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Machine Learning for Nonlinear System Identification: Kernels and ANN
Rachid Fateh;Anouar Darif;Mathieu Pouliquen;Miloud Frikel;Said Safi
2024 3rd International Conference on Embedded Systems and Artificial Intelligence (ESAI)
Year: 2024 | Conference Paper |
Modeling and identifying nonlinear systems are crucial challenges in many scientific and technical fields. This study examines the employment of machine learning for identifying non-linear systems, focusing specifically on two approaches: kernel methods and artificial neural networks (ANN). Kernel methods leverage nonlinear data transformations to model complex relationships by kernel trick, while...Show More
A Resource Allocation Strategy to Enhance User Experience for IoT Devices in Multi-access Edge Computing
Marouane Myyara;Oussama Lagnfdi;Anouar Darif;Abderrazak Farchane
2024 Sixth International Conference on Intelligent Computing in Data Sciences (ICDS)
Year: 2024 | Conference Paper |
Multi-access Edge Computing (MEC) has become a key paradigm in contemporary network topologies due to the spread of Internet of Things (IoT) devices and the growing need for low-latency, high-performance applications. Reducing latency and enhancing performance, MEC places processing resources closer to end users. IoT applications have a variety of changing needs, therefore effectively allocating t...Show More
An Accurate Hop-Based Localization Algorithm Under Random Deployment of Nodes for WSN
Omar Arroub;Anouar Darif;Rachid Saadane;My Driss Rahmani;Zineb Aarab
2024 Sixth International Conference on Intelligent Computing in Data Sciences (ICDS)
Year: 2024 | Conference Paper |
In the last decade, the research community has devoted significant attention to Wireless Sensor Network (WSN) due to its huge participation in 5G, Internet Of Things (IoT) and Smart City. Besides that, WSN has shown to respond to some critical issues encountered in nature and even in the industry field. For example, the necessity of pertinent measurements presented in high-risk places where humans...Show More
Application of SARSA-Based Reinforcement Learning Approach for Resource Allocation in Vehicular Edge Computing
2024 10th International Conference on Optimization and Applications (ICOA)
Year: 2024 | Conference Paper |
Vehicular Edge Computing (VEC) holds significant promise for enhancing the performance and resource utilization of Internet of Vehicles (loV) applications. However, the dynamic nature of vehicular networks, characterized by high mobility and limited capabilities of VEC servers, poses significant challenges for resource allocation. This paper proposes a Reinforcement Learning (RL) based approach, e...Show More
Hyperbolic Functions Impact Evaluation on Channel Identification Based on Recursive Kernel Algorithm
2022 8th International Conference on Optimization and Applications (ICOA)
Year: 2022 | Conference Paper |
Cited by: Papers (2)
Over the last years, the subject of non-linear system identification has attracted considerable interest due to the numerous applications that could be used and the broad multidisciplinary scope of the field. In this paper, we exploit a non-linear system with a linear finite impulse response (FIR) sub-element under the existence of Gaussian noise, while using an algorithm based on positive defined...Show More
Ultra low power consumption, short transmission time and efficient data coding wireless communication technology for MWSNs
2016 5th International Conference on Multimedia Computing and Systems (ICMCS)
Year: 2016 | Conference Paper |
Cited by: Papers (2)
Mobile Wireless Sensor Networks (MWSNs) can be defined as a wireless sensor network (WSN) in which sensor nodes are mobile. It has recently become an area of attractive research interest. MWSNs have been attracting increasing interest for supporting a new generation of ubiquitous computing systems with great potential for many applications. However, the communication paradigms in this type of netw...Show More
A study with simulation of power consumption and latency for MAC protocols in WSN based on IR-UWB transceiver
2014 Second World Conference on Complex Systems (WCCS)
Year: 2014 | Conference Paper |
Cited by: Papers (1)
The introduction of the Impulse The introduction of the Impulse Radio Ultra Wide Band (IR-UWB) in the field of Wireless Sensor Network (WSN) was promising for researchers especially for its low power consumption feature. To implement such a solution, we need a suitable MAC protocol to exploit the specific features of this new technology. In this paper, we provide a comparative study of MAC protoco...Show More
An efficient transceiver for vehicular ad hoc network based on IR-UWB
Asmaa El Gueraa;Anouar Darif;Rachid Saadane;Driss Aboutajdine
2014 Second World Conference on Complex Systems (WCCS)
Year: 2014 | Conference Paper |
Cited by: Papers (1)
Recently, vehicular ad hoc network (VANET) has become an attractive area of research, and developed the application which can improve road safety, traffic efficiency and provides a comfort to both drivers and passengers. In VANET, the vehicles can communicate with each other to warn and inform drivers via wireless communication technology. The vehicles in VANET act as a transmitter and receiver to...Show More
An efficient short range wireless communication technology for wireless sensor network
2014 Third IEEE International Colloquium in Information Science and Technology (CIST)
Year: 2014 | Conference Paper |
Cited by: Papers (4)
Wireless Sensor Network (WSN) have been attracting increasing interest for supporting a new generation of ubiquitous computing systems with great potential for many applications. However, the communication paradigms in WSNs differ from the ones associated to traditional wireless networks, triggering the need for efficient wireless communication technology. Several wireless technologies have emerge...Show More
Energy consumption of IR-UWB based WSN in a start topology
2014 International Conference on Multimedia Computing and Systems (ICMCS)
Year: 2014 | Conference Paper |
Cited by: Papers (2)
Energy consumption was and is an interesting issue that is stills a factor in the development of Wireless Sensor Network (WSN) especially in the physical and MAC layers; it is the primary metric to design a sensor node in wireless sensor network. The introduction of the Impulse Radio Ultra Wide Band (IR-UWB) Technology in the field of WSN was promising for researchers especially for its low power ...Show More
Energy consumption optimization in real time applications for WSN using IR-UWB technology
2013 International Renewable and Sustainable Energy Conference (IRSEC)
Year: 2013 | Conference Paper |
Energy consumption optimization in Wireless sensor networks (WSN) applications is a major issue and constraint to which researchers are continuously faced to, due to the direct dependence of the network's life time to it. Real time applications using WSN have some requirements to be accomplished; in this paper we targeted the factors influencing real time's performance such as latency time and pac...Show More
Exploring mobility of IR-UWB based WSN
Anouar Darif;Driss Aboutajdine;Tarik Chanyour;Rachid Saadane
2012 IEEE International Conference on Complex Systems (ICCS)
Year: 2012 | Conference Paper |
In this paper we propose an architecture for a real time health-monitoring system based on Impulse Radio Ultra Wide Band Mobile Wireless Sensor Network (IR-UWB MWSN). It specifically targets health-monitoring for racing animals such as horses, dogs, and camels during races. We present the advantages and status of WSN based on IR-UWB technology. A simulation of a case study on a circular racing tra...Show More
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