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GNNet 2024 - Proceedings of the 3rd GNNet workshop on Graph Neural networking workshop, Co-Located with: CoNEXT 2024

GNNet 2024 - Proceedings of the 3rd GNNet Workshop on Graph ...

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3rd International workshop on Graph Neural networking, GNNet 2024, co-located with acm CoNEXT 2024

ISBN: (纸本)9798400712548

The proceedings contain 9 papers. The topics discussed include: deep community detection in attributed temporal graphs: experimental evaluation of current approaches;detecting edge and node anomalies with temporal GNNs;wavelet-enhanced graph neural networks: towards non-parametric network traffic modeling;Sim2HW: modeling latency offset between network simulations and hardware measurements;AST-GNN: a graph neural network for web tracking detection;VulnScopper: unveiling hidden links between unseen security entities;EGNN-based topology control in wireless mobile infrastructure on demand with shared access restrictions;and dynamic service function chaining provisioning with reinforcement learning graph neural networks.

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Link performance modeling of wireless Sensor Network Deployment for Mission-Critical Applications (Underground Deployment) 16

Link Performance Modeling of Wireless Sensor Network Deploym...

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16th Annual Mediterranean Ad Hoc networking workshop (Med-Hoc-Net)

作者： Olasupo, Kehinde O. Kostanic, Ivica Otero, Carlos E. Olasupo, Tajudeen O. Florida Inst Technol Dept Elect Engn & Comp Engn Melbourne FL 32901 USA Seattle Pacific Univ Dept Engn & Comp Sci 3307 3rd Ave West Seattle WA 98119 USA

ISBN: (纸本)9781538620779

Reliable communication of information from the incident scene to nearest responder (point-to-point communication) is vital to mission-critical operations. Sensor nodes such as mobile robots are deployed into some unfriendly environments to sense the environments and send information to the responders. However, the heterogeneous environments limit navigation and reliable transfer of critical data to the responders. This study proposes a communication model that supports operation of static sensor nodes and maneuvering of mobile sensor nodes in mission-critical tasks. It also shows semi-empirical energy per bit to noise spectral density, empirical radio propagation models and parameters for some "harsh environments - underground-to-underground communications." These values and models are obtained from combination of experimental approach and analytical approach of additive white Gaussian noise channel. They are used to ensure a reliable communication of wireless sensor nodes deployed in the environments for the purpose of mission-critical services. Also, the values and models are validated in a theoretical and semi-analytical simulation scenarios. Result shows that both techniques are nearly identical. The semi-empirical approach, the proposed models, and values, can be used for efficient planning and future deployments of wireless sensor networks for mission-critical services.

关键词： bit error rate energy per bit to noise spectral density empirical models mission-critical services wireless sensor network

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A networking Scheme for an Internet of Things Integration Platform

A Networking Scheme for an Internet of Things Integration Pl...

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IEEE International Conference on Communications (ICC) / wireless Communications Symposium / 3rd workshop on Optical wireless Communications (OWC)

作者： Simiscuka, Anderson Augusto Muntean, Cristina Hava Muntean, Gabriel-Miro Dublin City Univ Sch Elect Engn Dublin Ireland Natl Coll Ireland Sch Comp Dublin Ireland

ISBN: (纸本)9781509015252

The Internet of Things (IoT) enables several heterogeneous devices, sensors, wearables, appliances and many other objects to inter-communicate and provide support for heterogeneous services. An IoT network needs to enable exchange diverse data types including multimedia and sensor data and be capable of handling a large number of IoT objects offering services at high quality levels. This paper proposes NETSMITS, an innovative IoT solution which improves the performance and quality of IoT services. It uses a layered architecture that consists of IoT objects, which provide diverse services including video applications and CCTV monitoring, smart gateways, which support IoT object network connectivity and a cloud-deployed IoT Integration Platform (ITINP) employed for resource management. NETSMITS introduces an innovative algorithm which uses Quality of Service (QoS) and service relevance metrics in order to efficiently cluster the inter-communicating IoT objects, attach them to the most suitable smart gateway and improve the performance of their services. Simulation-based testing shows how NETSMITS outperforms an existing state of the art solution for delivering video services in terms of QoS metrics such as packet loss.

关键词： Internet of Things (IoT) clustering smart gateways performance QoS

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Energy Efficient Mobile Edge Computing in Dense Cellular Networks

Energy Efficient Mobile Edge Computing in Dense Cellular Net...

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IEEE International Conference on Communications (ICC) / wireless Communications Symposium / 3rd workshop on Optical wireless Communications (OWC)

作者： Chen, Lixing Zhou, Sheng Xu, Jie Univ Miami Dept Elect & Comp Engn Coral Gables FL 33124 USA Tsinghua Univ Dept Elect Engn Beijing Peoples R China

ISBN: (纸本)9781467389990

Merging Mobile Edge Computing (MEC), which is an emerging paradigm to meet the increasing computation demands from mobile devices, with the dense deployment of Base Stations (BSs), is foreseen as a key step towards the next generation mobile networks. However, new challenges arise for designing energy efficient networks since radio access resources and computing resources of BSs have to be jointly managed, and yet they are complexly coupled with traffic in both spatial and temporal domains. In this paper, we address the challenge of incorporating MEC into dense cellular networks, and propose an efficient online algorithm, called ENGINE (ENerGy constrained offloadINg and slEeping) which makes joint computation offloading and BS sleeping decisions in order to maximize the quality of service while keeping the energy consumption low. Our algorithm leverages Lyapunov optimization technique, works online and achieves a close-to-optimal performance without using future information. Our simulation results show that our algorithm can effectively reduce energy consumption while guaranteeing quality of service for users.

关键词： Delays Cellular networks Servers Energy consumption Computational modeling Optimization

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modeling and Analysis for Admission Control of M2M Communications Using Network Calculus

Modeling and Analysis for Admission Control of M2M Communica...

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IEEE International Conference on Communications (ICC) / wireless Communications Symposium / 3rd workshop on Optical wireless Communications (OWC)

作者： Huang, Jun Zeng, Mengxi Xing, Cong-cong Luo, Jiangtao Hou, Fen Chongqing Univ Posts & Telecommun Sch Comp Sci Chongqing 400065 Peoples R China Chongqing Univ Posts & Telecom Inst Elect Informat & Networking Chongqing 400065 Peoples R China Nicholls State Univ Dept Math & Comp Sci Thibodaux LA 70310 USA Univ Macau Dept Elect & Comp Engn Macau 999078 Peoples R China

ISBN: (纸本)9781467389990

Machine-to-machine (M2M) communications and applications are expected to be a significant part of the next generation 5G networks. While there have been a large amount of research studies with respect to radio resource management, load balancing, and devices grouping for M2M communications, few of them has addressed the issue of admission control. In this paper, we propose a new admission control model for M2M communications, which classifies all M2M requests into delay-sensitive and delay-tolerant first, and then aggregates all delay-tolerant requests, aiming to reduce the number of requests from devices to base stations. An admission control algorithm based on this model is devised to prevent congestion and to improve the quality of services, and a network calculus based performance-analyzing technique is developed for this model. Both theoretical analyses and simulation results show that the proposed model is feasible and valid.

关键词： Machine-to-machine communications Admission control Calculus Delays Analytical models Base stations

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modeling Flow Setup Time for Controller Placement in SDN: Evaluation for Dynamic Flows

Modeling Flow Setup Time for Controller Placement in SDN: Ev...

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IEEE International Conference on Communications (ICC) / wireless Communications Symposium / 3rd workshop on Optical wireless Communications (OWC)

作者： He, Mu Basta, Arsany Blenk, Andreas Kellerer, Wolfgang Tech Univ Munich Dept Elect & Comp Engn Chair Commun Networks Munich Germany

ISBN: (纸本)9781467389990

Software-Defined networking (SDN) controllers are network entities that act as strategic control points in an SDN network. Controller placement studies mostly aim at optimizing network performance in terms of control latency, reliability and resilience, given network characteristics that are static. Yet dynamic traffic conditions, if not adapted by the controller placement properly, may cause high end-to-end flow setup time. For reactive controllers, the end-to-end flow setup time of a flow implies the difference between sending time at the source and receiving time at the sink of the first packet in that flow. Therefore, end-to-end flow setup time indicates the amount of time needed to set up forwarding rules in all involved switches and acts as a primary concern in terms of service establishment of network operators. In this paper, we analyze the controller placement for dynamic traffic flows based on a combined controller placement model: controller locations and switch-to-controller assignments are simultaneously optimized for minimum average flow setup time with respect to different traffic conditions inside the network. Linearization method is applied to transform the problem into a Mixed Integer Programming (MIP) problem which can be solved optimally. Two derivatives are also presented for comparison, one optimizing only controller locations and the other optimizing only switch-to-controller assignments. Our simulations cover two real network topologies and we explain the effects of the models have on the flow setup time with respect to dynamic flows. For low flow densities, the controller placement that adapts to flows could reduce the average flow setup time by about 50% compared to the static placement. However, when densities are high, the need of changing controller placement to guarantee flow setup performance is marginal.

关键词： Switches Network topology Topology Heuristic algorithms Adaptation models Reliability

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Proceedings of the 3rd acm SOSP workshop on networking, Systems, and Applications on Mobile Handhelds, MobiHeld'11

Proceedings of the 3rd ACM SOSP Workshop on Networking, Syst...

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3rd acm SOSP workshop on networking, Systems, and Applications on Mobile Handhelds, MobiHeld'11

ISBN: (纸本)9781450309806

The proceedings contain 11 papers. The topics discussed include: Jupiter: transparent augmentation of Smartphone capabilities through cloud computing;avoiding nostril-cam and postage-stamp people in mobile video conferences;examining storage performance on mobile devices;the modeling and comparison of wireless network denial of service attacks;searchlight: helping mobile devices find their neighbors;predicting handoffs in 3G networks;designing real-time multimedia applications on mobile devices;MARS: adaptive remote execution for multi-threaded mobile devices;the Swiss army Smartphone: cloud-based delivery of USB services;and context-aware apps with the Zonezz platform.

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The modeling and comparison of wireless network denial of service attacks

The modeling and comparison of wireless network denial of se...

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3rd acm SOSP workshop on networking, Systems, and Applications on Mobile Handhelds, MobiHeld'11

作者： Eian, Martin Mjølsnes, Stig F. Trondheim Norway

ISBN: (纸本)9781450309806

Mobile handhelds with wireless access are used in numerous safety critical applications. The wireless network protocols in use are vulnerable to a wide array of denial of service attacks. We propose a formal method for modeling semantic denial of service attacks against wireless network protocols. We then use our proposed model to find a new deadlock vulnerability in IEEE 802.11. The history of published denial of service attacks against wireless protocols indicates that formal methods can contribute to the construction of robust protocols. © 2011 acm.

关键词： Formal methods

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A Markov chain model for coarse timescale channel variation in an 802.16e wireless network 11

A Markov chain model for coarse timescale channel variation ...

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17th Annual International Conference on Mobile Computing and networking, MobiCom'11 and Co-Located workshops - 3rd acm workshop on wireless of the Students, by the Students, for the Students workshop, S3'11

作者： Seetharam, Anand Kurose, Jim Goeckel, Dennis Bhanage, Gautam Department of Computer Science University of Massachusetts Amherst Amherst MA United States Department of Electrical and Computer Engineering University of Massachusetts Amherst Amherst MA United States WINLAB Rutgers University New Brunswick NJ United States

ISBN: (纸本)9781450308687

We are developing a finite-state Markov Chain (MC) channel model to capture wireless channel variations due to shadowing, which occur at a time scale of seconds. The Markov Chain is constructed by partitioning the entire range of shadowing into a finite number of intervals. We determine the MC transition matrix in two ways: (i) via a parsimonious modeling approach in which shadowing effects are modeled as a log-normally distributed random variable affecting the received power, and the transition probabilities are derived as functions of the variance and autocorrelation function of shadowing;(ii) via an empirical approach, in which the MC transition matrix is calculated by directly measuring the changes in signal strengths collected in a 802.16e (WiMAX) network. We present a validation of the abstract model by comparing its steady state and transient performance predictions with those computed using the empirically derived transition matrix. © 2011 acm.

关键词： Chains

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A QoE Fuzzy Routing Protocol for wireless Mesh Networks 10

A QoE Fuzzy Routing Protocol for Wireless Mesh Networks

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3rd International workshop on Future multimedia networking

作者： Gomes, Rafael Junior, Waldir Cerqueira, Eduardo Abelem, Antonio Fed Univ Para BR-66059 Belem Para Brazil INESC Oporto Portugal CISUC Univ Coimbra Portugal

ISBN: (纸本)9783642137884

Nowadays wireless systems changing our life experience, allowing ubiquitous communications, attracting new users, and supporting new applications, such as video streaming, VoIP, Mobile TV and other kind of multimedia applications. The combination of wireless networks and multimedia content distribution requires a new behavior of routing protocols for wireless Mesh Networks (WMNs). Hence, new protocols must be developed to increase the user perception and optimize the usage of network resources. This paper presents a variation of the WMN routing protocol Optimized Link State Routing (OLSR), to achieve QoS and QoE requirements for multimedia applications. It is based on the dynamic choice of metrics and in a Fuzzy Link Cost (FLC) to determine the best routes for multimedia packets. Simulations were carried out to show the benefits of the proposed metric regarding user experience compared to existing versions of OLSR.

关键词： wireless Mesh Networks QoS QoE Fuzzy Logic

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