Abdelhak Merizig | University Mohamed Khider of Biskra, Algeria (original) (raw)

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Papers by Abdelhak Merizig

Research paper thumbnail of Machine Learning Approach for Energy Consumption Prediction in Datacenters

2020 2nd International Conference on Mathematics and Information Technology (ICMIT), 2020

Cloud Computing represents the ideal solution for end-users either small medium enterprises or si... more Cloud Computing represents the ideal solution for end-users either small medium enterprises or simple clients. This solution is given as a for clients to go from classic service concept to oriented service concept. Moreover, this paradigm collects a set of operations which made them a complex task to the managers. Since the coming of the Cloud Computing encourages service providers to deploy their services. These enormous services need some infrastructure services that are located in datacenters in order to execute them. Due to this use, Cloud infrastructure owners are concerned by the huge energy consumed during this execution. This problematic will affect the use of costs for the services providers. To tackle this problem, in this work, we present several models presented in machine learning methods in order to predict the energy to be consumed for the next use. These forecasts could help the infrastructure providers to propose a plan and some analytics to eliminate the waste of u...

Research paper thumbnail of Machine Learning Techniques for Breast Cancer Diagnosis: Literature Review

Research paper thumbnail of Drilling Stuck Pipe Prediction in Algerian Oil Fields: Time Series Forecasting Approach

Research paper thumbnail of A new cloud computing approach based SVM for relevant data extraction

With the exponential growth of the processed and stored information on the Internet, it has becom... more With the exponential growth of the processed and stored information on the Internet, it has become more than necessary to use cloud computing technologies and relevant information extraction techniques (data mining) to reduce the stored and processed information volume, which leads to reduce the material costs. In this paper we present a new cloud computing architecture based on a new SVM technique for generating learning models that allows information filtering in order to extract the most relevant data.

Research paper thumbnail of An Extended Data as a Service Description Model for Ensuring Cloud Platform Portability

Nowadays there is a myriad of different Cloud services deployed in datacenters around the world. ... more Nowadays there is a myriad of different Cloud services deployed in datacenters around the world. These services are presented by means of models offered as services on demand (SaaS, PaaS and IaaS). At a different level, the companies aim at finding some services that manage their data in order to enhance their process and increase their benefits. The massive quantity of data and the heterogeneous types of data deployed in the Cloud made the discovery task much important. In addition, one big problem in discovery task is the absence of a description model to represent data services (Data as a service; DaaS). Moreover, the location of services made the selection and composition process much very hard, especially for functional and non-functional parameters. In this paper, we plan to solve these problems by introducing an extended description model for data services, in order to reduce the number of services during the selection and composition process. The implementation shows the eff...

Research paper thumbnail of An Intelligent Approach for Enhancing the Agricultural Production in Arid Areas Using IoT Technology

Advances in Intelligent Systems and Computing

The increasing of dates fruit development in Algeria becomes important for the next generations b... more The increasing of dates fruit development in Algeria becomes important for the next generations because it can enhance the national economy. To improve the production of this treasure more than more, we need to analyze and to monitor the previous production for giving the consequences that can make the best results. Since we have many farms with a large number of palms tree it is a difficult task to supervise and collect data in a short time. For this major problem, we need to integrate a set of components that can communicate together to support the farmers in collecting data. Therefore, the solution to this issue is to propose an intelligent architecture that uses a method that can help the expert to make decisions. In this work, we present a solution to forecast the dates fruit production based on historical data, in order to enhance the quality and the performance of the production in coming years. Moreover, to collect data in this work we use an intelligent technology with a drone to facilitate the collection operation. The implementation of this model has been provided in order to evaluate our system. The obtained results demonstrate the effectiveness of our proposed system.

Research paper thumbnail of An Intelligent and Secure Health Monitoring System Based on Agent

IEEE, 2020

In this paper, we propose a novel, secure, and intelligent IoT approach based on agent, we have i... more In this paper, we propose a novel, secure, and intelligent IoT approach based on agent, we have implemented in the health care domain, where we developed an intelligent patient monitoring system for monitoring the patients heart rate automatically. Our system is more intelligent that can anticipate the critical condition before it even happens, send a message to the patient family, doctors, nurses, as well as hospital in-charge personal, and launch an alarm to be assisted by the nearest people in place. Also, our architecture ensures the authentication, authorization, and data sensing confidentiality. Hospitals and medical clinics can utilize our system to monitor their outpatients who are in danger of unpredictable health conditions. The approach presented in the paper can also be applied to other IoT domains.

Research paper thumbnail of Artificial intelligence in healthcare: a review on predicting clinical needs

International Journal of Healthcare Management

Research paper thumbnail of Multi-agent approach for data mining-based bagging ensembles to improve the decision process for big data

International Journal of Information and Communication Technology

Research paper thumbnail of A new approach agent-based for distributing association rules by business to improve decision process in ERP systems

International Journal of Information and Decision Sciences

Research paper thumbnail of An Agent-Based Approach for Extracting Business Association Rules from Centralized Databases Systems

Journal of Digital Information Management

Research paper thumbnail of A multi-agent system approach for service deployment in the cloud

International Journal of Communication Networks and Distributed Systems

Research paper thumbnail of New Approach for Intrusion Detection in Big Data as a Service in the Cloud

Journal of Digital Information Management

Research paper thumbnail of Information System for Monitoring and forecasting the Production of Dates

Research paper thumbnail of A Dynamic and Adaptable Service Composition Architecture in the Cloud Based on a Multi-Agent System

International Journal of Information Technology and Web Engineering

Nowadays, service composition is one of the major problems in the Cloud due to the exceptional gr... more Nowadays, service composition is one of the major problems in the Cloud due to the exceptional growth in the number of services deployed by providers. Recently, atomic services have been found to be unable to deal with all client requirements. Traditional service composition gives the clients a composite service without non-functional parameters. To respond to both functional and non-functional parameters, we need a service composition. Since web services cannot communicate with each other or participate dynamically to handle changes service parameters in service composition, this issue has led us to use a dynamic entity represented by an agent based on dynamic architecture. This work proposes an agent-based architecture with a new cooperation protocol that can offer an automatic and adaptable service composition by providing a composite service with the maximum quality of service. The implementation of this model has been provided in order to evaluate the authors' system. The o...

Research paper thumbnail of Machine Learning Approach for Energy Consumption Prediction in Datacenters

2020 2nd International Conference on Mathematics and Information Technology (ICMIT), 2020

Cloud Computing represents the ideal solution for end-users either small medium enterprises or si... more Cloud Computing represents the ideal solution for end-users either small medium enterprises or simple clients. This solution is given as a for clients to go from classic service concept to oriented service concept. Moreover, this paradigm collects a set of operations which made them a complex task to the managers. Since the coming of the Cloud Computing encourages service providers to deploy their services. These enormous services need some infrastructure services that are located in datacenters in order to execute them. Due to this use, Cloud infrastructure owners are concerned by the huge energy consumed during this execution. This problematic will affect the use of costs for the services providers. To tackle this problem, in this work, we present several models presented in machine learning methods in order to predict the energy to be consumed for the next use. These forecasts could help the infrastructure providers to propose a plan and some analytics to eliminate the waste of u...

Research paper thumbnail of Machine Learning Techniques for Breast Cancer Diagnosis: Literature Review

Research paper thumbnail of Drilling Stuck Pipe Prediction in Algerian Oil Fields: Time Series Forecasting Approach

Research paper thumbnail of A new cloud computing approach based SVM for relevant data extraction

With the exponential growth of the processed and stored information on the Internet, it has becom... more With the exponential growth of the processed and stored information on the Internet, it has become more than necessary to use cloud computing technologies and relevant information extraction techniques (data mining) to reduce the stored and processed information volume, which leads to reduce the material costs. In this paper we present a new cloud computing architecture based on a new SVM technique for generating learning models that allows information filtering in order to extract the most relevant data.

Research paper thumbnail of An Extended Data as a Service Description Model for Ensuring Cloud Platform Portability

Nowadays there is a myriad of different Cloud services deployed in datacenters around the world. ... more Nowadays there is a myriad of different Cloud services deployed in datacenters around the world. These services are presented by means of models offered as services on demand (SaaS, PaaS and IaaS). At a different level, the companies aim at finding some services that manage their data in order to enhance their process and increase their benefits. The massive quantity of data and the heterogeneous types of data deployed in the Cloud made the discovery task much important. In addition, one big problem in discovery task is the absence of a description model to represent data services (Data as a service; DaaS). Moreover, the location of services made the selection and composition process much very hard, especially for functional and non-functional parameters. In this paper, we plan to solve these problems by introducing an extended description model for data services, in order to reduce the number of services during the selection and composition process. The implementation shows the eff...

Research paper thumbnail of An Intelligent Approach for Enhancing the Agricultural Production in Arid Areas Using IoT Technology

Advances in Intelligent Systems and Computing

The increasing of dates fruit development in Algeria becomes important for the next generations b... more The increasing of dates fruit development in Algeria becomes important for the next generations because it can enhance the national economy. To improve the production of this treasure more than more, we need to analyze and to monitor the previous production for giving the consequences that can make the best results. Since we have many farms with a large number of palms tree it is a difficult task to supervise and collect data in a short time. For this major problem, we need to integrate a set of components that can communicate together to support the farmers in collecting data. Therefore, the solution to this issue is to propose an intelligent architecture that uses a method that can help the expert to make decisions. In this work, we present a solution to forecast the dates fruit production based on historical data, in order to enhance the quality and the performance of the production in coming years. Moreover, to collect data in this work we use an intelligent technology with a drone to facilitate the collection operation. The implementation of this model has been provided in order to evaluate our system. The obtained results demonstrate the effectiveness of our proposed system.

Research paper thumbnail of An Intelligent and Secure Health Monitoring System Based on Agent

IEEE, 2020

In this paper, we propose a novel, secure, and intelligent IoT approach based on agent, we have i... more In this paper, we propose a novel, secure, and intelligent IoT approach based on agent, we have implemented in the health care domain, where we developed an intelligent patient monitoring system for monitoring the patients heart rate automatically. Our system is more intelligent that can anticipate the critical condition before it even happens, send a message to the patient family, doctors, nurses, as well as hospital in-charge personal, and launch an alarm to be assisted by the nearest people in place. Also, our architecture ensures the authentication, authorization, and data sensing confidentiality. Hospitals and medical clinics can utilize our system to monitor their outpatients who are in danger of unpredictable health conditions. The approach presented in the paper can also be applied to other IoT domains.

Research paper thumbnail of Artificial intelligence in healthcare: a review on predicting clinical needs

International Journal of Healthcare Management

Research paper thumbnail of Multi-agent approach for data mining-based bagging ensembles to improve the decision process for big data

International Journal of Information and Communication Technology

Research paper thumbnail of A new approach agent-based for distributing association rules by business to improve decision process in ERP systems

International Journal of Information and Decision Sciences

Research paper thumbnail of An Agent-Based Approach for Extracting Business Association Rules from Centralized Databases Systems

Journal of Digital Information Management

Research paper thumbnail of A multi-agent system approach for service deployment in the cloud

International Journal of Communication Networks and Distributed Systems

Research paper thumbnail of New Approach for Intrusion Detection in Big Data as a Service in the Cloud

Journal of Digital Information Management

Research paper thumbnail of Information System for Monitoring and forecasting the Production of Dates

Research paper thumbnail of A Dynamic and Adaptable Service Composition Architecture in the Cloud Based on a Multi-Agent System

International Journal of Information Technology and Web Engineering

Nowadays, service composition is one of the major problems in the Cloud due to the exceptional gr... more Nowadays, service composition is one of the major problems in the Cloud due to the exceptional growth in the number of services deployed by providers. Recently, atomic services have been found to be unable to deal with all client requirements. Traditional service composition gives the clients a composite service without non-functional parameters. To respond to both functional and non-functional parameters, we need a service composition. Since web services cannot communicate with each other or participate dynamically to handle changes service parameters in service composition, this issue has led us to use a dynamic entity represented by an agent based on dynamic architecture. This work proposes an agent-based architecture with a new cooperation protocol that can offer an automatic and adaptable service composition by providing a composite service with the maximum quality of service. The implementation of this model has been provided in order to evaluate the authors' system. The o...