[1]张康,喻瑛,王伟杰. 基于MapReduce框架的航班串编制算法[J].计算机技术与发展,2017,27(03):142-146.
 ZHANG Kang,YU Ying,WANG Wei-jie. Flight String Compilation Algorithm Based on MapReduce Frame[J].,2017,27(03):142-146.
点击复制

 基于MapReduce框架的航班串编制算法()
分享到:

《计算机技术与发展》[ISSN:1006-6977/CN:61-1281/TN]

卷:
27
期数:
2017年03期
页码:
142-146
栏目:
应用开发研究
出版日期:
2017-03-10

文章信息/Info

Title:
 Flight String Compilation Algorithm Based on MapReduce Frame
文章编号:
1673-629X(2017)03-0142-05
作者:
 张康喻瑛王伟杰
 上海大学 机电工程与自动化学院
Author(s):
 ZHANG KangYU YingWANG Wei-jie
关键词:
 MapReduce框架Hadoop平台航班串编制大数据
Keywords:
 MapReduce frameworkHadoop platformflight string compilationbig data
分类号:
TP305
文献标志码:
A
摘要:
 为解决小规模航班串编制问题,提出一种简单的非分布式算法,并在单机运行平台进行测试.然而,随着民航企业的迅速发展,航班数量不断增加,非分布式的航班串编制算法已经无法满足实际生产需求.为解决大规模航班串编制问题,提出另外两种基于MapReduce框架的分布式航班串编制算法.第一种算法将简单的非分布式算法扩展到MapRe-duce框架,解决大规模航班串编制问题;第二种算法在第一种算法的基础上进一步改进,优化Map和Reduce的处理流程,删除第一种算法中的迭代过程,充分发挥MapReduce框架的批处理优势.搭建Hadoop平台进行验证,实验结果表明,提出的两种分布式算法中,第二种算法即改进后的分布式算法,较之简单的非分布式算法和第一种分布式算法,能够有效提高大规模航班串编制效率.
Abstract:
 A simple algorithm without distribution is proposed to solve the small scale flight string compilation problem and tested on stand-alone operation platform. However,with the rapid development of civil aviation enterprises and the rising number of flights,the simple algorithm has been unable to meet the requirement of practical production. Two new distributed flight string compilation algorithms based on MapReduce frame are proposed. The first one is extended from the simple algorithm to solve the large scale flight string compil-ation problem. And the second is made further improvements on the basis of the former where the processes of Map and Reduce are sim-plified and the iteration is deleted. A Hadoop platform is constructed to verify these algorithms. Results shows that compared to the simple algorithm and the first distributed algorithm,the second improved algorithm could effectively improve the efficiency of compiling flight string with large scale flights.

相似文献/References:

[1]张志宏,吴庆波,邵立松,等.基于飞腾平台TOE协议栈的设计与实现[J].计算机技术与发展,2014,24(07):1.
 ZHANG Zhi-hong,WU Qing-bo,SHAO Li-song,et al. Design and Implementation of TCP/IP Offload Engine Protocol Stack Based on FT Platform[J].,2014,24(03):1.
[2]梁文快,李毅. 改进的基因表达算法对航班优化排序问题研究[J].计算机技术与发展,2014,24(07):5.
 LIANG Wen-kuai,LI Yi. Research on Optimization of Flight Scheduling Problem Based on Improved Gene Expression Algorithm[J].,2014,24(03):5.
[3]黄静,王枫,谢志新,等. EAST文档管理系统的设计与实现[J].计算机技术与发展,2014,24(07):13.
 HUANG Jing,WANG Feng,XIE Zhi-xin,et al. Design and Implementation of EAST Document Management System[J].,2014,24(03):13.
[4]侯善江[],张代远[][][]. 基于样条权函数神经网络P2P流量识别方法[J].计算机技术与发展,2014,24(07):21.
 HOU Shan-jiang[],ZHANG Dai-yuan[][][]. P2P Traffic Identification Based on Spline Weight Function Neural Network[J].,2014,24(03):21.
[5]李璨,耿国华,李康,等. 一种基于三维模型的文物碎片线图生成方法[J].计算机技术与发展,2014,24(07):25.
 LI Can,GENG Guo-hua,LI Kang,et al. A Method of Obtaining Cultural Debris’ s Line Chart Based on Three-dimensional Model[J].,2014,24(03):25.
[6]翁鹤,皮德常. 混沌RBF神经网络异常检测算法[J].计算机技术与发展,2014,24(07):29.
 WENG He,PI De-chang. Chaotic RBF Neural Network Anomaly Detection Algorithm[J].,2014,24(03):29.
[7]刘茜[],荆晓远[],李文倩[],等. 基于流形学习的正交稀疏保留投影[J].计算机技术与发展,2014,24(07):34.
 LIU Qian[],JING Xiao-yuan[,LI Wen-qian[],et al. Orthogonal Sparsity Preserving Projections Based on Manifold Learning[J].,2014,24(03):34.
[8]尚福华,李想,巩淼. 基于模糊框架-产生式知识表示及推理研究[J].计算机技术与发展,2014,24(07):38.
 SHANG Fu-hua,LI Xiang,GONG Miao. Research on Knowledge Representation and Inference Based on Fuzzy Framework-production[J].,2014,24(03):38.
[9]叶偲,李良福,肖樟树. 一种去除运动目标重影的图像镶嵌方法研究[J].计算机技术与发展,2014,24(07):43.
 YE Si,LI Liang-fu,XIAO Zhang-shu. Research of an Image Mosaic Method for Removing Ghost of Moving Targets[J].,2014,24(03):43.
[10]余松平[][],蔡志平[],吴建进[],等. GSM-R信令监测选择录音系统设计与实现[J].计算机技术与发展,2014,24(07):47.
 YU Song-ping[][],CAI Zhi-ping[] WU Jian-jin[],GU Feng-zhi[]. Design and Implementation of an Optional Voice Recording System Based on GSM-R Signaling Monitoring[J].,2014,24(03):47.
[11]唐浩[],杨余旺[],辛智斌[]. 基于MapReduce的单遍K-means聚类算法[J].计算机技术与发展,2017,27(09):26.
 TANG Hao[],YANG Yu-wang[],XIN Zhi-bin[]. A Single-pass K-means Clustering Algorithm with MapReduce[J].,2017,27(03):26.

更新日期/Last Update: 2017-05-18