Monte Carlo Simulation Based on Cloud Computing

Abstract

Abstract:

Abstract: In order to improve operational efficiency and accuracy of Monte Carlo simulation algorithm, we need to establish a computing environment that it has characteristics of highaccuracy, high efficiency, easy to expand, easy to use. In this paper, according to the characteristics that cloud computing can increase flexible compute nodes, building the Symphony DE parallel software on a private cloud environment in local, achieving Monte Carlo simulation make use of program in Excel, through increasing the number of computing nodes, we can compare computational efficiency with computational accuracy. The results show that operational efficiency is greatly improved and calculation results are more accurate calculations.

Key words:

Key words: Monte Carlo simulation, cloud computing, Symphony DE, Excel

CLC Number:

TP393

WANG Xuying, YAN Chong. Monte Carlo Simulation Based on Cloud Computing[J]. Computer and Modernization, 2014, 0(4): 168-171.

References

［1］

童继平，韩正姝. 蒙特卡罗方法与计算机模拟研究［J］. 计算机与农业， 2000(7)：1721.

［2］邵伟. 蒙特卡洛方法及在一些统计模型中的应用［D］. 济南:山东大学， 2012.

［3］宗凤喜，李如兵. 利用蒲丰(Buffon)投针问题在Excel中模拟π值［J］. 科技信息， 2012(34)：580.

［4］许淑艳，刘保杰，Li Qin. 核技术应用研究中的蒙特卡罗计算问题［J］. 核技术， 2007,30(7)：597600.

［5］颜清，彭小平. 应用Excel处理实验数据［J］. 计算机与现代化， 2004(4):105107.

［6］ Vaquero L， RoderoMarino L， Caceres J， et al. A break in the clouds：Towards a cloud definition［J］. SIGCOMM Computer Communication Review， 2009，39(1)：5055.

［7］ Geelan J. Twenty One Experts Define Cloud Computing.Virtualization［EB/OL］. 20080801.

［8］ Buyya R， Yeo C S， Venugopal S. Marketoriented cloud computing: Vision，hype，and reality for delivering it services as computing utilities［C］// Proceedings of the 10th IEEE International Conference on High Performance Computing and Communications. 2008:513.

［9］柏磊，龙涛. 巧用Excel高效处理数据［J］. 河北工业科技， 2011，6(1)：203205.

［10］陈邓安,丛中旖,王子明. 在效能分析中应用Excel数据分析模块进行蒙特卡罗模拟［J］. 科学技术与工程， 2012，12(2)：397401.

［11］郭涛. Platform：给云计算一个平台［N］. 中国计算机报， 20110613.

［12］汪俭华，冯锡炜，张永攀，等. 基于云计算的蒙特卡罗模拟分析［J］. 电子设计工程， 2012，8(19)：308311.

[1]	HE Yu-peng, TAO Yong, WANG Bing-heng, ZHAO Ying-nan. Research Status and Prospect of Edge Computing in Smart Distribution Network [J]. Computer and Modernization, 2023, 0(08): 87-92.
[2]	YANG Bo, XU Sheng-chao. Security Protection Method of Cloud Network Special Line Scenarios Based on SRv6#br# Service Chain [J]. Computer and Modernization, 2023, 0(08): 107-111.
[3]	MAO Ming-yang, XU Sheng-chao. Communication Terminal Attack Behavior Identification Algorithm Based on Trusted Cloud Computing#br# [J]. Computer and Modernization, 2022, 0(11): 37-42.
[4]	CAO Yu, LI Xiao-hui, LIU Zhong-lin, JIA He, FEI Zhi-wei. Review of Big Data Workflow Orchestration and Management System in Cloud Environment [J]. Computer and Modernization, 2022, 0(01): 41-53.
[5]	ZHANG Xiao-min. An Attribute-based Multi-keyword Searchable Scheme Based on Bloom Filters [J]. Computer and Modernization, 2021, 0(08): 104-111.
[6]	DENG Bin-tao, XU Sheng-chao. A Differential Evolution K-mediods Clustering Algorithm Based on Dynamic Gemini Population [J]. Computer and Modernization, 2021, 0(07): 54-59.
[7]	WU Jun-cai, LIU Xue-fang . Digital Resource Allocation Based on Cloud Computing and Deep Belief Network [J]. Computer and Modernization, 2021, 0(05): 78-82.
[8]	LU Ge-hao, YANG Dan-ni. Development Status and Prospect of Blockchain as a Service [J]. Computer and Modernization, 2020, 0(10): 31-35.
[9]	LIANG Ci1, CHEN Shi-ping2. Packet Drift Strategy Based on Packet Cluster Mapping Architecture [J]. Computer and Modernization, 2019, 0(11): 112-.
[10]	DING Shun1, CHEN Shi-ping2. Construction and Application of Experimental Platform #br# Based on Packet Cluster Mapping Mechanism [J]. Computer and Modernization, 2019, 0(11): 120-.
[11]	WEN Ting-ting, LI Hong-zhe. Elastic Load Balancing Algorithm for Cloud Computing Service [J]. Computer and Modernization, 2019, 0(10): 28-.
[12]	YUAN Min-fu, LI Yin， CHEN Sheng-jian， ZHENG Xiang-wei. Cloud platform Based Blockchain Networking and Data Storage Mechanism [J]. Computer and Modernization, 2019, 0(09): 46-.
[13]	WANG Shao-qiang, WANG Yu. New Data Processing System Based on Edge Computing [J]. Computer and Modernization, 2019, 0(07): 15-.
[14]	ZHOU Bo1， LI Ya-qiong1， LIU Yong-bo1， LI Shou-chao1， SONG Yun-kui2. Deadline Constrained MapReduce Jobs Scheduling for Cloud Computing [J]. Computer and Modernization, 2018, 0(11): 51-.
[15]	WANG Xu1,2, NI Hong2, HAN Rui2. Auction-based Resource Match Algorithm in Data Centers [J]. Computer and Modernization, 2018, 0(10): 114-.