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A Survey and Experimental Review on Data Distribution Strategies for Parallel Spatial Clustering Algorithms

Journal of Computer Science & Technology 2024年第3期39卷 610-636页

作者： Jagat Sesh Challa Navneet Goyal Amogh Sharma Nikhil Sreekumar sundar Balasubramaniam Poonam Goyal Advanced Data Analytics and Parallel Technologies Laboratory Birla Institute of Technology and Science Pilani 333031India Uber New York 11101U.S.A. Computer Science and Engineering Department University of MinnesotaMinneapolis 55455U.S.A.

The advent of Big Data has led to the rapid growth in the usage of parallel clustering algorithms that work over distributed computing frameworks such as MPI,MapReduce,and *** important step for any parallel clustering algorithm is the distribution of data amongst the cluster *** step governs the methodology and performance of the entire *** typically use random,or a spatial/geometric distribution strategy like kd-tree based partitioning and grid-based partitioning,as per the requirements of the ***,these strategies are generic and are not tailor-made for any specific parallel clustering *** this paper,we give a very comprehensive literature survey of MPI-based parallel clustering algorithms with special reference to the specific data distribution strategies they *** also propose three new data distribution strategies namely Parameterized Dimensional Split for parallel density-based clustering algorithms like DBSCAN and OPTICS,Cell-Based Dimensional Split for dGridSLINK,which is a grid-based hierarchical clustering algorithm that exhibits efficiency for disjoint spatial distribution,and Projection-Based Split,which is a generic distribution *** of these preserve spatial locality,achieve disjoint partitioning,and ensure good data load *** experimental analysis shows the benefits of using the proposed data distribution strategies for algorithms they are designed for,based on which we give appropriate recommendations for their usage.

关键词： parallel data mining data distribution parallel clustering spatial locality preservation

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Is primary transcatheter aortic valve implantation the new normal?

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Journal of Geriatric Cardiology 2024年第4期21卷 458-461页

作者： R.Anantharaman C.sundar Kamal Kant Jena K.Arun Department of Cardiology Kauvery HospitalChennaiIndia

Degenerative calcific aortic valve stenosis(AS)is the most common valvular heart disease in elderly.^[1] It is well documented that symptomatic severe AS follows a malignant course leading to cardiogenic shock(CS).

关键词： aortic stenosis implantation

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多核心应用提升新一代无线基地台效能

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电子与电脑 2011年第8期11卷 46-49页

作者： Henri Tervonen sundar vedantham Tareq Bustami LSI公司

智能型手机的普及和无处不在的3G/4G无线网络,持续促使全球无线流量的快速增长。数据流量持续攀升,而语音流量则为持平状态^[1],2007年,网络整体数据流量已经超过了语音流量,而且此趋势还在继续发展。根据预测数据显示,未来几年数据流... 详细信息

智能型手机的普及和无处不在的3G/4G无线网络,持续促使全球无线流量的快速增长。数据流量持续攀升,而语音流量则为持平状态^[1],2007年,网络整体数据流量已经超过了语音流量,而且此趋势还在继续发展。根据预测数据显示,未来几年数据流量的增加幅度每年将高达150%^[2],

关键词： 4G无线网络基地台多核心数据流量应用智能型手机数据显示语音

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基于自适应双相场模型的纤维增强复合材料单层板断裂性能

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复合材料学报 2024年第3期41卷 1505-1515页

作者：郭雯马玉娥 sundar Natarajan 陈鹏程彭帆西北工业大学航空学院西安710072 Indian Institute of Technology Madras School of Mechanical EngineeringChennai 600036 长安大学理学院西安710064

相场法可以自动捕捉裂纹的萌生和演化,因此在模拟复合材料的复杂失效行为时具有明显优势。为区分纤维增强复合材料(Fiber-reinforced composites,FRC)中存在的不同断裂模式,采用双相场断裂模型来分别表征基体和纤维的损伤演化。同时采... 详细信息

相场法可以自动捕捉裂纹的萌生和演化,因此在模拟复合材料的复杂失效行为时具有明显优势。为区分纤维增强复合材料(Fiber-reinforced composites,FRC)中存在的不同断裂模式,采用双相场断裂模型来分别表征基体和纤维的损伤演化。同时采用相场变量作为误差指标,在各向异性的双相场模型中引入了基于四叉树分解的网格自适应细化策略。设计并开发了相应的Matlab程序,研究了单向及变刚度纤维增强复合材料单层板在拉伸位移载荷下的断裂行为。计算结果表明:采用基于自适应算法的各向异性双相场模型所得到的数值计算结果与试验结果吻合良好;自适应双相场模型能在保证较高计算精度的同时,配合序参量的演化准确地在裂纹路径上进行网格自动加密,简化网格前处理过程,减少网格数量,降低计算成本,提高计算效率。

关键词：纤维增强复合材料双相场各向异性自适应有限元

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Integrated Analysis of Water Quality in Artificial Fishponds Using WQI and GIS in South-East Sierra Leone

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Journal of Geoscience and Environment Protection 2024年第1期12卷 145-163页

作者： Hadji D. S. Kallon Lamin R. Mansaray Misbah Fida Pratap sundar Shrestha Institute of Environmental Management and Quality Control Njala University Njala Sierra Leone School of Water and Environment Chang’an University Xi’an China Quality Control Laboratory of Njala University Njala Sierra Leone Department of Surveys and Geo-Informatics School of Environmental Sciences Njala University Njala Sierra Leone

Artificial fishponds play a pivotal role in global aquaculture, serving as a source of livelihood and nourishment for many communities. Ensuring the sustained health and productivity of Fishes in these environments relies heavily on water quality management. This assessment was done to determine the water quality of ten artificial fishponds in the south-eastern part of Sierra Leone using twelve physicochemical factors (pH, BOD, EC, TDS, turbidity, COD, Fe2+, Mg2+, Ca2+, NH3, , and alkalinity) to find out the Water Quality Index (WQI) and spatial distribution of respective parameters. The assessment of artificial fishponds using WQI and Inverse Distant Weighting (IDW) integration represents a relatively underexplored area within the domain of environmental water resources. The WQI was determined using the “Weighted Arithmetic Water Quality Index’’ method. The results of WQI in the study area range from 65.05 to 147.26. Several locations have water quality deemed unsuitable for consumption, while others range from good to very poor. It is essential to address and improve water quality in locations categorized as unsuitable for consumption and very poor to ensure safe and healthy water sources. It was also clear from the calculation that the smaller the mean concentration value of the pH as compared to the ideal value (7), the smaller the WQI value and the better the water quality. To keep the artificial fishpond water in good condition, mass domestic use should be controlled, and draining of surrounding organic matter should be stopped in ponds Bo_001, Kenema_001, and Kenema_002.

关键词： Physicochemical Parameters Water Quality Index WQI-“Weighted Arithmetic Index Method”

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网络处理器满足更高安全性需求

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电子设计技术 EDN CHINA 2006年第1期13卷 96-96页

作者： sundar vedantham 杰尔系统公司电信部

网络安全负责人员往往遭受到恶意软件代码和拒绝服务（DoS）攻击。与有关电子犯罪进行斗争，人们通常采取的方法是签名模式匹配（signature patterm matching）技术，即扫描进入流量是否包含已知的恶意代码。

关键词：网络处理器安全性需求拒绝服务软件代码网络安全模式匹配恶意代码

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多核提升下一代基站性能

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通信世界 2011年第16期 8-8页

作者： Henri Tervonen sundar vedantham Tareq Bustami LSI公司

当前基础设施的处理能力将实现多个数量级的提升,这就要求新型SoC架构必须具备良好的扩展能力,在控制成本的前提下满足不断上升的带宽需求。

关键词：硬件加速器非对称多核 LSI 下一代通讯处理器 SoC 基站

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Deep Learning Based Process Analytics Model for Predicting Type 2 Diabetes Mellitus

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Computer Systems Science & Engineering 2022年第1期40卷 191-205页

作者： A.Thasil Mohamed sundar Santhoshkumar Department of Computer Science Alagappa UniversityKaraikudi630003India

Process analytics is one of the popular research domains that advanced in the recent *** analytics encompasses identification,monitoring,and improvement of the processes through knowledge extraction from historical *** evolution of Artificial Intelligence(AI)-enabled Electronic Health Records(EHRs)revolutionized the medical *** 2 Diabetes Mellitus(T2DM)is a syndrome characterized by the lack of insulin *** not diagnosed and managed at early stages,it may produce severe outcomes and at times,death *** Kidney Disease(CKD)and Coronary Heart Disease(CHD)are the most common,long-term and life-threatening diseases caused by ***-fore,it becomes inevitable to predict the risks of CKD and CHD in T2DM *** current research article presents automated Deep Learning(DL)-based Deep Neural Network(DNN)with Adagrad Optimization Algorithm i.e.,DNN-AGOA model to predict CKD and CHD risks in T2DM *** paper proposes a risk prediction model for T2DM patients who may develop CKD or *** model helps in alarming both T2DM patients and clinicians in *** first,the proposed DNN-AGOA model performs data preprocessing to improve the quality of data and make it compatible for further ***,a Deep Neural Network(DNN)is employed for feature extraction,after which sigmoid function is used for ***,Adagrad optimizer is applied to improve the performance of DNN *** experimental validation,benchmark medical datasets were used and the results were validated under sev-eral *** proposed model achieved a maximum precision of 93.99%,recall of 94.63%,specificity of 73.34%,accuracy of 92.58%,and F-score of 94.22%.The results attained through experimentation established that the pro-posed DNN-AGOA model has good prediction capability over other methods.

关键词： Process analytics deep learning disease diagnosis Adagrad T2DM chronic illness

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Eco-crisis and mental health of children and young people:Do child mental health professionals have a role?

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World Journal of Psychiatry 2022年第5期12卷 668-672页

作者： sundar Gnanavel Department of Child Psychiatry CNTW NHS Foundation TrustNewcastle NE33XTUnited Kingdom

Child mental health professionals have an extremely important role to play in their distinct roles as clinicians,therapists,researchers,policy makers,advocates,preventative public health professionals and service deve... 详细信息

关键词： Eco-crisis Children Mental Mental health

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Oxygen Functionalization-Induced Charging Effect on Boron Active Sites for High-Yield Electrocatalytic NH_(3) Production

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Nano-Micro Letters 2022年第12期14卷 464-480页

作者： Ashmita Biswas Samadhan Kapse Ranjit Thapa Ramendra sundar Dey Institute of Nano Science and Technology(INST) Sector-81MohaliPunjab 140306India Department of Physics SRM University-APAmaravatiAndhra Pradesh 522240India

Ammonia has been recognized as the future renewable energy fuel because of its wide-ranging applications in H_(2) storage and transportation *** order to avoid the environmentally hazardous Haber-Bosch process,recently,the third-generation ambient ammonia synthesis has drawn phenom-enal attention and thus tremendous efforts are devoted to developing efficient electrocatalysts that would circumvent the bottlenecks of the electrochemical nitrogen reduction reaction(NRR)like competitive hydrogen evolution reac-tion,poor selectivity of N_(2) on catalyst ***,we report the synthesis of an oxygen-functionalized boron carbonitride matrix via a two-step pyrolysis *** conductive BNCO(1000)architecture,the compatibility of B-2p_(z) orbital with the N-2p_(z) orbital and the charging effect over B due to the C and O edge-atoms in a pentagon altogether facilitate N_(2) adsorption on the B edge-active *** optimum electrolyte acidity with 0.1 M HCl and the lowered anion crowding effect aid the protonation steps of NRR via an associative alternating pathway,which gives a sufficiently high yield of ammonia(211.5μg h^(−1) mg_(cat)^(−1))on the optimized BNCO(1000)catalyst with a Faradaic efficiency of 34.7%at−0.1 V vs *** work thus offers a cost-effective electrode material and provides a contemporary idea about reinforcing the charging effect over the secured active sites for NRR by selectively choosing the electrolyte anions and functionalizing the active edges of the BNCO(1000)catalyst.

关键词： C-doped boron nitride O-functionalization Density-functional theory(DFT) Charging effect Nitrogen reduction reaction Ambient ammonia synthesis

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