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Towards deploying elastic hadoop in the cloud

Towards deploying elastic hadoop in the cloud

引用

3rd International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2011

作者： Mao, Hong Zhang, Zhenzhong Zhao, Bin Xiao, Limin Ruan, Li State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer Science and Engineering Beihang University Beijing China

ISBN: (纸本)9780769545578

The fast development of internet application is boosting the development of cloud computing, a new paradigm of provisioning computing infrastructure and services over network. In cloud computing environment, MapReduce is often used to perform scientific computing like matrix multiplication and do data mining and information extraction on massive data. Hadoop, an open-source implementation of MapReduce, is a suitable tool to parallelly deal with these kinds of applications. While current hadoop environments are mainly deployed on physical servers manually and are lack of flexibility. This paper proposes the EHAD (Elastic Hadoop Auto-Deployer) system to creates/destroys corresponding number of VM nodes and deploys/releases hadoop environment among the VM nodes for client users in service level. We also propose multithreading and VMOP (Virtual Machine Optimized Placement) to improve the service quality of EHAD. Experiments show that our EHAD system can deploy a hadoop cluster on demand in less than 300 seconds. The multithread method could shorten the time consumption of creating 28 VMs by 3 times and VMOP policy could improve the runtime performance of hadoop cluster by 9.73 percent. © 2011 IEEE.

关键词： MapReduce

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A statistical based resource allocation scheme in cloud

A statistical based resource allocation scheme in cloud

引用

2011 International Conference on Cloud and Service Computing, CSC 2011

作者： Zhang, Zhenzhong Wang, Haiyan Xiao, Limin Ruan, Li State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer Science and Engineering Beihang University Beijing China

ISBN: (纸本)9781457716362

Recently, cloud computing has emerged as a new computing paradigm on the Internet. With the development of cloud computing, enterprise data centers shift towards a utility computing model where many critical business applications share a common pool of infrastructure resources offering capacity on demand. The virtual machine with the features of strong isolation and flexible is usually assigned as the basic unit. However, as the demand of each type of VM can fluctuate independently at run time, it becomes a challenging problem to allocate data center resources to each VM to balance the workload in the cloud. In this paper, we introduce an approach (Statistic based Load Balance, SLB) that makes use of the statistical prediction and available resource evaluation mechanism to make online resource allocation decisions. Unlike the methods that balance load based on SLA (Service Level Agreement) of VMs, SLB achieves load balancing by predicting the VM's resource demand. The approach includes two parts:(1) A data analysis of on-line historical performance for forecasting the resource demand of each VM, and (2) An algorithm for choosing a proper host in the resource pool to run the VM. Experiments show that SLB can perform load balance in time, and also perform more balanced use of different resources. © 2011 IEEE.

关键词： Resource allocation

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A load-driven task scheduler with adaptive DSC for MapReduce

A load-driven task scheduler with adaptive DSC for MapReduce

引用

2011 IEEE/ACM International Conference on Green Computing and Communications, GreenCom 2011

作者： Mao, Hong Hu, Shengqiu Zhang, Zhenzhong Xiao, Limin Ruan, Li State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer Science and Engineering Beihang University Beijing China

ISBN: (纸本)9780769544663

With the rapid development of internet applications, more and more network service and commercial applications are deployed to cloud computing environment, with petabytes of data to be processed. MapReduce is one of the most famous solutions for large-scale data processing. This paper focuses on optimizing the scheduler of MapReduce framework in task level. We care about the hardware configuration and real-time workload of the nodes in a hadoop cluster and aim at shortening time cost of MapReduce jobs and improving hardware resource utilization rate. We put forward a loaddriven task scheduler which assigns tasks to TaskTrackers according to the workload of slave nodes. It is based on a Dynamic Slot Controller (DSC) that can adjust Map task Slot (MS) and Reduce task Slot (RS) of TaskTrackers running on slave nodes adaptively. Our load-driven task scheduler can shorten time consumption of MapReduce job by 14% and improve the CPU utilization rate of hadoop cluster by 34% when processing 10GB data. © 2011 IEEE.

关键词： MapReduce

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Design and implementation of virtual HPET in DVMM

Design and implementation of virtual HPET in DVMM

引用

2011 International Conference on System science, engineering Design and Manufacturing Informatization, ICSEM 2011

作者： Zhao, Bin Xiao, Limin Zhang, Zhenzhong Ruan, Li Chen, Siming State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer Science and Engineering Beihang University Beijing China

ISBN: (纸本)9781457702471

AS well as in real physical environment, time subsystem is also a vital part in the distributed virtual environment. DVMM, based on multi-nodes and achieves single system image, has faced with the challenge of the time accuracy. High Precision Event Timers which is broad supported in current Linux kernel as a system clock source and can even be used to replace of PIT and TSC, can improve the accuracy of measuring time which relies on independent counters. For the DVMM, we design and implement the simulation of HPET, which includes HPET structure, HPET initialization, and callback function. GOS detects HPET device when system starting up. Then DVMM captures this action, simulates the time measuring with HPET, and keeps time much more accurately, in order to satisfy the requirement of the application. At last, we verify the HPET module by running the GOS. © 2011 IEEE.

关键词： Timing circuits

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Location-based IP addressing in IP-enable Wireless Sensor Networks

Location-based IP addressing in IP-enable Wireless Sensor Ne...

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International Conference on Control, Automation and Systems engineering

作者： Ding, Rong Du, Haiying State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer Science and Engineering Beihang University Beijing China

ISBN: (纸本)9781457708602

Network addressing is a traditional problem in communications network. IP addressing which can fully reflect the characteristics of Wireless Sensor Network will provide good support for the design of network routing and management protocols. The location information which is important in most of WSN application can be used to simplify routing policy, and is also supported by IPv6. In this paper, we propose a location-based IP addressing protocol. We assume that nodes in Wireless Sensor Network know their current physical location;thus, this location information can be exploited to facilitate the generation of Location-based IP address. This paper describes Location-based IP addressing architecture for WSNs multicast and unicast within a local or metropolitan environment using two-dimensional address structures and analyzes the implementation in 6LoWPAN. © 2011 IEEE.

关键词： Sensor nodes

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Locating faults using multiple spectra-specific models 11

Locating faults using multiple spectra-specific models

引用

Proceedings of the 2011 ACM Symposium on Applied Computing

作者： Yu, Kai Lin, Mengxiang Gao, Qing Zhang, Hui Zhang, Xiangyu State Key Laboratory of Software Development Environment Beihang University China School of Computer Science and Engineering Beihang University China School of Mechanical Engineering and Automation Beihang University China

ISBN: (纸本)9781450301138

Spectra-based fault localization (SFL) techniques have brought encouraging results and a variety of program spectra have been proposed to locate faults. Different types of abnormal behaviors may be revealed by different kinds of spectra. Compared to techniques using single spectra type, techniques combining multiple types of spectra try to leverage the strengths of the constituent types. However, in the presence of multiple kinds of spectra, how to select adequate spectra type and build appropriate models need further investigation. In this paper, we propose an SFL technique LOUPE, which uses multiple spectra-specific models. Both control and data dependences are introduced to capture unusual behaviors of faults. In the stage of suspiciousness modeling, in contrast with previous studies, we build different models to evaluate the suspiciousness of statements for each spectra type respectively. Finally, since the fault type is unknown in advance, suspiciousness scores are calculated based on the two models. We evaluate LOUPE on the Siemens benchmark and experimental results show that our technique is promising. © 2011 ACM.

关键词： multiple spectra types spectra-specific model fault localization spectra selection multiple models

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Achieving high branch coverage with fewer paths

Achieving high branch coverage with fewer paths

引用

35th Annual IEEE International computer software and Applications Conference Workshops, COMPSACW 2011

作者： Dong, Yu Lin, Mengxiang Yu, Kai Zhou, Yi Chen, Yinli State Key Laboratory of Software Development Environment Beihang University China School of Computer Science and Engineering Beihang University China School of Mechanical Engineering and Automation Beihang University China

ISBN: (纸本)9780769544595

Symbolic execution based test generation has made progress in recent years. However, in order to scale to larger programs there are some issues to be solved. Among them, generating a set of feasible paths to achieve high coverage gets more attention. In this paper, we focus on how to increase covering efficiency while maintaining high coverage. To achieve high branch coverage efficiently, we propose a path generation approach DYNASTY. A heuristic search strategy based on branch residual is used to guide branch selection. To avoid repetitive path exploration, a data structure named path trie is introduced to store paths generated. We have implemented our approach and conducted primary experiments. Our approach achieves high branch coverage quickly on the subjects. © 2011 IEEE.

关键词： Heuristic algorithms

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Energy-based cluster-head inheritance algorithm for wireless sensor networks

Energy-based cluster-head inheritance algorithm for wireless...

引用

3rd International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2011

作者： Ding, Rong Du, Haiying Yang, Bing State Key Laboratory of Software Development Environment Beihang University Beijing 100191 China School of Computer Science and Engineering Beihang University Beijing 100191 China

ISBN: (纸本)9780769545578

Energy-efficiency is a critical factor in designing clustering protocols of Wireless Sensor networks. In this paper, we propose an Energy-based Cluster-head Inheritance Algorithm (EICA), which adopts a novel kind of CH inheritance mechanism with each cluster based on an energy threshold to balance energy cost among the network. Simulation results show that ECIA algorithm performs much better than the classical clustering algorithm LEACH and our previous work. © 2011 IEEE.

关键词： Clustering algorithms

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Large hinge width on sparse random hypergraphs

Large hinge width on sparse random hypergraphs

引用

22nd International Joint Conference on Artificial Intelligence, IJCAI 2011

作者： Liu, Tian Lin, Xiaxiang Wang, Chaoyi Su, Kaile Xu, Ke Institute of Software School of Electronics Engineering and Computer Science Peking University Beijing 100871 China State Key Laboratory of Software Development Environment Beihang University Beijing 100083 China

ISBN: (纸本)9781577355120

Consider random hypergraphs on n vertices, where each k-element subset of vertices is selected with probability p independently and randomly as a hyperedge. By sparse we mean that the total number of hyperedges is O(n) or O(n ln n). When k = 2, these are exactly the classical Erdös-Rényi random graphs G(n, p). We prove that with high probability, hinge width on these sparse random hypergraphs can grow linearly with the expected number of hyperedges. Some random constraint satisfaction problems such as Model RB and Model RD have satisfiability thresholds on these sparse constraint hypergraphs, thus the large hinge width results provide some theoretical evidence for random instances around satisfiability thresholds to be hard for a standard hinge-decomposition based algorithm. We also conduct experiments on these and other kinds of random graphs with several hundreds vertices, including regular random graphs and power law random graphs. The experimental results also show that hinge width can grow linearly with the number of edges on these different random graphs. These results may be of further interests.

关键词： Graph theory

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High performance point-multiplication for conic curves cryptosystem based on standard NAF algorithm and Chinese Remainder Theorem

High performance point-multiplication for conic curves crypt...

引用

2011 International Conference on Information science and Applications, ICISA 2011

作者： Li, Yongnan Xiao, Limin Wang, Zifeng Tian, Hongyun State Key Laboratory of Software Development Environment Beihang University Beijing 100191 China School of Computer Science and Engineering Beihang University Beijing 100191 China

ISBN: (纸本)9781424492244

This paper presents parallel point-multiplication on conic curves based on standard NAF algorithm and Chinese Remainder Theorem. All analysis of parallel methodologies should take advantage of the basic parallel algorithms of conic curves cryptosystem in our previous works. We employ standard NAF algorithm to parallel the point-multiplication over finite field Fp by adopting the pipeline technique to compute point-addition and point-double respectively. The expression of point-addition over ring Zn is deduced to declare that the parallel methodology over finite field Fp could be used over ring Zn. The operation of pointmultiplication over ring Zn is paralleled by partitioning the operation into two different finite fields based on Chinese Remainder Theorem and then combining the two temporary parameters to get the final result. After that, a quantitative performance contrast is made between sequential algorithm and parallel algorithm to show our approaches allow speeding up the point-multiplication on conic curves and reduce the time complexity. Additionally, the parallel method of paralleling point-multiplication over ring Zn introduced in this paper is also more efficient than an old parallel algorithm we proposed before. © 2011 IEEE.

关键词： Parallel algorithms

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