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Adaptation of Federated Explainable Artificial Intelligence for Efficient and Secure E-Healthcare Systems

Computers, Materials & Continua 2024年第3期78卷 3413-3429页

作者： rabia abid Muhammad Rizwan Abdulatif Alabdulatif Abdullah Alnajim Meznah Alamro Mourade Azrour Department of Computer Science Kinnaird College for WomenLahorePakistan College of Science and Engineering University of DerbyDerbyDE221GBUK Department of Computer Science College of ComputerQassim UniversityBuraydah51452Saudi Arabia Department of Information Technology College of ComputerQassim UniversityBuraydah51452Saudi Arabia Department of Information Technology College of Computer and Information SciencesPrincess Nourah bint Abdulrahman UniversityRiyadh84428Saudi Arabia STI Laboratory IDMS TeamFaculty of Sciences and TechniquesMoulay Ismail University of MeknèsMeknesMorocco

Explainable Artificial Intelligence(XAI)has an advanced feature to enhance the decision-making feature and improve the rule-based technique by using more advanced Machine Learning(ML)and Deep Learning(DL)based *** this paper,we chose e-healthcare systems for efficient decision-making and data classification,especially in data security,data handling,diagnostics,laboratories,and *** Machine Learning(FML)is a new and advanced technology that helps to maintain privacy for Personal Health Records(PHR)and handle a large amount of medical data *** this context,XAI,along with FML,increases efficiency and improves the security of e-healthcare *** experiments show efficient system performance by implementing a federated averaging algorithm on an open-source Federated Learning(FL)*** experimental evaluation demonstrates the accuracy rate by taking epochs size 5,batch size 16,and the number of clients 5,which shows a higher accuracy rate(19,104).We conclude the paper by discussing the existing gaps and future work in an e-healthcare system.

关键词： Artificial intelligence data privacy federated machine learning healthcare system security

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A Hybrid Approach for Network Intrusion Detection

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Computers, Materials & Continua 2022年第1期70卷 91-107页

作者： Mavra Mehmood Talha Javed Jamel Nebhen Sidra Abbas rabia abid Giridhar Reddy Bojja Muhammad Rizwan Department of Computer Science Kinnaird College for WomenLahore54000Pakistan ASET Labs IslamabadPakistan Prince Sattam bin Abdulaziz University College of Computer Science and EngineeringAlkharj11942Saudi Arabia College of Business and Information Systems Dakota State UniversityMadisonUnited States of America

Due to the widespread use of the internet and smart devices,various attacks like intrusion,zero-day,Malware,and security breaches are a constant threat to any organization’s network ***,a Network Intrusion Detection System(NIDS)is required to detect attacks in network *** paper proposes a new hybrid method for intrusion detection and attack *** proposed approach comprises three steps to address high false and low false-negative rates for intrusion detection and attack *** the first step,the dataset is preprocessed through the data transformation technique and min-max ***,the random forest recursive feature elimination method is applied to identify optimal features that positively impact the model’s ***,we use various Support Vector Machine(SVM)types to detect intrusion and the Adaptive Neuro-Fuzzy System(ANFIS)to categorize probe,U2R,R2U,and DDOS *** validation of the proposed method is calculated through Fine Gaussian SVM(FGSVM),which is 99.3%for the binary *** Square Error(MSE)is reported as 0.084964 for training data,0.0855203 for testing,and 0.084964 to validate multiclass categorization.

关键词： Network security intrusion detection system machine learning attacks data mining classification feature selection

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Green5G: Enhancing Capacity and Coverage in Device-to-Device Communication

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Computers, Materials & Continua 2021年第5期67卷 1933-1950页

作者： Abdul Rehman Javed rabia abid Bakhtawar Aslam Hafiza Ammara Khalid Mohammad Zubair Khan Omar H.Alhazmi Muhammad Rizwan Department of Cyber Security Air UniversityIslamabadPakistan Department of Computer Science Kinnaird College for WomenLahore54000Pakistan Department of Computer Science College of Computer Science and EngineeringTaibah UniversityMadinahSaudi Arabia

With the popularity of green computing and the huge usage of networks,there is an acute need for expansion of the 5G network.5G is used where energy efficiency is the highest priority,and it can play a pinnacle role in helping every industry to hit *** in the 5G network,conventional performance guides,such as network capacity and coverage are still major issues and need *** to Device communication(D2D)communication technology plays an important role to improve the capacity and coverage of 5G technology using different *** issue of energy utilization in the IoT based system is a significant exploration *** optimizationin D2D communication is an important *** need to resolve this issue for increasing system *** IoT speaks to the issue of lessening energy utilization of IoT gadgets which accomplishes a supportable climate for IoT *** this paper,we improve the capacity and coverage of 5G technology using Multiple Inputs Multiple Outputs(MU-MIMO).MUMIMO increases the capacity of 5G in D2D *** also present all the problems faced by 5G technology and proposed architecture to enhance system performance.

关键词： Green computing 5G energy efficiency resource optimization device to device communication multiple input multiple output

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Tribological and Electrochemical Corrosion Properties of CNT-Incorporated Plasma Electrolytic Oxidation(PEO)Coatings on AZ80 Magnesium Alloy

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Acta Metallurgica Sinica(English Letters) 2022年第7期35卷 1195-1206页

作者： rabia Kara Huseyin Zengin Department of Metallurgical and Materials Engineering Karabuk University78050 KarabukTurkey

Plasma electrolytic oxidation(PEO)coatings were carried out in silicate-based electrolyte embedded with various amounts of carbon nanotube(CNT)additives(0,0.5,1,2 and 4 g/L)on AZ80 magnesium alloy ***,tribological and electrochemical corrosion properties of the coated specimens were *** results demonstrated that the increasing CNT additions into the electrolyte resulted in a gradual increase in the thickness of PEO-coating *** CNT addition to the electrolyte by 0.5 g/L resulted in a slight decrease in the roughness of PEO-coating above which it continually *** resistance of the PEO-coated specimens showed a gradual improvement with increasing CNT-incorporation within the *** electrochemical corrosion tests revealed that the best corrosion resistance was found after the CNT addition into the electrolyte by 0.5 g/L due to the better roughness values,more homogenous coating layers and less pore formation.

关键词： Coating Electrochemical corrosion Magnesium alloy Plasma electrolytic oxidation(PEO) Wear

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Nano Fluid Flow Analysis in the Presence of Slip Effects and Wall Properties by Means of Contraction and Expansion

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Communications in Theoretical Physics 2018年第9期69卷 337-343页

作者： Hina Sadaf rabia Malik DBS&H CEMENational University of Sciences and TechnologyIslamabadPakistan Department of Mathematics and Statistics International Islamic UniversityIslamabad 44000Pakistan

The present article is a study of mixed convective peristaltic flow of Cu-blood nanofluid confined in a non-uniform tube along with the velocity slip conditions and wall *** or catheterized special effects are also taken into *** utilization of the large wavelength and small reynolds number approximation,the non-dimensional governing differential equation took a more simplified form,which is then solved for the exact ***,these outcomes are offered graphically and are debated in *** profile for pure blood as well as Cu-blood and no-slip and slip effects are also discussed *** pattern is also discussed for different physical parameters.

关键词： peristaltic flow exact solution viscous nanofluid mixed convection velocity slip conditions nonuniform tube endoscopic tube wall properties

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On Deformed Riemannian Extensions Associated with Twin Norden Metrics

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Chinese Annals of Mathematics,Series B 2015年第3期36卷 345-354页

作者： Arif SALIMOV rabia CAKAN Department of Mathematics Ataturk University

The main purpose of this paper is to study the deformed Riemannian extension▽g +VG··in the cotangent bundle, where G is a twin Norden metric on the base manifold.

关键词： Riemannian extension Cotangent bundle Vertical and complete lifts Horizontal lifts Deformed metric Twin Norden metric

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Thermal, Mechanical and Electrical Studies of Novel Shape Memory Polyurethane/Polyaniline Blends

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Chinese Journal of Polymer Science 2015年第9期33卷 1313-1324页

作者： rabia Sattar Ayesha Kausar Muhammad Siddiq Department of Chemistry Quaid-i-Azam University Nanosciences and Catalysis Division National Centre for Physics Quaid-i-Azam University Campus

Shape memory polymer （SMP） blends based on polyurethane （PU） and polyaniline （PANI） were prepared via chemical in situ polymerization process. The thermal, mechanical, electrical and shape memory properties were investigated. The structural characterization and morphology of the polymer blends were inspected by Fourier transform infrared （FTIR） and scanning electron microscopy （SEM）, respectively. The 1 wt% of PANI loading enhanced the thermal stability of the system up to 339 ~C. According to differential scanning calorimetry （DSC）, the glass transition temperature （Tg） and melting temperature （Tm） of PU/PANI blends increased with the polyaniline loading （0.1 wt%-l wt%）. Improved mechanical properties such as tensile strength and Young＇s modulus of PU matrix were also observed with PANI. Moreover, the electrical conductivity of PU/PANI blends was also found to be a function of PANI loading. Remarkable recoverability of thermally triggered shape memory （SM） behavior to the extent of 96% was achieved for 1 wt% PANI blend.

关键词： Shape memory Polyurethane Polyaniline Blends Conductivity.

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Extraskeletal symptoms and comorbidities of diffuse idiopathic skeletal hyperostosis

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World Journal of Clinical Cases 2014年第9期2卷 422-425页

作者： rabia Terzi Derince Training and Research Hospital Department of Physical Medicine and RehabilitationKocaeli 41 300 Turkey

Diffuse idiopathic skeletal hyperostosis(DISH) is a noninflammatory disease characterized by calcification and ossification of soft tissues, mainly enthesis and spinal ligaments. The clinical presentation primarily includes spinal involvement-induced pain and range of motion. Although rare, life-threatening gastrointestinal, respiratory or neurological events or severe morbidity due to bone compression on the adjacent structures may develop. There is a limited amount of data on DISHrelated events in the literature. In recent years, comorbid metabolic disorders are of great interest in patients with DISH. The early diagnosis of these conditions as well as rare entities allows an effective multidisciplinary approach for the treatment of DISH. In this article, we review extraskeletal symptoms and associated comorbidities in patients with DISH.

关键词： Diffuse idiopathic skeletal hyperostosis Swallowing Respiratory symptoms Neurological symptoms Comorbidities

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Musical Isomorphisms and Problems of Lifts

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Chinese Annals of Mathematics,Series B 2016年第3期37卷 323-330页

作者： rabia CAKAN Kursat AKBULUT Arif SALIMOV Department of Mathematics Ataturk University Azerbaijan National Academy of Sciences Institute of Mathematics and Mechanics

Using the complete lift on tangent bundles, the authors construct the complete lift on cotangent bundles of tensor fields with the aid of a musical isomorphism. In this new framework, the authors have a new intrepreta... 详细信息

关键词： Tensor fields Cotangent bundles Complete lift Anti-Hermitian metric Riemannian extension

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Plasmon mediated entanglement dynamics of distant quantum dots

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Chinese Physics B 2019年第3期28卷 114-121页

作者： Misbah Qurban rabia Tahira Guo-Qin Ge Manzoor Ikram School of Physics Huazhong University of Science and TechnologyWuhan 430074China National Institute of Lasers and Optronics NiloreIslamabad 45650Pakistan Department of Physics and Applied Mathematics Pakistan Institute of Engineering and Applied SciencesNiloreIslamabad 45650Pakistan Department of Physics Fatima Jinnah Women UniversityThe MallRawalpindiPakistan

We investigate the time evolution of entanglement between two quantum dots in an engineered vacuum environment such that a metallic nanoring having a surface plasmon is placed near the quantum dots. Such engineering in environment results in oscillations in entanglement dynamics of the quantum dots systems. With proper adjustment of the separation between the quantum dots, entanglement decay can be stabilized and preserved for longer time than its decay without the surface plasmons interactions.

关键词： entanglement production and manipulation entanglement dynamics surface plasmon quantum dots

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