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Optimizing Deep Learning for Computer-Aided Diagnosis of Lung Diseases: An Automated Method Combining Evolutionary Algorithm, Transfer Learning, and Model Compression

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Computer Modeling in Engineering & Sciences 2024年第3期138卷 2519-2547页

作者： Hassen Louati Ali Louati Elham Kariri slim Bechikh College of Information Technology Kingdom UniversityRiffa40434Bahrain SMART Lab University of TunisISGTunisTunisia Department of Information Systems College of Computer Engineering and SciencesPrince Sattam bin Abdulaziz UniversityAl-Kharj11942Saudi Arabia

Recent developments in Computer Vision have presented novel opportunities to tackle complex healthcare issues,particularly in the field of lung disease *** promising avenue involves the use of chest X-Rays,which are commonly utilized in *** fully exploit their potential,researchers have suggested utilizing deep learning methods to construct computer-aided diagnostic ***,constructing and compressing these systems presents a significant challenge,as it relies heavily on the expertise of data *** tackle this issue,we propose an automated approach that utilizes an evolutionary algorithm(EA)to optimize the design and compression of a convolutional neural network(CNN)for X-Ray image *** approach accurately classifies radiography images and detects potential chest abnormalities and infections,including ***,our approach incorporates transfer learning,where a pre-trainedCNNmodel on a vast dataset of chest X-Ray images is fine-tuned for the specific task of detecting *** method can help reduce the amount of labeled data required for the task and enhance the overall performance of the *** have validated our method via a series of experiments against state-of-the-art architectures.

关键词： Computer-aided diagnosis deep learning evolutionary algorithms deep compression transfer learning

5G Smart Mobility Management Based Fuzzy Logic Controller Unit

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Computers, Materials & Continua 2022年第6期71卷 4941-4953页

作者： Chafaa Hamrouni slim Chaoui Taif University-Khurma Univ.College-Department of Computer Sciences Khurma2935Kingdom of Saudi Arabia College of Computer and Information Sciences Dep.of Computer Engineering and NetworksJouf UniversitySkakaK.S.A

In the paper,we propose a fuzzy logic controller system to be implemented for smart mobility management in the 5G wireless communication *** management is considered as a main issue for all-IP mobile networks future *** a network-based mobility management protocol,Internet Engineering Task Force developed the Proxy Mobile IPv6(PMIPv6)in order to support the mobility of IP devices,and many other results were presented to reduce latency handover and the amount of PMIPv6 signaling,but it is not enough for the application needs in *** present paper describes an approach based on the IEEE 802.21 Media Independent Handover(MIH)standard and PMIPv6,so we present a new vertical handover algorithm for anticipating handover process *** object is to propose a smart mobility management that contribute in 5G wireless communication system network operating *** proposed dynamic thresholds were successfully made to guaranty process triggering,and a new primitive MIH is proposed for signaling a needed handover to be *** results demonstrate a significant reduction of the handover delay,packet loss,handover blocking probability and signaling *** results and tests are accomplished.

关键词： 5G proxy mobile IPv6 media independent handover wireless system QoS LTE HDM

ACOUSTIC ANALYSIS OF HYDRODYNAMIC AND ELASTO-HYDRODYNAMIC OIL LUBRICATED JOURNAL BEARINGS

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Journal of Hydrodynamics 2012年第2期24卷 250-256页

作者： BOUAZIZ slim FAKHFAKH Tahar HADDAR Mohamed Dynamic of Mechanical Systems Research Unit (UDSM) University of Sfax Mechanics Modelling and Production Research Unit (U2MP) and National School of Engineers of Sfax (ENIS) BP.11733038University of Sfax

The purpose of the present paper is to investigate the effect of elastic deformation of bearing liner on the acoustic behavior of oil lubricated journal *** is performed for hydrodynamic（HD） and elasto-hydrodynamic （EHD） *** behavior and acoustical properties are investigated through an analysis of pressure fluctuation calculated from the Reynolds equation governing the flow in the clearance space of the journal *** is solved numerically using the finite difference method with the successive over relaxation *** elasto-hydrodynamic lubrication,the finite element method with in iteration scheme is adopted to solve both Reynolds equation and the three-dimensional elasticity equation representing the displacement field in the bearing *** results show that the sound pressure level of the bearing is markedly influenced by the flexibility of the bearing liner,the viscosity of lubricant and the load applied to *** analysis shows that the journal centre＇s orbit,from a disturbed position,converges to the static equilibrium position faster than EHD *** results of the present paper could aid in the design of low-noise rotor-bearing systems supported by oil lubricated journal bearings.

关键词： vibration amplitude pressure level lubricated bearing sound pressure

Color Edge Detection Using Multidirectional Sobel Filter and Fuzzy Fusion

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Computers, Materials & Continua 2023年第2期74卷 2839-2852页

作者： slim Ben Chaabane Anas Bushnag Computer Engineering Department Faculty of Computers and Information TechnologyUniversity of TabukTabuk 47512Saudi Arabia Electrical Engineering Department University of Tunis CEREPENSIT 5 AvTaha Hussein1008TunisTunisia

A new model is proposed in this paper on color edge detection that uses the second derivative operators and data fusion *** secondorder neighborhood shows the connection between the current pixel and the surroundings of this *** connection is for each RGB component color of the input *** the image edges are detected for the three primary colors:red,green,and blue,these colors are merged using the combination ***,the final decision is applied to obtain the *** process allows different data sources to be combined,which is essential to improve the image information quality and have an optimal image ***,the segmentation results of the proposed model are ***,the classification accuracy of the tested data is assessed,and a comparison with other current models is *** comparison results show that the proposed model outperforms the existing models in image segmentation.

关键词： Segmentation edge detection second derivative operators data fusion technique fuzzy fusion classification

Artificial intelligence for satellite communication: A review

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Intelligent and Converged Networks 2021年第3期2卷 213-243页

作者： Fares Fourati Mohamed-slim Alouini Electrical and Mathematical Sciences and Engineering Division King Abdullah University of Science and Technology(KAUST)Thuwal 23955-6900Kingdom of Saudi Arabia

Satellite communication offers the prospect of service continuity over uncovered and under-covered areas,service ubiquity,and service ***,several challenges must first be addressed to realize these benefits,as the resource management,network control,network security,spectrum management,and energy usage of satellite networks are more challenging than that of terrestrial ***,artificial intelligence(AI),including machine learning,deep learning,and reinforcement learning,has been steadily growing as a research field and has shown successful results in diverse applications,including wireless *** particular,the application of AI to a wide variety of satellite communication aspects has demonstrated excellent potential,including beam-hopping,anti-jamming,network traffic forecasting,channel modeling,telemetry mining,ionospheric scintillation detecting,interference managing,remote sensing,behavior modeling,space-air-ground integrating,and energy *** work thus provides a general overview of AI,its diverse sub-fields,and its state-of-the-art *** challenges facing diverse aspects of satellite communication systems are then discussed,and their proposed and potential AI-based solutions are ***,an outlook of field is drawn,and future steps are suggested.

关键词： satellite communication wireless communication artificial intelligence machine learning deep learning reinforcement learning

On robust spectrum sensing using M-estimators of covariance matrix

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Science China(Information Sciences) 2020年第8期63卷 263-265页

作者： Zhedong LIU Abla KAMMOUN Mohamed-slim ALOUINI King Abdullah University of Science and Technology

Dear editor,Most of the spectrum sensing techniques are designed for Gaussian noise. These techniques do not consider the environment with the non-Gaussian(impulsive or heavy-tailed) noise. In a wireless communication system, impulsive noise frequently occurs and originates from numerous sources, for instance, switching transients in power lines, vehicle ignition, microwave ovens and devices with

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Karyological and morphometric variation of the North African green frog Pelophylax saharicus (Anura) in northeastern Africa

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Current Zoology 2010年第6期56卷 678-686页

作者： Nabil AMOR Sarra FARJALLAH slim Ben-YacouB Paolo MERELLA Khaled SAID Unité de Recherche:Génétique Biodiversité et Valorisation des Bioressources UR/09-30Institut Supérieur de Biotechnologie de Monastir Dipartimento di Biologia Strutturale e Funzionale Università di Napoli Federico Ⅱ Laboratory of Terrestrial and Aquatic Systems Ecology. University BADJI Mokhtar Annaba Sezione di Parassitologia e Malattie Parassitarie Dipartimento di Biologia Animale Università degli Studi di Sassar

Morphometric variation ofPelophylax saharicus was analysed using univariate and multivariate statistics, with both traditional and geometric morphometrics, based on 148 specimens from four different geographical localities in Tunisia and Algeria. The results show the existence of three morphotypes in Tunisia and one in Algeria, and indicate a significant degree of variation in morphometric characters between regions. Specimens from the southernmost region have the smallest body size and the greatest morphometrie divergence from other populations. This pattern of morphometric variation probably results from phenotypic plasticity in response to local environmental factors. The results of our chromosomal study （C-, Ag-NOR-, endonuclease digestion, DAPI, CMA3 and Q-banding） reveal this species to exhibit the plesiomorphic Pelophylax karyotype of 2n=26 biarmed chromosomes and NORs on the eleventh pair. Similarities and differences of the North African green frog are discussed in relation to the different forms of data collected （chromosomal, morphometric, ecological） [Current Zoology 56 （6）： 678~586, 2010].

关键词： Green frog Pelophylax saharicus Karyology Morphometric variation Tunisia Algeria

HYDRODYNAMIC AND ELASTOHYDRODYNAMIC STUDIES OF A CYLINDRICAL JOURNAL BEARING

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Journal of Hydrodynamics 2010年第2期22卷 155-163页

作者： ATTIA HILI Molka BOUAZIZ slim MAATAR Mohamed FAKHFAKH Tahar HADDAR Mohamed Mechanics Modelling and Production Research Unit (U2MP)National School of Engineers of Sfax(ENIS)BP.11733038sfaxTunisia

In this article,the effect of the bearing elastic deformation on the performance characteristics of a cylindrical journal bearing is *** variety of simulation models covers hydrodynamic（HD） and elastohydrodynamic（EHD） lubrication *** Reynolds equations governing the flow in the clearance space of the journal bearing are obtained by considering the effect of mass transfer across the fluid *** finite element method with an iteration scheme was employed to solve both the Reynolds equation and the three-dimensional elasticity equation representing the displacement field in the bearing *** converged solutions for the lubricant flow and elastic deformation vector are *** characteristics of the journal bearing are computed for HD and EHD *** simulation results show that the flexibility of bearing liner has a significant influence on the performance of a cylindrical journal ***,the elastic deformations of the bearing liner extend the pressure area in the bearing and increase the minimum film ***,dynamic coefficient,load capacity and attitude angle decrease.

关键词： Reynolds equation hydrodynamic(HD) and elastohydrodynamic(EHD) lubrication theories dynamic coefficients relative eccentricity deformation coefficient

Analysis of 3D localization in underwater optical wireless networks with uncertain anchor positions

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Science China(Information Sciences) 2020年第10期63卷 174-181页

作者： Nasir SAEED Abdulkadir CELIK Mohamed-slim ALOUINI Tareq Y.AL-NAFFOURI Computer ElectricalMathematical Sciences & Engineering (CEMSE) DivisionKing Abdullah University of Science and Technology (KAUST)

Localization accuracy is of paramount importance for the proper operation of underwater optical wireless sensor networks(UOWSNs). However, underwater localization is prone to hostile environmental impediments such as drifts owing to the surface and deep currents. These cause uncertainty in the deployed anchor node positions and pose daunting challenges to achieve accurate location estimations. Therefore, this paper analyzes the performance of three-dimensional(3D) localization for UOWSNs and derives a closedform expression for the Cramer Rao lower bound(CRLB) by using time of arrival(ToA) and angle of arrival(AoA) measurements under the presence of uncertainty in anchor node positions. Numerical results validate the analytical findings by comparing the localization accuracy in scenarios with and without anchor nodes position uncertainty. Results are also compared with the linear least square(LLS) method and weighted LLS(WLLS) method.

关键词： underwater optical wireless sensor networks localization three-dimensional uncertainty