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Data-Intensive HPC Tasks Scheduling with SDN to Enable HPC-as-a-Service 8

Data-Intensive HPC Tasks Scheduling with SDN to Enable HPC-a...

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IEEE 8th international conference on Cloud computing

作者： Jamalian, Saba Rajaei, Hassan Bowling Green State Univ Dept Comp Sci Bowling Green OH 43403 USA

ISBN: (纸本)9781467372879

Advances in Cloud computing attracted scientists to deploy their HPC applications to the cloud to benefit from the flexibility of the platform such as scalability and on-demand services. Nevertheless, HPC programs can face serious challenges in the cloud that could undermine the gained benefits. this paper first compares the performance of several HPC benchmarks on a commodity cluster and Amazon public cloud to illustrate the confronted challenges. To mitigate the problem, we have introduced a novel approach called ASETS, "A SDN Empowered Task Scheduling System", to schedule data-intensive High Performance computing (HPC) tasks in a Cloud environment. In this paper, we focus on the implementation and performance analysis of ASETS and its first algorithm called SETSA, (SDN Empowered Task Scheduling Algorithm). ASETS uses the "bandwidth awareness" capability of SDN to better utilize the bandwidths when assigning tasks to virtual machines. this approach aims to improve the performance of HPC programs and provides an efficient HPC-as-a-Service (HPCaaS) platform. the paper briefly describes the architecture and the algorithm, and then focuses on the details of the implementation and performance analysis of ASETS and SETSA. Preliminary results indicate that ASETS delivers substantial performance improvement for HPCaaS as the degree of multi-tenancy increases. this result is significant since it indicates both the users and the cloud service providers can benefit from ASETS.

关键词： Cloud computing Task Scheduling HPCaaS Software-Defined networking

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A framework of analyzing border crossing transportation data

A framework of analyzing border crossing transportation data

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IEEE international conference on Smart City, SmartCity 2015

作者： Wang, Haibo Huo, Da Xu, Yaquan Sanchez School of Business Texas A and M International University Laredo United States School of International Trade and Economics Central University of Finance and Economics Beijing China School of Science and Technology Georgia Gwinnett College Lawrenceville United States

ISBN: (纸本)9781509018932

In this paper, authors present a framework on developing a comprehensive system to analyze border crossing transportation using an open-source meta-data acquisition and aggregation tool. It is a platform integration approach based on Hadoop, MapReduce and MongoDB to consolidate databases from both U. S. and Mexico. We design data-driven XML schema for tagging the data entries from different sources with different formats, and implement a package using open-source software R to aggregate XML-transformed data into time and space dimensions. then the transformed data is analyzed by a Difference-in-Difference (DiD) estimation model to understand the behavior of border crossing transportation. © 2015 IEEE.

关键词： Big data

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A Precise Metamodel for Open Cloud computing Interface 8

A Precise Metamodel for Open Cloud Computing Interface

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IEEE 8th international conference on Cloud computing

作者： Merle, Philippe Barais, Olivier Parpaillon, Jean Plouzeau, Noel Tata, Samir Inria Lille Nord Europe Villeneuve Dascq France IRISA Inria Rennes Bretagne Atlantique Rennes France Inst Mines Telecom Telecom SudParis UMR CNRS Samovar Evry France

ISBN: (纸本)9781467372879

Open Cloud computing Interface (OCCI) proposes one of the first widely accepted, community-based, open standards for managing any kinds of cloud resources. But as it is specified in natural language, OCCI is imprecise, ambiguous, incomplete, and needs a precise definition of its core concepts. Indeed, the OCCI Core Model has conceptual drawbacks: an imprecise semantics of its type classification system, a nonextensible data type system for OCCI attributes, a vague and limited extension concept and the absence of a configuration concept. To tackle these issues, this paper proposes a precise metamodel for OCCI. this metamodel defines rigourously the static semantics of the OCCI core concepts, of a precise type classification system, of an extensible data type system, and of both extension and configuration concepts. this metamodel is based on the Eclipse Modeling Framework (EMF), its structure is encoded with Ecore and its static semantics is rigourously defined with Object Constraint Language (OCL). As a consequence, this metamodel provides a concrete language to precisely define and exchange OCCI models. the validation of our metamodel is done on the first world-wide dataset of OCCI extensions already published in the literature, and addressing inter-cloud networking, infrastructure, platform, application, service management, cloud monitoring, and autonomic computing domains, respectively. this validation highlights simplicity, consistency, correctness, completeness, and usefulness of the proposed metamodel.

关键词： Cloud computing Cloud Modeling Open Cloud computing Interface Metamodeling

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A Tablet-Class Cloud Architecture for Remote Execution and Interactive Data Analysis 8

A Tablet-Class Cloud Architecture for Remote Execution and I...

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IEEE 8th international conference on Intelligent Data Acquisition and Advanced computing System-Technology and Applications (IDAACS)

作者： Hiromoto, Robert E. Veluppillai, Tevaganthan Univ Idaho Idaho Falls ID 83402 USA

ISBN: (纸本)9781467383615

An open source private cloud architecture environment is described that supports tablet-class computer devices as clients. the cloud architecture employs a Metadata server, Data servers, and Compute servers. the private cloud clients are treated as a limited resource device: limited in memory, view space and computing power. the client tablet makes requests to the Metadata server that maintains a dictionary of category specific information and services that reside on registered Data and Computeservers. the software architecture is a Java based Web server. In addition, support for interactive user apps are introduced by deploying a paired producer/consumer used to coordinating the data transfer between the client and server machines. the software architecture has been tested and the source is available for public access.

关键词： Producer consumer architecture socket programming distributed applications tablet devices big data transfer

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Kafka and its Using in High-throughput and Reliable Message Distribution 8

Kafka and its Using in High-throughput and Reliable Message ...

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8th international conference on Intelligent Networks and Intelligent Systems (ICINIS)

作者： Wang, Zhenghe Dai, Wei Wang, Feng Deng, Hui Wei, Shoulin Zhang, Xiaoli Liang, Bo Kunming Univ Sci & Technol Yunnan Key Lab Comp Technol Applicat Kunming 650500 Yunnan Peoples R China

ISBN: (纸本)9781467382212

Nowadays, with the rapid development of distributed computing, message distribution has been more and more important to distributed systems. Kafka was developed to collect and distribute massive messages for distributed systems. It is a high-throughput distributed messaging system. Kafka can always keep stable performance even if it processes millions of messages per second. Messages are persistent in Kafka, and Kafka is able to scale out easily. Besides, it is suitable for both online and offline processing simultaneously. Existing messaging systems all have some disadvantages. In comparison with these messaging systems, Kafka has superior performance. therefore, Kafka has already been successfully used in production by some companies for a certain time. though Kafka is still able to be improved in some aspects, it's expected to have broad development prospects.

关键词： distributed messaging high-throughput data processing

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UI delegation: the 3rd dimension for cross-platform user interfaces 8

UI delegation: The 3rd dimension for cross-platform user int...

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8th international conference on Advances in Computer-Human Interactions, ACHI 2015

作者： Gobena, Dagmawi Lemma Gomes, Abel Ejigu, Dejene Addis Ababa University IT Doctoral Program Addis Ababa Ethiopia University of Beira Interior Covilhã Portugal

ISBN: (纸本)9781612083827

Two of the prominent dimensions behind the development of cross-platform UIs are the UI distribution and UI migration. In UI distribution, since UI elements of a given application has to be distributed across more than one device, some UI elements can be even duplicated. In UI migration, the description and construction of UI elements are centralized using a client-server model of computing over a computer network. thus, we end up having limitations with respect to scalability and maintainability of the computing environment. Also, UI distribution and migration mostly support explicit HCI for interactive systems. However, in ubiquitous computing, implicit HCI is the most desired interaction approach. In this paper, we present the theoretical concept of UI delegation as the third dimension that ideally supports implicit HCI and trans-modality by assuring autonomy of the platforms using a peer-to-peer model. Copyright © IARIA, 2015.

关键词： Ubiquitous computing

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Efficient replication for distributed fault tolerant memory 15

Efficient replication for distributed fault tolerant memory

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8th ACM international Systems and Storage conference, SYSTOR 2015

作者： Bhagwat, Deepavali Kumar, Chethan Vaghani, Satyam PernixData Inc. United States

ISBN: (纸本)9781450336079

In-memory computing aims to bring forward application data from the storage to the server's main memory. By locating the working set closer to its application, in memory, great performance gains can be achieved. Most approaches in this arena have built solutions that either need traditional applications to be re-written or require new software acquisition. We built FVP, a solution that uses RAM to seamlessly accelerate any application running in VMs across servers in a virtualized datacenter. therefore, applications need not be re-written and still reap the acceleration benefits of inmemory computing. VM I/O is absorbed by the server's memory, so the VM experiences memory latencies. However, due to the volatility of RAM, fault tolerance is essential without which our solution would be inconsequential. We discuss how we solved the practical challenges we faced when implementing a distributed Fault Tolerant Memory (DFTM) acceleration layer while preserving VM performance. We also discuss other new challenges that inmemory computing brings to our field. © Copyright 2015 by the Association for computing Machinery, Inc.

关键词： Fault tolerance

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Proceedings - 17th IEEE international conference on Computational Science and Engineering, CSE 2014, Jointly with 13th IEEE international conference on Ubiquitous computing and Communications, IUCC 2014, 13th international Symposium on Pervasive Systems, Algorithms, and Networks, I-SPAN 2014 and 8th international conference on Frontier of Computer Science and Technology, FCST 2014

Proceedings - 17th IEEE International Conference on Computat...

引用

17th IEEE international conference on Computational Science and Engineering, CSE 2014 - Jointly with 13th IEEE international conference on Ubiquitous computing and Communications, IUCC 2014, 13th international Symposium on Pervasive Systems, Algorithms, and Networks, I-SPAN 2014 and 8th international conference on Frontier of Computer Science and Technology, FCST 2014

ISBN: (纸本)9781479979813

the proceedings contain 327 papers. the topics discussed include: diabetes mellitus detection based on facial block texture features using the Gabor filter;classification of electrocardiogram signals with deep belief networks;combining N-gram and dependency word pair for multi-document summarization;on utilizing stochastic non-linear fractional bin packing to resolve distributed web crawling;adaptive neural network position/force hybrid control for constrained reconfigurable manipulators;vehicle state estimation using cubature kalman filter;design and development of sypinge-type magnetorheological damper;an algorithm for fractional order system identification;semi-active spiral flow channel magnetorheological damper;attitude tracking control based on adaptive sliding mode technique with double closed loop for spacecraft near small body;and theory and substantiation of z0g1 controller conquering singularity problem of output tracking for a class of nonlinear system.

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CoolCloud: A Practical Dynamic Virtual Machine Placement Framework for Energy Aware Data Centers 8

CoolCloud: A Practical Dynamic Virtual Machine Placement Fra...

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IEEE 8th international conference on Cloud computing

作者： Zhang, Zhiming Hsu, Chan-Ching Chang, Morris Iowa State Univ Ames IA 50011 USA

ISBN: (纸本)9781467372879

With the continuing growth of cloud computing services, power consumption has become one of the most challenging issues in data center environments. With the support of today's virtualization technology, the efficiency and flexibility of data center management can be greatly enhanced, creating great energy saving opportunities. However, effective energy aware design is a non-trivial task, considering the size of the data center, the dynamic fluctuation of workloads and the variation of computing resource requests. In this paper, we propose CoolCloud: a practical solution for managing the mappings of VMs to physical servers. this framework solves the problem of finding the most energy efficient way (least resource wastage and least power consumption) of placing the VMs considering their resource requirements. Experiment result demonstrates our design can effectively improve data center energy efficiency and scales well to large size data centers. Comparing with industry leading product VMware's distributed Resource Scheduler (DRS), our design offers better performance in both load balancing and power consumption.

关键词： Energy aware computing virtualization data center

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A Service-Oriented Architecture for Web Applications in e-mental health: two case studies 8

A Service-Oriented Architecture for Web Applications in e-me...

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IEEE 8th international conference on Service-Oriented computing and Applications

作者： Blaauw, Frank J. Emerencia, Ando Univ Groningen Johann Bernoulli Inst Math & Comp Sci Distributed Syst Grp NL-9700 AB Groningen Netherlands Univ Groningen Univ Med Ctr Groningen Univ Ctr Psychiat ICPE NL-9700 AB Groningen Netherlands

ISBN: (纸本)9781467394697

E-mental health applications have gained popularity recently as a result of applying developing technologies to leverage advantages over traditional care. First, e-mental health applications are inherently scalable, whereas traditional care involves one-to-one relations between patient and clinician. Second, electronic data formats can facilitate interoperability in a way that medical data on paper cannot. third, the flexibility of a web application warrants that improvements in the care program exposed through the application will immediately benefit all applicable users. For the specific domain of e-mental health, the primary source of medical data are online questionnaires, and most applications in this domain focus on viewing, filling out, and managing these questionnaires. Many distinct such applications have been developed in recent years, most of them starting from scratch and running in isolation. In this paper, we design and propose a generic architecture for e-mental health applications from two case studies. these case studies are two e-mental health applications called HowNutsAretheDutch and Leefplezier, and are used on a large scale with over 13,000 active users combined. By abstracting functionalities into reusable Service-Oriented Architecture interfaces, we can maximize data interoperability while minimizing application-specific code to facilitate rapid development of e-mental health applications.

关键词： Service-Oriented Architecture Service-Oriented computing Mental Health eHealth Service Modularity Questionnaire-based Research

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