摘 要
本文旨在探讨基于云计算的大规模数据存储与处理技术研究。首先，介绍了云计算技术的概念、分类和核心技术。然后，重点讨论了大规模数据存储技术和大规模数据处理技术的研究现状和发展趋势。具体而言，讨论了存储技术发展历程、大规模数据存储系统的架构和性能优化策略，以及数据处理技术的发展历程、处理框架和算法。最后，提出了云计算在大数据分析和物联网应用中的研究进展，并对未来的研究方向进行了展望。随着信息化浪潮的不断推进，数据量呈爆炸式增长，传统计算和存储方式面临严峻挑战，云计算已成为解决大规模数据存储和处理的一项重要技术。同时，为了更好地响应社会发展需求，研究人员也在不断探索和发展大规模数据存储和处理技术，以应对越来越复杂的数据处理和分析任务。相信本论文的研究成果和思路将为大规模数据存储、处理及应用提供必要的理论支撑和实践借鉴。
关键词：云计算；大数据存储；大数据处理
Abstract
The purpose of this paper is to explore the research of large-scale data storage and processing technology based on cloud computing. Firstly, it introduces the concept, classification and core technology of cloud computing technology. Then, the research status and development trend of large-scale data storage technology and large-scale data processing technology are discussed. Specifically, the development of storage technology, the architecture and performance optimization strategy of large-scale data storage system, and the development of data processing technology, processing fr amework and algorithm are discussed. Finally, the research progress of cloud computing in big data analysis and Internet of Things application is presented, and the future research direction is prospected. With the continuous advancement of the information wave, the amount of data is increasing explosively, and the traditional computing and storage methods are facing severe challenges. Cloud computing has become an important technology to solve the problem of large-scale data storage and processing. At the same time, in order to better respond to the needs of social development, researchers are constantly exploring and developing large-scale data storage and processing technologies to cope with increasingly complex data processing and analysis tasks. It is believed that the research results and ideas of this paper will provide necessary theoretical support and practical reference for large-scale data storage, processing and application.
Key words: Cloud computing; Big data storage; Big data processing
目 录
一、绪论 1
（一）研究背景 1
（二）研究目的和意义 1
（三）国内外研究现状分析 1
二、云计算技术的概述 3
（二）云计算的定义与特点 3
（二）云计算的分类 3
（三）云计算的核心技术 4
三、大规模数据存储技术研究 5
（一）存储技术发展历程 5
（二）大规模数据存储系统的架构 5
（三）存储性能优化 6
四、大规模数据处理技术研究 8
（一）数据处理技术发展历程 8
（二）大规模数据处理框架 8
（三）大规模数据处理算法 9
五、云计算的应用研究 10
（一）大数据分析 10
（二）云计算与物联网的应用 10
5.2.1 数据采集和传输技术 10
5.2.2 数据处理和分析技术 10
结论 12
参考文献 13
本文旨在探讨基于云计算的大规模数据存储与处理技术研究。首先，介绍了云计算技术的概念、分类和核心技术。然后，重点讨论了大规模数据存储技术和大规模数据处理技术的研究现状和发展趋势。具体而言，讨论了存储技术发展历程、大规模数据存储系统的架构和性能优化策略，以及数据处理技术的发展历程、处理框架和算法。最后，提出了云计算在大数据分析和物联网应用中的研究进展，并对未来的研究方向进行了展望。随着信息化浪潮的不断推进，数据量呈爆炸式增长，传统计算和存储方式面临严峻挑战，云计算已成为解决大规模数据存储和处理的一项重要技术。同时，为了更好地响应社会发展需求，研究人员也在不断探索和发展大规模数据存储和处理技术，以应对越来越复杂的数据处理和分析任务。相信本论文的研究成果和思路将为大规模数据存储、处理及应用提供必要的理论支撑和实践借鉴。
关键词：云计算；大数据存储；大数据处理
Abstract
The purpose of this paper is to explore the research of large-scale data storage and processing technology based on cloud computing. Firstly, it introduces the concept, classification and core technology of cloud computing technology. Then, the research status and development trend of large-scale data storage technology and large-scale data processing technology are discussed. Specifically, the development of storage technology, the architecture and performance optimization strategy of large-scale data storage system, and the development of data processing technology, processing fr amework and algorithm are discussed. Finally, the research progress of cloud computing in big data analysis and Internet of Things application is presented, and the future research direction is prospected. With the continuous advancement of the information wave, the amount of data is increasing explosively, and the traditional computing and storage methods are facing severe challenges. Cloud computing has become an important technology to solve the problem of large-scale data storage and processing. At the same time, in order to better respond to the needs of social development, researchers are constantly exploring and developing large-scale data storage and processing technologies to cope with increasingly complex data processing and analysis tasks. It is believed that the research results and ideas of this paper will provide necessary theoretical support and practical reference for large-scale data storage, processing and application.
Key words: Cloud computing; Big data storage; Big data processing
目 录
一、绪论 1
（一）研究背景 1
（二）研究目的和意义 1
（三）国内外研究现状分析 1
二、云计算技术的概述 3
（二）云计算的定义与特点 3
（二）云计算的分类 3
（三）云计算的核心技术 4
三、大规模数据存储技术研究 5
（一）存储技术发展历程 5
（二）大规模数据存储系统的架构 5
（三）存储性能优化 6
四、大规模数据处理技术研究 8
（一）数据处理技术发展历程 8
（二）大规模数据处理框架 8
（三）大规模数据处理算法 9
五、云计算的应用研究 10
（一）大数据分析 10
（二）云计算与物联网的应用 10
5.2.1 数据采集和传输技术 10
5.2.2 数据处理和分析技术 10
结论 12
参考文献 13
