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Optimal Data Placement and Replication Approach for SIoT with Edge

Computer Systems Science & Engineering 2022年第5期41卷 661-676页

作者： b.prabhu shankar S.Chitra Department of Information Technology Er Perumal Manimekalai College of EngineeringHosur635117TamilnaduIndia Department of Computer Science and Engineering Er Perumal Manimekalai College of EngineeringHosur63117TamilnaduIndia

Social networks(SNs)are sources with extreme number of users around the world who are all sharing data like images,audio,and video to their friends using IoT *** concept is the so-called Social Internet of Things(SIot).The evolving nature of edge-cloud computing has enabled storage of a large volume of data from various sources,and this task demands an efficient storage *** this kind of large volume of data storage,the usage of data replication using edge with geo-distributed cloud service area is suited to fulfill the user’s expectations with low *** major issue is the way to store the data and replicate these large data items optimally and allocate the request from the data center *** efficient storage of these data,we use edge server,which is part of the cloud server,in this ***,the data are distributed and stored with quick access,which will reduce the latency with *** proposed data placement approach learns with machine learning(ML)algorithm called radial basis kernel function assisted with support vector machine(RbF-SVM)to classify the data center for storing the user and friend’s data from the SIoT *** learning algorithms will be used to predict the workload of the data stored in the data center as either edge or cloud depending on the existing time *** data placement with dynamic nature is also optimized using the proposed dynamic graph partitioning(GP)method to meet the individual user’s demand of low latency with minimum *** way will keep the SIoT data placement efficient and effective over ***,this proposed data placement and replication approach introduces three kinds of innovations compared with the existing data placement approach.(i)Rather than storing the user data in a single cloud,this study uses the edge server closest to the SIoT devices for faster access with reduced response time.(ii)The classification algorithm called RbF-SVM is used to find storage for

关键词： Data placement data replication social network social internet of things edge computing cloud computing graph partitioning support vector machine machine learning radial basis function latency storage cost

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Zika:How safe is India?

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Infectious Diseases of Poverty 2017年第1期6卷 335-338页

作者： C.George Priya Doss R.Siva b.prabhu Christopher Chiranjib Chakraborty Hailong Zhu School of biosciences and Technology VIT UniversityVelloreTamil Nadu 632014India VIT-bS VIT UniversityVelloreTamil Nadu 632014India Department of bioinformatics School of Computer and Information SciencesGalgotias UniversityGreater NoidaUttar Pradesh 201310India Integrated bioinformedicine and Translational Science School of Chinese MedicineHong Kong Baptist University7 Baptist University RoadHong KongChina

Zika virus,which originated from a forest in Uganda,has affected countries in Africa,Latin America and *** people infected with Zika are asymptomatic and present with clinical manifestations ranging from mild fever to severe neurological *** outbreaks in Southeast Asian countries,Centers for Disease Control and Prevention has warned pregnant woman to avoid nonessential traveling to 11 Asian *** about the sexual transmission route of Zika have pushed the World Health Organization to declare it a‘public health emergency’.Having this current warning status,it has become mandatory to consider where second highly populated country India stands in terms of spreading awareness and taking precautionary measures against the Zika virus ***,this paper aims to highlight the importance of Zika in Indian population by considering several indicators such as the population size and ratio,rates of mortality,closely related diseases,government initiatives,and other micro-level factors which are prone to Zika effects.

关键词： Zika virus Preventive measures India

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OFDM-CFO and Resource Scheduling Algorithm Using Fuzzy Linear-CFO

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Intelligent Automation & Soft Computing 2023年第2期35卷 2513-2525页

作者： M.prabhu b.Muthu Kumar Department of Electronics and Communication Anna UniversityChennai600025India Department of Computer Science and Engineering Syed Ammal Engineering CollegeRamanathapuram623502India

Orthogonal Frequency-Division Multiplexing(OFDM)is the form of a digital system and a way of encoding digital data across multiple frequency com-ponents that are used in telecommunication *** Frequency Offset(CFO)inaccuracy is a major disadvantage of *** paper proposed a fea-sible and elegant fuzzy-based resource allocation technique,that overcomes the constraints of the *** suggested Fuzzy linear CFO estimation(FL-CFO)not only estimates the CFO with increased precision but also allocates resources effectively,and achieves maximum utilization of dynamic *** sug-gested FL-CFO error estimation algorithm in OFDM systems employing 1-bit Quadrate errors ADC(1-bit QE)is utilized to extract the precise ***-ally,the base station(bS)manages the Resource Units(RU),which could be used to distribute resources in such a manner that the user requests are *** assign resources to a certain job,fuzzy rules are *** the residence duration exceeds the resource requirement time then the particular resources are provided to the highest-priority *** a result,the job performance will not be halted due to a lack of allocated *** metrics such as utilization,rate of failure,and life span,as well as energy consumption,are used to assess the pro-posed FL-CFO.

关键词： Orthogonal frequency division multiplexing(OFDM) carrier

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Stability of fluid flow in a brinkman porous medium–A numerical study

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Journal of Hydrodynamics 2014年第5期26卷 681-688页

作者： shankar b.M. KUMAR Jai SHIVAKUMARA I.S. 吴朝安 Department of Mathematics PES Institute of TechnologyBangalore 560 085India ISRO Satellite Centre Bangalore 560 017India Department of Mathematics Bangalore UniversityBangalore 560 001India Department of Mechanical Engineering The University of Hong Kong

The stability of fluid flow in a horizontal layer of brinkman porous medium with fluid viscosity different from effective viscosity is investigated. A modified Orr-Sommerfeld equation is derived and solved numerically using the Chebyshev collocation method. The critical Reynolds number Re, the critical wave number ac and the critical wave speed cc are computed for various values of porous parameter and ratio of viscosities. based on these parameters, the stability characteristics of the system are discussed in detail. Streamlines are presented for selected values of parameters at their critical state.

关键词： brinkman model Chebyshev collocation method hydrodynamic stability modified Orr-Sommerfeld equation

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Weakly nonlinear stability analysis of triple diffusive convection in a Maxwell fluid saturated porous layer

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Applied Mathematics and Mechanics(English Edition) 2018年第2期39卷 153-168页

作者： K.R.RAGHUNATHA I.S.SHIVAKUMARA b.M.shankar Department of Mathematics Bangalore University Department of Mathematics PES University

The weakly nonlinear stability of the triple diffusive convection in a Maxwell fluid saturated porous layer is investigated. In some cases, disconnected oscillatory neutral curves ave found to exist, indicating that three critical thermal Darcy-Rayleigh numbers are required to specify the linear instability criteria. However, another distinguishing feature predicted from that of Newtonian fluids is the impossibility of quasi-periodic bifurcation from the rest state. besides, the co-dimensional two bifurcation points are located in the Darcy-Prandtl number and the stress relaxation parameter plane. It is observed that the value of the stress relaxation parameter defining the crossover between stationary and oscillatory bifurcations decreases when the Darcy-Prandtl number increases. A cubic Landau equation is derived based on the weakly nonlinear stability analysis. It is found that the bifurcating oscillatory solution is either supercritical or subcritical, depending on the choice of the physical parameters. Heat and mass transfers are estimated in terms of time and area-averaged Nusselt numbers.

关键词： Maxwell fluid triple diffusive convection nonlinea~ stability bifurcation,heat and mass transfer

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Effect of Chromium on Magnetic Characteristics of Powder Processed Fe-0.35wt%P Alloy

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Journal of Minerals and Materials Characterization and Engineering 2011年第7期10卷 617-624页

作者： Deepika Sharma Kamlesh Chandra prabhu shankar Misra Metallurgical and Materials Engineering Department Indian Institute of Technology Roorkee 247667 India

The present investigation deals with hot powder preform forging technique for the development of high density iron-phosphorus based alloys. These alloys are known for hot-shortness and are therefore not considered suitable for high temperature working. To remove this problem proper soaking at high temperature to eliminate iron- phosphide eutectic and bring entire phosphorus into solution in iron was aimed. Attempting hot forging thereafter completely eliminates hot as well as cold shortness and thereby helps to form these alloys into very thin sheets. It has also been possible to eliminate the use of costly hydrogen atmosphere during sintering by use of addition of carbon as a reducing agent to form CO gas within the compact by reacting with oxygen of iron powder particles. The glassy ceramic coating applied over the compact serves as a protective coating to avoid atmospheric oxygen attack over the compact held at high temperature. Combined application of carbon and glassy ceramic coating has lead to economy in P/M processing for soft magnetic applications. Fe- 0.07C- 0.3O- 0.35wt% P- 0.35wt% Cr alloy so formed yielded coercivity as low as 0.42 Oe, resistivity as high as 21.8 μ cm and total loss as low as 0.170 W/Kg. Such a combination of properties may suit their application in magnetic relays and transformer cores.

关键词： Glassy Ceramic Coating Preform Forging Coercivity

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biodiversity of endophytic fungi from seven herbaceous medicinal plants of Malnad region, Western Ghats, southern India

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Journal of Forestry Research 2014年第3期25卷 707-711页

作者： b.shankar Naik M.Krishnappa Y.L.Krishnamurthy Department of P.G. Studies and Research in Applied botany Kuvempu University Govt. Science College Department of BiologyBadami

A total of 3611 fungal isolates were recovered from 4200 leaf segments incubated from 7 medicinal herbs during monsoon, winter and summer seasons. These fungal isolates belonged to teleomorphic Asco-mycota （23.5%）, anamorphic Ascomycota producing conidiomata （17.4%）, anamorphic Ascomycota without conidiomata （46.9%）, Zygo-mycota （1.42%） and sterile forms （10.6%）. Chaetomium globosum, As-pergillus niger, Aureobasidium pullulans, Curvularia lunata, Fusarium spp., Penicillium spp., Pestalotiopsis spp., Trichoderma viridae, Cladosporium cladosporioides, were frequently isolated from more than one host plant. The number of endophytic isolates was higher in winter than in monsoon and summer seasons.

关键词： endophytes diversity herbs seasonality Malnad region

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Predicting venous thromboembolism(VTE)risk in cancer patients using machine learning

Health Care Science

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Health Care Science 2023年第4期2卷 205-222页

作者： Samir Khan Townsley Debraj basu Jayneel Vora Ted Wun Chen-Nee Chuah prabhu R.V.shankar Department of Electrical and Computer Engineering University of CaliforniaDavisCaliforniaUSA Department of Computer Science University of CaliforniaDavisCaliforniaUSA School of Medicine Davis HealthUniversity of CaliforniaSacramentoCaliforniaUSA

background:The association between cancer and venous thromboembolism(VTE)is well-established with cancer patients accounting for approximately 20%of all VTE *** this paper,we have performed a comparison of machine learning(ML)methods to traditional clinical scoring models for predicting the occurrence of VTE in a cancer patient population,identified important features(clinical biomarkers)for ML model predictions,and examined how different approaches to reducing the number of features used in the model impact model ***:We have developed an ML pipeline including three separate feature selection processes and applied it to routine patient care data from the electronic health records of 1910 cancer patients at the University of California Davis Medical ***:Our ML-based prediction model achieved an area under the receiver operating characteristic curve of 0.778±0.006(mean±SD)when trained on a set of 15 *** result is comparable with the model performance when trained on all features in our feature pool[0.779±0.006(mean±SD)with 29 features].Our result surpasses the most validated clinical scoring system for VTE risk assessment in cancer patients by 16.1%.We additionally found cancer stage information to be a useful predictor after all performed feature selection processes despite not being used in existing score-based ***:From these findings,we observe that ML can offer new insights and a significant improvement over the most validated clinical VTE risk scoring systems in cancer *** results of this study also allowed us to draw insight into our feature pool and identify the features that could have the most utility in the context of developing an efficient ML *** a model trained on our entire feature pool of 29 features significantly outperformed the traditionally used clinical scoring system,we were able to achieve an equivalent performance using a subset of only 15 features through stra

关键词： binary classification cancer machine learning pipeline VTE

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Stiffness of a 3-degree of freedom translational parallel kinematic machine

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Frontiers of Mechanical Engineering 2014年第3期9卷 233-241页

作者： S. shankar GANESH A.b. KOTESWARA RAO Department of Mechanical Engineering Gayatri Vidya Parishad College of Engineering Visakhapatnam 530048 India

In this paper, a typical 3-degree of freedom （3- DOF） translational parallel kinematic machine （PKM） is studied and analyzed whose tool platform has only translations along X-, Y- and Z-axes. It consists of three limbs, each of which have arm and forearm with prismatic- revolute-revolute-revolute （PRRR）joints. Inverse kine- matics analysis is carried out to find the slider coordinates and joint angles for a given position of tool platform. Stiffness modeling is done based on the compliance matrices of arm and forearm of each limb. Using the stiffness modeling the variations of minimum and max- imum translational stiffness in the workspaee are analyzed. For various architectural parameters of the 3-DOF PKM the tendency of variations on the minimum and maximum stiffness over the entire workspace is studied; and also the deflections of the tool platform along X, Y, and Z directions with respect to various forces are presented.

关键词： 3-DOF translational PKM inverse kine-matics stiffness modeling translational stiffness

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Casson Nanofluid Flow with Cattaneo-Christov Heat Flux and Chemical Reaction Past a Stretching Sheet in the Presence of Porous Medium

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Frontiers in Heat and Mass Transfer 2024年第4期22卷 1261-1276页

作者： Mahzad Ahmed Raja Mussadaq Yousaf Ali Hassan b.shankar Goud Department of Mathematics Capital University of Science and TechnologyIslamabad45710Pakistan Department of Mathematics University of Azad Jammu and KashmirMuzzaffarabadAzad Kashmir13100Pakistan Department of Mathematics University of GujratGujrat50700Pakisan Department of Mechanics and Aerospace Engineering Southern University of Science and TechnologyShenzhen518055China Department of Mathematics JNTUH College of EngineeringScience&Technology HyderabadTelangana500085India

In the current work,inclined magnetic field,thermal radiation,and the Cattaneo-Christov heat flux are taken into account as we analyze the impact of chemical reaction on magneto-hydrodynamic Casson nanofluid flow on a stretching *** buongiorno’s nanofluid model has been used to model the flow governing *** stretching surface is embedded in a *** using similarity transformations,the nonlinear partial differential equations are transformed into a set of dimensionless ordinary differential *** numerical solution of transformed dimensionless equations is achieved by applying the shooting procedure together with Rung-Kutta 4th-order method employing *** impact of significant parameters on the velocity profile f(ζ),temperature distributionθ(ζ),concentration profileϕ(ζ),skin friction coefficient(Cf),Nusselt number(Nux)and Sherwood number(Shx)are analyzed and displayed in graphical and tabular *** an increase in Casson fluid 0.5boundary layer ***,by raising the level of thermal radiation 1brupt expansion has also been observed in the associated thermal boundary with raise thermal radiation *** was observed that higher permeability 0brownian motion levels 0.2bbserved that chemical reaction 0.2been found in great agreementwit

关键词： Nanofluid Cattaneo-Christov heat flux stretching sheet porous medium rosseland radiation and first order chemical reaction

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