云计算:成本、安全性和性能

Jeremiah Bolin, Mengkun Yang
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引用次数: 1

摘要

云计算系统面临着部署成本、安全性、性能等多方面的挑战。本项目探讨了这些挑战以及解决这些挑战的方法。部署成本是云计算面临的一个严峻挑战。支持潜在数百万用户所需的高网络带宽是导致云服务提供商成本上升的一个关键因素。为了减少带宽消耗,像Angular这样的轻量级框架已经被开发出来,通过允许客户端优化和解释数据,而不是通过网络发送大文件,来减少传输所需数据所需的带宽。视频流编解码器已经适应了保持高质量的图像,同时降低了传输高清晰度视频所需的带宽。安全性是云服务的一个至关重要的方面。当用户的数据在不安全的网络上传输时,有被拦截的风险。解决网络安全问题的方法包括数据加密和使用虚拟专用网(vpn)。加密可以防止私有数据泄露给不需要的用户,但代价是相对较高的计算开销。vpn允许数据通过在公共底层网络上定义的子网在经过身份验证的端点之间安全地传递。除了网络之外,云服务器本身也可能容易受到内部和外部的安全攻击。内部攻击可以是流氓管理员,利用云漏洞,并使用云进行“恶意活动”。损害范围从窃取未受保护的文件到使用服务器作为攻击其他组织或用户的工具。外部攻击包括跨站点脚本、信息泄漏和不当处理、身份验证和会话管理中断、无法限制Web访问、不正确的数据验证、不安全的通信和恶意文件执行。为了解决云服务器上的安全问题,已经开发了各种技术,包括带加密的存储、防火墙、包过滤器以及虚拟局域网。性能是云计算中另一个非常重要的问题。导致性能差的因素有很多,包括对连接两端硬件资源的使用不当,以及网络延迟。从硬件方面来看,为了提高读写速度,减少访问时间,人们一直在努力提高性能,转向基于闪存的存储。此外,并行计算允许在相同的时间内完成更多的工作,并且大大有利于并行运行数千个系统的大型云服务器系统。在离最终用户更近的地方部署小型数据中心可以帮助显著减少用户感知到的延迟以及主数据中心的工作负载,但代价是云服务提供商和内容分发网络的部署费用增加。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cloud computing: cost, security, and performance
The cloud computing systems face challenges from various aspects, including deployment cost, security, and performance. This project surveys these challenges and the approaches to addressing them. Deployment cost is an intense challenge to cloud computing. The high network bandwidth required to support potentially millions of users is a key aspect that leads to the rising costs for cloud service providers. To alleviate the bandwidth consumption, lightweight frameworks such as Angular have been developed to reduce the bandwidth necessary to transmit the required data by allowing clients to optimize and interpret the data rather than sending large files over a network. Video streaming codecs have adapted to keep high quality images, while lowering the amount of bandwidth needed to deliver the high definition video. Security is a critically important aspect of cloud services. User's data is at risk of being intercepted when it is transmitted across an unsecured network. Approaches to solving the problem of network security include data encryption and the use of Virtual Private Network (VPNs). Encryption prevents private data from leaking to unwanted users, with the cost of relatively high computational overhead. VPNs allow data to be delivered securely between authenticated end-points via a sub-network defined over a public underlying network. In addition to the networks, cloud servers themselves may be vulnerable to security attacks, both internally and externally. Internal attacks can be rogue administrators, exploiting cloud vulnerabilities, and using the cloud to conduct "nefarious activity". The damages range from stealing unprotected files to using the servers as tools to attack other organizations or users. External attacks include cross site scripting, information leakage and improper handling, broken authentication and session management, failure to restrict Web access, improper data validation, insecure communications, and malicious file execution. To resolve the security concerns on the cloud servers, various technologies have been developed, including storage with encryption, firewalls, packet filters, as well as virtual local area networks. Performance is another very important issue in cloud computing. Poor performance can be caused by various factors, including improper use of hardware resources on either end of the connection, and the network latency. From the hardware aspect, an effort to improve performance has been the move towards flash-based storage in order to increase read/write speeds and therefore decrease access times. In addition, parallel computing allows more work to be done in the same amount of time and significantly benefits large cloud server systems that run thousands of systems in parallel. Deploying small data centers closer to the end-users can help significantly reduce the latency perceived by users as well as the workload on the main datacenters, at the cost of increased deployment expense for cloud service providers and content distribution networks.
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