Serverless edge computing is transforming distributed systems, especially for IoT, by merging serverless architecture with edge computing. this evolution demands efficient scheduling methods, as traditional approaches...
详细信息
ISBN:
(数字)9798331508913
ISBN:
(纸本)9798331508920
Serverless edge computing is transforming distributed systems, especially for IoT, by merging serverless architecture with edge computing. this evolution demands efficient scheduling methods, as traditional approaches struggle with dynamic and heterogeneous environments. Deep Reinforcement Learning (DRL), particularly the Proximal Policy Optimization (PPO) algorithm, offers a promising alternative. Our proposed method, SMPPO, introduces a global trajectory memory where agents learn from boththeir own and others' experiences. Simulations show SMPPO consistently outperforms others, improving total performance by 15% and response time by 25%. this robust, scalable approach advances scheduling in serverless edge computing.
the proceedings contain 10 papers. the topics discussed include: replacing pivoting in distributed Gaussian elimination with randomized techniques;implementation and numerical techniques for one EFlop/s HPL-AI benchma...
ISBN:
(纸本)9781665422703
the proceedings contain 10 papers. the topics discussed include: replacing pivoting in distributed Gaussian elimination with randomized techniques;implementation and numerical techniques for one EFlop/s HPL-AI benchmark on Fugaku;performance analysis of a quantum Monte Carlo application on multiple hardware architectures using the HPX runtime;an integer arithmetic-based sparse linear solver using a GMRES method and iterative refinement;two-stage asynchronous iterative solvers for multi-GPU clusters;basic linear algebra operations on TensorCore GPU;a survey of singular value decomposition methods for distributed tall/skinny data;and a fast scalable iterative implicit solver with green’s function-based neural networks.
Modern vehicles are integrated systems of complex software that support advanced features such as autonomous driving and over-the-air updates. Software-defined vehicles (SDVs) are emerging as a future automotive parad...
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ISBN:
(数字)9798331509293
ISBN:
(纸本)9798331509309
Modern vehicles are integrated systems of complex software that support advanced features such as autonomous driving and over-the-air updates. Software-defined vehicles (SDVs) are emerging as a future automotive paradigm for managing increasing software complexity by centralizing computing resources and enabling flexible software updates and feature deployment. However, most SDV research is conducted in simulation environments because using real vehicles presents many challenges, including high cost, safety concerns, and implementation difficulties. In this paper, we present the design of an SDV research platform using a 1/5-scale vehicle model to overcome these limitations of SDV research. the platform implements a zone architecture and integrates various embedded systems to replicate the distributedcomputing environment of a modern vehicle. the platform allows researchers to experiment with different SDV concepts such as distributedcomputing, OTA updates, middleware, and vehicle software management without the constraints of full-scale vehicle testing. Our design demonstrates the feasibility of using extended vehicles for SDV research and provides insights into platform design for SDV research.
the proceedings contain 26 papers. the topics discussed include: identifying the missing tags in a large RFID system;the intrusion detection in mobile sensor network;security-capacity trade-off in large wireless netwo...
ISBN:
(纸本)9781450301831
the proceedings contain 26 papers. the topics discussed include: identifying the missing tags in a large RFID system;the intrusion detection in mobile sensor network;security-capacity trade-off in large wireless networks using keyless secrecy;utility-optimal scheduling in time-varying wireless networks with delay constraints;longest-queue-first scheduling under SINR interference model;distributed rate control and contention resolution in multi-cell IEEE 802.11 WLANs with hidden terminals;fine-grained mobility characterization: steady and transient state behaviors;detecting intra-room mobility with signal strength descriptors;mobility: a double-edged sword for HSPA networks: a large-scale test on Hong Kong mobile HSPA networks;globs in the primordial soup: the emergence of connected crowds in mobile wireless networks;and fading-resistant low-latency broadcasts in wireless multihop networks: the probabilistic cooperation diversity approach.
the proceedings contain 33 papers. the topics discussed include: achieving single channel, full duplex wireless communication;side channel: bits over interference;the spaces between us: setting and maintaining boundar...
ISBN:
(纸本)9781450301817
the proceedings contain 33 papers. the topics discussed include: achieving single channel, full duplex wireless communication;side channel: bits over interference;the spaces between us: setting and maintaining boundaries in wireless spectrum access;CTRL: a self-organizing femtocell management architecture for co-channel deployment;intentional networking: opportunistic exploitation of mobile network diversity;challenge: towards distributed RFID sensing with software-defined radio;challenge: mobile optical networks through visual MIMO;hermes: data transmission over unknown voice channels;SMS-based web search for low-end mobile devices;did you see bob? human localization using mobile phones;exploiting temporal stability and low-rank structure for localization in mobile networks;indoor localization without the pain;privacy vulnerability of published anonymous mobility traces;and design and experimental evaluation of multi-user beamforming in wireless LANs.
the proceedings contain 49 papers. the topics discussed include: RSS based cell fingerprint patterns and algorithms for cell identification in the context of self-organized energy saving;tube star: crowd-sourced exper...
ISBN:
(纸本)9781631900396
the proceedings contain 49 papers. the topics discussed include: RSS based cell fingerprint patterns and algorithms for cell identification in the context of self-organized energy saving;tube star: crowd-sourced experiences on public transport;no technical understanding required: helping users make informed choices about access to their personal data;dual scheme phone: a user assisted mechanism to effectively run sensor analytics applications on smartphones;hypermedia APIs for sensor data;a web-based toolkit for remote direct manipulation interaction with public displays via smartphones;NubiVis: a personal cloud file explorer;OSCAR: a deployable adaptive mobile bandwidth sharing and aggregation system;and wallah: design and evaluation of a task-centric mobile-based crowdsourcing platform.
the proceedings contain 80 papers. the topics discussed include: back-imaging scheme in RF-powered passive camera system;proactive attack detection at the edge through an ensemble deep learning model;a secure federate...
ISBN:
(纸本)9781665466677
the proceedings contain 80 papers. the topics discussed include: back-imaging scheme in RF-powered passive camera system;proactive attack detection at the edge through an ensemble deep learning model;a secure federated learning mechanism for data privacy protection;OFDM signal design based on electrode-based through-the-earth communication;spiking mean field multi-agent reinforcement learning for dynamic resources allocation in D2D networks;joint optimization of latency and reward for offloading dependent tasks in mobile edge computing;energy-efficient power control and resource allocation based on deep reinforcement learning for d2d communications in cellular networks;a fuzzy Bayesian network based on fault tree for vaccine safety risks analysis;a reinforcement learning-based task classification mechanism for privacy-enhanced mobile crowdsensing strategy;a mobile crowd sensing ecosystem based on fog computing infrastructure;preserving privacy for edge weights in communication networks;and design and implementation of anti-wireless electricity rubbing system.
the proceedings contain 32 papers. the special focus in this conference is on Collaborative computing: networking, Applications, and Worksharing. the topics include: Achieving application-level utility max-min fairnes...
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ISBN:
(纸本)9783319289090
the proceedings contain 32 papers. the special focus in this conference is on Collaborative computing: networking, Applications, and Worksharing. the topics include: Achieving application-level utility max-min fairness of bandwidth allocation in datacenter networks;cost-effective service provisioning for hybrid cloud applications;on rule placement for multi-path routing in software-defined networks;crowdstore: a crowdsourcing graph database;research on service organization based on decorator pattern;multi-core accelerated operational transformation for collaborative editing;a novel method for Chinese named entity recognition based on character vector;android apps security evaluation system in the cloud;protecting privacy for big data in body sensor networks: a differential privacy approach;characterizing interference in a campus Wi-Fi network via mobile crowd sensing;on participant selection for minimum cost participatory urban sensing with guaranteed quality of information;fast secure scalar product protocol with (almost) optimal efficiency;towards secure distributed hash table;layered consistency management for advanced collaborative compound document authoring;a privacy-friendly model for an efficient and effective activity scheduling inside dynamic virtual organizations;a discovery method of service bottleneck for distributed service;a collaborative rear-end collision warning algorithm in vehicular ad hoc networks;analysis of signaling overhead and performance evaluation in cellular networks of wechat software.
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