yanying Ye Qishun Ran Xiao Pan Dingshan Li China Ship Research and Development Academy Beijing China

Unmanned underwater vehicles (UUV) play an important role in deep and remote sea exploration, but the inability of data return in real time restricts their mass use. An agile emergency network system for deep and remote sea (AENSiDRS) is proposed to solve the above problem by using technologies related to float, landers, autonomous & remotely operated vehicles (ARV) and distributed acoustic sensing (DAS). the AENSiDRS has the advantages of cross-domain real-time communication, low-cost, medium to long-term endurance, and underwater sensing, which providing a new solution for real-time data return of UUVs. In this paper, system design, working principle and key technologies of the AENSiDRS is described. Some equipment has been test in sea trials verifying the feasibility of the AENSiDRS.

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Islanding Detection by Current Based Technique in Indian Distribution Grid

Islanding Detection by Current Based Technique in Indian Dis...

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international conference on computing and networking Technology (ICCNT)

作者： Prahlad Mundotiya Charul Jain Kusum Verma Department of Electrical Engineering MNIT Jaipur India

ISBN: (数字)9798350370249

ISBN: (纸本)9798350370270

With rising electricity demand, distribution networks (DNs) are constantly subjected to increased stress, reliability, and power quality issues. the integration of distributed Generation (DG) into distribution networks in existing electricity grids presents substantial technological, environmental, and economic challenges. Because of the interconnection of DGs in the distribution system, the direction of power flow varies depending on the operating circumstances, resulting in various technical issues such as an increase in system fault level, a delay in fault clearance, etc. DGs are used in smart grid technologies, where the microgrid concept has been used for some specific areas of DNs. the microgrid has two modes of operation - one gridconnected mode and another islanded mode. this study presents islanding detection (in microgrid) in DNs with DGs using the dq transformation technique. the simulation is done in PSCAD, and results are obtained for various fault conditions. the simulation uses practical data from Gujarat DISCOM, MGVCL’s Anand Karmasad 11 kV distribution feeder, and their covered area.

关键词： Islanding Microgrids Distribution networks Voltage Power system stability Stability analysis distributed power generation Smart grids Reliability Stress

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Design of a distributed Ledger-Based Reward Architecture for Collaborative Tasks 11th

Design of a Distributed Ledger-Based Reward Architecture for...

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11th international conference on Computer Engineering and Networks, CENet2021

作者： Wang, Jiaxing Rui, Lanlan Yang, Yang Wang, Miaomiao Chen, Shiyou Wang, Zhili State Key Laboratory of Networking and Switching Technology Beijing University of Posts and Telecommunications Beijing China

ISBN: (纸本)9789811665530

With the development and progress of blockchain, its application scenarios are becoming more and more extensive. And in the development of crowd-sensing, how to get high quality sensing data and how to motivate enough users to participate is the urgent problem at present. this article is based on the existing technology, with the help of distributed ledger, crowd-sensing, incentive mechanism and other concepts, combined with collaborative tasks to achieve incentive mechanism, which can effectively solve the problem of platform centrality and realize decentralized operation. At the same time, smart contracts on the blockchain can be executed to realize complex logic, thus solving the shortcomings of the current incentive mechanism. this paper can be applied to smart city noise sensing scenario, and combined with blockchain technology, it can realize decentralized storage of data security and distributed implementation of incentive mechanism. © 2022, the Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Smart contract

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A Review of Cross-Blockchain Solutions 11th

A Review of Cross-Blockchain Solutions

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11th European-Alliance-for-Innovation (EAI) international conference on Cloud computing (CloudComp)

作者： Zuo, YuXuan Yang, Miao Qiang, ZhenPing Fei, Dai Shao, XiaoFeng Su, ShiQi Mo, Qi Liang, ZhiHong Southwest Forestry Univ Sch Big Data & Intelligent Engn Kunming 650224 Yunnan Peoples R China Yunnan Inst Prod Qual Supervis & Inspect Kunming Yunnan Peoples R China Yunnan Univ Sch Software Kunming 650091 Yunnan Peoples R China

ISBN: (纸本)9783030991913;9783030991906

With the development of distributed ledgers, a variety of blockchain projects, with different characteristics, are emerging and working in a broad range of application scenarios. Cross-Blockchain Solutions are designed to solve the issue of interoperability between different blockchains that are usually impossible with existing protocols and standards, those solutions are growing massively which have different properties. However, it is difficult for technicians to weigh the pros and cons and choose the optimal solution. In this paper, to understand the available solutions thoroughly, the protocol mechanisms of three mature cross-blockchain solutions are discussed. then, four innovative solutions and their new capabilities are introduced, the pros and cons of above solution are identified. Finally, available industrial solutions in the market are discussed.

关键词： Cross-blockchain distributed ledger Interoperability

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Data Mining Analysis Based on Cloud computing Technology 11th

Data Mining Analysis Based on Cloud Computing Technology

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11th international conference on Frontier computing, FC 2021

作者： Li, Yizhi College of Internet of Things Jiangxi Teachers College Jiangxi Yingtan China

ISBN: (纸本)9789811680519

With the rapid development of computer technology, Internet technology and artificial intelligence technology, the amount of global data has exploded, and the era of big data has come. this paper mainly studies the data mining analysis based on cloud computing technology. All the data needed in the experiment are put into the name node, which is responsible for copy management to other machines. All the intermediate data generated during the experiment are stored in the distributed file system of the cluster. Firstly, the data set to be mined is uploaded to Hadoop distributed file system (HDFS), and the program reads the data from HDFS when using it. At the same time, the output file name is set so that the system can store the calculation results in HDFS. the selection of indicators follows the scientific design principle to ensure that the indicators are comprehensive, scientific and operable, and the indicators are verified and selected by expert analysis. In the case of using complete 150g data, 72% of the single machine does not use Hadoop platform, and the accuracy of using Hadoop platform is 71%. the results show that the combination of cloud computing technology and data mining can significantly improve the operation effect of the algorithm. © 2022, the Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Data mining

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