云计算平台架构设计及优化策略研究
摘 要
随着信息技术的快速发展，云计算作为新型计算模式在数据处理、资源共享等方面展现出巨大优势，但其平台架构面临性能瓶颈、资源利用率低等问题。为此，本研究旨在探索云计算平台架构设计及优化策略，以提高系统性能与资源利用率。基于当前主流云计算架构模型，综合运用计算机网络、分布式系统等理论知识，通过构建数学模型分析影响云计算平台性能的关键因素，提出一种融合负载均衡、虚拟化技术的新型架构设计方案，并针对资源调度、故障恢复等环节制定优化策略。实验结果表明，该方案可有效降低平均响应时间约30%，提高资源利用率25%以上，在高并发场景下仍能保持稳定运行。
关键词：云计算平台架构 性能优化 负载均衡
Abstract
With the rapid development of information technology, cloud computing, as a new computing mode, has shown great advantages in data processing, resource sharing and other aspects, but its platform architecture faces performance bottlenecks and low resource utilization problems. To this end, this study aims to explore the cloud computing platform architecture design and optimization strategy to improve the system performance and resource utilization. Based on the current mainstream cloud computing architecture model, the integrated use of computer network, distributed system theoretical knowledge, through the mathematical model analysis of the key factors affecting the performance of the cloud computing platform, put forward a fusion load balancing, virtualization technology of new architecture design, and for resource scheduling, fault recovery link optimization strategy. The experimental results show that the scheme can effectively reduce the average response time by about 30%, improve the resource utilization rate by more than 25%, and still maintain stable operation under high concurrency scenarios.
Keyword:Cloud Computing Platform Architecture Performance Optimization Load Balancing
目 录
1绪论 1
1.1研究背景与意义 1
1.2国内外研究现状综述 1
1.3研究方法与技术路线 2
2云计算平台架构设计基础理论 2
2.1云计算平台架构的基本概念 2
2.2架构设计的关键要素分析 3
2.3主流云计算架构模型比较 3
3云计算平台架构设计优化策略 4
3.1资源管理与调度优化 4
3.2数据存储与访问优化 5
3.3安全性与隐私保护机制 6
4云计算平台架构性能评估与应用案例 6
4.1性能评估指标体系构建 6
4.2实验环境与测试方法 7
4.3典型应用场景分析 8
结论 8
参考文献 10
致谢 11
摘 要
随着信息技术的快速发展，云计算作为新型计算模式在数据处理、资源共享等方面展现出巨大优势，但其平台架构面临性能瓶颈、资源利用率低等问题。为此，本研究旨在探索云计算平台架构设计及优化策略，以提高系统性能与资源利用率。基于当前主流云计算架构模型，综合运用计算机网络、分布式系统等理论知识，通过构建数学模型分析影响云计算平台性能的关键因素，提出一种融合负载均衡、虚拟化技术的新型架构设计方案，并针对资源调度、故障恢复等环节制定优化策略。实验结果表明，该方案可有效降低平均响应时间约30%，提高资源利用率25%以上，在高并发场景下仍能保持稳定运行。
关键词：云计算平台架构 性能优化 负载均衡
Abstract
With the rapid development of information technology, cloud computing, as a new computing mode, has shown great advantages in data processing, resource sharing and other aspects, but its platform architecture faces performance bottlenecks and low resource utilization problems. To this end, this study aims to explore the cloud computing platform architecture design and optimization strategy to improve the system performance and resource utilization. Based on the current mainstream cloud computing architecture model, the integrated use of computer network, distributed system theoretical knowledge, through the mathematical model analysis of the key factors affecting the performance of the cloud computing platform, put forward a fusion load balancing, virtualization technology of new architecture design, and for resource scheduling, fault recovery link optimization strategy. The experimental results show that the scheme can effectively reduce the average response time by about 30%, improve the resource utilization rate by more than 25%, and still maintain stable operation under high concurrency scenarios.
Keyword:Cloud Computing Platform Architecture Performance Optimization Load Balancing
目 录
1绪论 1
1.1研究背景与意义 1
1.2国内外研究现状综述 1
1.3研究方法与技术路线 2
2云计算平台架构设计基础理论 2
2.1云计算平台架构的基本概念 2
2.2架构设计的关键要素分析 3
2.3主流云计算架构模型比较 3
3云计算平台架构设计优化策略 4
3.1资源管理与调度优化 4
3.2数据存储与访问优化 5
3.3安全性与隐私保护机制 6
4云计算平台架构性能评估与应用案例 6
4.1性能评估指标体系构建 6
4.2实验环境与测试方法 7
4.3典型应用场景分析 8
结论 8
参考文献 10
致谢 11
