基于马尔可夫决策过程的面向服务体系结构恢复策略建模

Dongeun Lee, Heonshik Shin, Eunjeong Park
{"title":"基于马尔可夫决策过程的面向服务体系结构恢复策略建模","authors":"Dongeun Lee, Heonshik Shin, Eunjeong Park","doi":"10.1109/HASE.2011.25","DOIUrl":null,"url":null,"abstract":"Service-oriented architecture (SOA) requires fault-tolerant implementation because the heterogeneous nature of services is likely to cause faults and failures. Focusing on the runtime re-composition and exception handling strategies for execution faults, we propose a recovery model in SOA using a Markov decision process (MDP). Various ¡®quality of service' (QoS) criteria and possible recovery strategies can be incorporated into our model to determine the optimal policy, which entails cost optimization in service selection. We show how a typical SOA scenario can be translated into our model and how an optimal policy can be determined. Analytical results reveal the usefulness of our approach as compared to sole consideration of service cost. We also analyze the rationale for the selection of the optimal policy.","PeriodicalId":403140,"journal":{"name":"2011 IEEE 13th International Symposium on High-Assurance Systems Engineering","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Modeling Recovery Strategies in Service-Oriented Architecture Using a Markov Decision Process\",\"authors\":\"Dongeun Lee, Heonshik Shin, Eunjeong Park\",\"doi\":\"10.1109/HASE.2011.25\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Service-oriented architecture (SOA) requires fault-tolerant implementation because the heterogeneous nature of services is likely to cause faults and failures. Focusing on the runtime re-composition and exception handling strategies for execution faults, we propose a recovery model in SOA using a Markov decision process (MDP). Various ¡®quality of service' (QoS) criteria and possible recovery strategies can be incorporated into our model to determine the optimal policy, which entails cost optimization in service selection. We show how a typical SOA scenario can be translated into our model and how an optimal policy can be determined. Analytical results reveal the usefulness of our approach as compared to sole consideration of service cost. We also analyze the rationale for the selection of the optimal policy.\",\"PeriodicalId\":403140,\"journal\":{\"name\":\"2011 IEEE 13th International Symposium on High-Assurance Systems Engineering\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-11-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2011 IEEE 13th International Symposium on High-Assurance Systems Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/HASE.2011.25\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 IEEE 13th International Symposium on High-Assurance Systems Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HASE.2011.25","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

面向服务的体系结构(SOA)需要容错实现,因为服务的异构特性很可能导致错误和失败。针对执行错误的运行时重组和异常处理策略,我们提出了一个使用马尔可夫决策过程(MDP)的SOA恢复模型。各种“服务质量”(QoS)标准和可能的恢复策略可以纳入我们的模型以确定最优策略,这需要在服务选择中进行成本优化。我们将展示如何将典型的SOA场景转换为我们的模型,以及如何确定最佳策略。分析结果表明,与只考虑服务成本相比,我们的方法是有用的。我们还分析了选择最优策略的基本原理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling Recovery Strategies in Service-Oriented Architecture Using a Markov Decision Process
Service-oriented architecture (SOA) requires fault-tolerant implementation because the heterogeneous nature of services is likely to cause faults and failures. Focusing on the runtime re-composition and exception handling strategies for execution faults, we propose a recovery model in SOA using a Markov decision process (MDP). Various ¡®quality of service' (QoS) criteria and possible recovery strategies can be incorporated into our model to determine the optimal policy, which entails cost optimization in service selection. We show how a typical SOA scenario can be translated into our model and how an optimal policy can be determined. Analytical results reveal the usefulness of our approach as compared to sole consideration of service cost. We also analyze the rationale for the selection of the optimal policy.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信