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A Computing Resource Allocation Optimization Strategy for Massive Internet of Health Things Devices Considering Privacy Protection in Cloud Edge Computing Environment

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (2)

With the development of 5G and the explosive growth of massive Internet of Health Things devices, existing computing resource allocation strategies ha......

A Computing Offloading Resource Allocation Scheme Using Deep Reinforcement Learning in Mobile Edge Computing Systems

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (3)

Aiming at the problems of increased latency and energy consumption and decreased service quality caused by current vehicle networks, this paper propos......

Computing Offloading Strategy Using Improved Genetic Algorithm in Mobile Edge Computing System

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (3)

For the current research on computing offloading, most of them only considers the multi-user task offloading decision problem or only considers the wi......

Strategy-Proof Mechanism for Online Time-Varying Resource Allocation with Restart

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (3)

Time-varying resource allocation in which the resource requirements of a job can vary over time is a new challenge in cloud computing. Time-varying re......

Speech Expression Multimodal Emotion Recognition Based on Deep Belief Network

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (2)

Aiming at the problems of insufficient information and poor recognition rate in single-mode emotion recognition, a multi-mode emotion recognition meth......

Effective Scheduler for Distributed DNN Training Based on MapReduce and GPU Cluster

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (1)

Parallel training accelerates the Deep Neural Networks (DNN) training by parallel GPUs. While the in-memory data transmission becomes the cross-node n......

An Evolutionary Computing-Based Efficient Hybrid Task Scheduling Approach for Heterogeneous Computing Environment

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (1)

Task schedule optimization enables to attain high performance in both homogeneous and heterogeneous computing environments. The primary objective of t......

Highly Complex Resource Scheduling for Stochastic Demands in Heterogeneous Clouds

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (1)

To handle user requests coming from all over the world, online services need to schedule resources to fulfill the corresponding stochastic demands for......

A High Reliable Computing Offloading Strategy Using Deep Reinforcement Learning for IoVs in Edge Computing

期刊: JOURNAL OF GRID COMPUTING, 2021; 19 (2)

In view of the serious problems of increasing delay energy consumption and decreasing service quality caused by complex network state and massive comp......

Research on Parallel Adaptive Canopy-K-Means Clustering Algorithm for Big Data Mining Based on Cloud Platform

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (2)

Firstly, this paper introduces the types of clustering algorithm, and introduces the classical K-means algorithm and canopy algorithm in detail. Then,......

An Anomaly Data Mining Method for Mass Sensor Networks Using Improved PSO Algorithm Based on Spark Parallel Framework

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (2)

Accurate detection and capture of anomaly data in complex network data stream is an important part of ensuring network security. Traditional methods c......

Design and Implementation of Abnormal Behavior Detection Based on Deep Intelligent Analysis Algorithms in Massive Video Surveillance

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (2)

Aiming at the high complexity of existing crowd abnormal detection models, the inability of traditional CNN to extract time-related features, and the ......

Load Balancing Algorithms for Big Data Flow Classification Based on Heterogeneous Computing in Software Definition Networks

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (2)

Distributed network architecture of heterogeneous computing faces with such problems as strict performance constraints of network control, unpredictab......

Heuristic Load Balancing Based Zero Imbalance Mechanism in Cloud Computing

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (1)

Cloud computing using virtualization technology has emerged as a new paradigm of large-scale distributed computing. One of its fundamental challenges ......

Provisioning Input and Output Data Rates in Data Processing Frameworks

期刊: JOURNAL OF GRID COMPUTING, 2020; 18 (3)

This paper is motivated by the need of deadline-bounded applications in live mobile network environments to obtain the guarantee and the appropriate s......

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