A game theoretic formulation of the technical debt management problem in cloud systems

Georgios Skourletopoulos, C. Mavromoustakis, G. Mastorakis, J. Sahalos, J. M. Batalla, C. Dobre
{"title":"A game theoretic formulation of the technical debt management problem in cloud systems","authors":"Georgios Skourletopoulos, C. Mavromoustakis, G. Mastorakis, J. Sahalos, J. M. Batalla, C. Dobre","doi":"10.23919/ConTEL.2017.8000012","DOIUrl":null,"url":null,"abstract":"The lack of models to aid the technical debt estimation and monitoring in cloud architectures motivates the need to develop a technical debt management (TDM) theory and practical approach for effective management decision making. The cloud is a marketplace in which services and resources are leased off based on the volume of data and the number of cloud-oriented users, which affect the accuracy of the technical debt measurement. In this research paper, we propose a game theoretic formulation of the technical debt management problem on cloud-based service level. A technical debt measurement game is constructed, parameterizing the current number of players per service, while each new end-user can choose any of the offered cloud-based services. In this direction, a technical debt-inspired throttling mechanism is also discussed for resource leasing optimization and scalability. The validation tests verify the effectiveness of our approach in real-world operations, avoiding accumulated technical debt and optimizing available resources in cloud-centric systems.","PeriodicalId":410388,"journal":{"name":"2017 14th International Conference on Telecommunications (ConTEL)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 14th International Conference on Telecommunications (ConTEL)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/ConTEL.2017.8000012","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

Abstract

The lack of models to aid the technical debt estimation and monitoring in cloud architectures motivates the need to develop a technical debt management (TDM) theory and practical approach for effective management decision making. The cloud is a marketplace in which services and resources are leased off based on the volume of data and the number of cloud-oriented users, which affect the accuracy of the technical debt measurement. In this research paper, we propose a game theoretic formulation of the technical debt management problem on cloud-based service level. A technical debt measurement game is constructed, parameterizing the current number of players per service, while each new end-user can choose any of the offered cloud-based services. In this direction, a technical debt-inspired throttling mechanism is also discussed for resource leasing optimization and scalability. The validation tests verify the effectiveness of our approach in real-world operations, avoiding accumulated technical debt and optimizing available resources in cloud-centric systems.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
云系统中技术债务管理问题的博弈论表述
由于缺乏模型来帮助云架构中的技术债务评估和监控,因此需要开发技术债务管理(TDM)理论和实践方法,以实现有效的管理决策。云是一个市场,在这个市场中,服务和资源是根据数据量和面向云的用户数量出租的,这会影响技术债务度量的准确性。在本文中,我们提出了基于云服务水平的技术债务管理问题的博弈论表述。构建了一个技术债务度量游戏,参数化每个服务的当前玩家数量,而每个新的最终用户可以选择任何提供的基于云的服务。在这个方向上,还讨论了一种技术债务激励的节流机制,用于资源租赁优化和可扩展性。验证测试验证了我们的方法在实际操作中的有效性,避免了累积的技术债务,并优化了以云为中心的系统中的可用资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
The future of optical interconnects for data centers: A review of technology trends Introducing a framework for reporting Behavioral Informatics interventions An approach to user interactions with IoT-enabled spaces Towards context classification and reasoning in IoT Real-time wireless UWB sensor network for person monitoring
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1