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- articleFebruary 2023
Research on Data Classification Method of Optimized Support Vector Machine Based on Gray Wolf Algorithm
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 15, Issue 2Pages 1–14https://doi.org/10.4018/IJGHPC.318408The data classification method based on support vector machine (SVM) has been widely used in various studies as a non-linear, high precision, and good generalization ability machine learning method. Among them, the kernel function and its parameters ...
- articleFebruary 2023
Lossless Decoding Method of Compressed Coded Video Based on Inter-Frame Differential Background Model: Multi-Algorithm Joint Lossless Decoding
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 15, Issue 2Pages 1–13https://doi.org/10.4018/IJGHPC.318407For the problems of low decoding accuracy, long decoding time, and low quality of decoded video image in the traditional lossless decoding method of compressed coded video, a lossless decoding method of compressed coded video based on inter frame ...
- articleFebruary 2023
Coding and Decoding Optimization of Remote Video Surveillance Systems: Consider Local Area Network
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 15, Issue 2Pages 1–15https://doi.org/10.4018/IJGHPC.318405In order to solve the problems of high distortion rate and low decoding efficiency of the decoded video when the current coding and decoding methods are used to encode and decode the remote video monitoring system, considering the local area network, ...
- articleJanuary 2023
Design of Intelligent Parking System Based on Internet of Things and Cloud Platform
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 15, Issue 2Pages 1–18https://doi.org/10.4018/IJGHPC.316836The growing number of vehicles in a densely populated smart city results in a significant lack of parking space. During the implementation of systems for visibility of parking space vacancies for drivers, the bulk of the systems are focused on ...
- articleJanuary 2023
Forecasting Short-Term Solar PV Using Hierarchical Clustering and Cascade Model
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–21https://doi.org/10.4018/IJGHPC.316154With the large-scale deployment of solar PV installations, managing the efficiency of the generation system became essential. Generally, the power output is heavily influenced by solar irradiance and sky conditions which are consistently changing. ...
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- articleJanuary 2023
Nonlinear System Identification Based on an Online SCFNN With Applications in IoTs
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–22https://doi.org/10.4018/IJGHPC.316153In this paper, an online self-constructing fuzzy neural network (SCFNN) is proposed to solve four kinds of nonlinear dynamic system identification (NDSI) problems in the internet of things (IoTs). The SCFNN is capable of constructing a simple network ...
- articleJanuary 2023
Early Prediction of Heart Diseases using Naive Bayes Classification Algorithm and Laplace Smoothing Technique
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–14https://doi.org/10.4018/IJGHPC.316157Nowadays, medical diseases are one of the primary causes of death, and it is one the major concerns of developed countries. So, the disease identification process needs a lot of attention since if the diseases are idenfied at the early stage, the rate ...
- articleJuly 2022
A Workflow Scheduling Strategy for Reasoning Tasks of Autonomous Driving
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–21https://doi.org/10.4018/IJGHPC.304907In different periods of time, the real-time reasoning tasks generated by autonomous vehicles are scheduled within the tolerance time, which is an important problem to be solved in autonomous driving. Traditionally, tasks are arranged on the on-board unit ...
- articleJuly 2022
Tasks and Resources Allocation Approach with Priority Constraints in Cloud Computing
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–17https://doi.org/10.4018/ijghpc.301584Cloud computing is the most developing technology, which allow users to access data, software and IT services. Cloud systems are characterized by the uncertainty of the resources availability. For that reason, its performance is greatly affected by the ...
- articleJune 2022
Time Restraint Load Balancing in the Cloud Environment
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–11https://doi.org/10.4018/IJGHPC.301592The outlook for cloud computing is growing day by day. It is a developing field which is evolving and giving new ways to build, manage and process data. The most difficult task in cloud computing is to provide best quality parameters like maintaining ...
- articleJune 2022
Lossless Compression Algorithm for Medical Images With High Precision Based on Discrete Wavelet Transform
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–13https://doi.org/10.4018/IJGHPC.301582In image distortion and low adaptive recognition after medical image compression, a high precision medical image lossless compression algorithm based on discrete wavelet transform is proposed. A 3D imaging model of multi-dimensional medical images is ...
- articleJune 2022
A Big Data Pipeline and Machine Learning for Uniform Semantic Representation of Data and Documents From IT Systems of the Italian Ministry of Justice
- Beniamino Di Martino,
- Luigi Colucci Cante,
- Salvatore D'Angelo,
- Antonio Esposito,
- Mariangela Graziano,
- Fiammetta Marulli,
- Pietro Lupi,
- Alessandra Cataldi
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–31https://doi.org/10.4018/IJGHPC.301579In this paper a Big Data Pipeline is presented, taking in consideration both structured and unstructured data made available by the Italian Ministry of Justice, regarding their Telematic Civil Process. Indeed, the complexity and volume of the data ...
- articleJune 2022
Duplicate Image Representation Based on Semi-Supervised Learning
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–13https://doi.org/10.4018/IJGHPC.301578For duplicate image detection, the more advanced large-scale image retrieval systems in recent years have mainly used the Bag-of-Feature ( BoF ) model to meet the real-time. However, due to the lack of semantic information in the training process of ...
- articleJune 2022
An Online Service Performance Prediction Learning Method
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–14https://doi.org/10.4018/IJGHPC.301577In order to improve the quality of service operations, it is necessary to take the initiative to prevent service failures and service performance fluctuations, instead of triggering handlers when service errors occur. Effective prediction and analysis ...
- articleJune 2022
A Workload and Machine Categorization-Based Resource Allocation Framework for Load Balancing and Balanced Resource Utilization in the Cloud
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–16https://doi.org/10.4018/IJGHPC.301594This paper proposes a workload and machine categorization based resource allocation framework for balancing the load across active physical machines as well as utilizing their different resource capacities in a balanced manner. The workload, ...
- articleJune 2022
A Novel Interpretable Stock Selection Algorithm for Quantitative Trading
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–19https://doi.org/10.4018/IJGHPC.301589In recent years, machine learning models have exhibited remarkable performance in the fourth industrial revolution. However, especially in the field of stock forecasting, most of the existing models demonstrate either relatively weak interpretability or ...
- articleJune 2022
A Traitor Tracking Method Towards Deep Learning Models in Cloud Environments
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–17https://doi.org/10.4018/IJGHPC.301588Cloud computing can speed up the training process of deep learning models. In this process, training data and model parameters stored in the cloud are prone to threats of being stolen. In model protection, model watermarking is a commonly used method. ...
- articleJune 2022
Optimization of Sparse Distributed Computations
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–18https://doi.org/10.4018/IJGHPC.301586We address the problem of the optimization of sparse matrix-vector product (SpMV) on homogeneous distributed systems. For this purpose, we propose three approaches based on partitioning the matrix into row blocks. These blocks are defined by a set of ...
- articleJune 2022
Intrusion Detection Model Based on Rough Set and Random Forest
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–13https://doi.org/10.4018/IJGHPC.301581Currently, redundant data affects the speed of intrusion detection, many intrusion detection systems (IDS) have low detection rates and high false alert rate. Focusing on these weakness, a new intrusion detection model based on rough set and random ...
- articleJune 2022
A Parallel Fuzzy Load Balancing Algorithm for Distributed Nodes Over a Cloud System
International Journal of Grid and High Performance Computing (IJGHPC-IGI), Volume 14, Issue 1Pages 1–22https://doi.org/10.4018/IJGHPC.301576Cloud Computing is an IT organization concept that places the Internet at the heart of business activity, allowing it to use hardware resources. In recent years, Load Balancing has been an active area of research, and has played a very important role ...