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huoliuwei's Projects

droo icon droo

Deep Reinforcement Learning for Online Computation Offloading in Wireless Powered Mobile-Edge Computing Networks

eco-hc_uav icon eco-hc_uav

Efficient Convolution Operators based target tracking on UAV

edge-intelligence icon edge-intelligence

随着移动云计算和边缘计算的快速发展,以及人工智能的广泛应用,产生了边缘智能(Edge Intelligence)的概念。深度神经网络(例如CNN)已被广泛应用于移动智能应用程序中,但是移动设备有限的存储和计算资源无法满足深度神经网络计算的需求。神经网络压缩与加速技术可以加速神经网络的计算,例如剪枝、量化、卷积核分解等。但是这些技术在实际应用非常复杂,并且可能导致模型精度的下降。在移动云计算或边缘计算中,任务卸载技术可以突破移动终端的资源限制,减轻移动设备的计算负载并提高任务处理效率。通过任务卸载技术优化深度神经网络成为边缘智能研究中的新方向。Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge这篇文章提出了协同推断的**,将深度神经网络进行分区,一部分层在移动端计算,而另一部分在云端计算。根据硬件平台、无线网络以及服务器负载等因素实现动态分区,降低时延以及能耗。本项目给出了边缘智能方面的相关论文,并且给出了一个Python语言实现的卷积神经网络协同推断实验平台。关键词:边缘智能(Edge Intelligence),计算卸载(Computing Offloading),CNN模型分区(CNN Partition),协同推断(Collaborative Inference),移动云计算(Mobile Cloud Computing)

edgecloudsim icon edgecloudsim

EdgeCloudSim: An Environment for Performance Evaluation of Edge Computing Systems

edgesim icon edgesim

Simulate the real environment, perform edge computing, edge caching experiments

electricity icon electricity

🐟🍎🐔一个在线生鲜电商网站,前端使用vue,后端使用Python的web框架django进行开发!

eua-dataset icon eua-dataset

Edge server, user dataset for Edge Computing research

fogbus icon fogbus

A Blockchain-based Lightweight Framework for Edge and Fog Computing

fogflow icon fogflow

FogFlow is a standard-based IoT fog computing framework that supports serverless computing and edge computing with advanced programming models

freeioe icon freeioe

FreeIOE is a framework for building IOE (Internet Of Everything) edge-computing gateway 开源的边缘计算网关框架

fresh icon fresh

django后台开发的生鲜商城网站

fsp_engine icon fsp_engine

Implementation of FSP_Engine presented in the paper "Control-Plane Slicing Methods in Multi-Tenant Software Defined Networks": http://dl.ifip.org/db/conf/im/im2015m/134386.pdf

glossary icon glossary

The Linux Foundation's Open Glossary of Edge Computing project curates and defines terms related to the field of edge computing, collecting common and accepted definitions into an openly licensed repository.

graphvis icon graphvis

可以应用于知识图谱可视化,复杂网络可视化分析,关系图可视化,网络拓扑图,布局算法,社区发现算法等应用场景。也可以作为 network,graph,knowlegegraph,neo4j,gephi相关应用工具的核心算法层。

handcalcs icon handcalcs

Python library for converting Python calculations into rendered latex.

hko-7 icon hko-7

Source code of paper "[NIPS2017] Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model"

ifogsim icon ifogsim

The iFogSim Toolkit for Modeling and Simulation of Resource Management Techniques in Internet of Things, Edge and Fog Computing Environments

intelligentprobing icon intelligentprobing

IntelligentProbing is based on the Knowledge-Defined Networking (KDN) \cite{mestres_2017:KDN} paradigm that allows to apply Machine Learning (ML) techniques in SDN. We argue that an ML-based optimization of probing frequency can keep monitoring overhead within a target value while minimizing performance degradation and providing high monitoring accuracy.

iperf icon iperf

iperf3: A TCP, UDP, and SCTP network bandwidth measurement tool

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