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A BDI agent-based approach for Cloud Application autonomic management

机译:基于BDI代理的云应用程序自治管理方法

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Cloud endows application with the ability of controlling runtime environment dynamically. Comparing with traditional one, Cloud APPlication (CAPP) could be more dynamic and autonomic. However, enabling CAPP to handle problems such as performance optimization or resources utility efficiency improvement in complex cloud environment with existing technologies is difficult and problematic. To address this problem, we propose a BDI (Belief-Desire-Intention) model and multi-agent oriented approach to decouple autonomous management functionality with CAPP, and simplify the management policy configuration process. We use the BDI agent paradigm to specify application and environment fact as belief, the CAPP's SLOs (Service Level Objectives) and Cloud Environment (CE) resources utility improvement desire as goal, means to achieve goal as action plan. A BDI agent oriented architecture and a Bayesian Network based belief inference model for the process of reasoning in intelligent agent is proposed to tackle CAPP autonomic management problem in cloud environment also. A prototype of this design is applied to automatically manage several multi-tiered web applications running in cloud environment to demonstrate the effectiveness of our design.
机译:云赋予应用程序动态控制运行时环境的能力。与传统的云应用程序相比,云应用程序(CAPP)可能更具动态性和自主性。但是,使用现有技术在复杂的云环境中使CAPP能够处理诸如性能优化或资源使用效率提高之类的问题既困难又成问题。为了解决这个问题,我们提出了一种BDI(Belief-Desire-Intention)模型和面向多主体的方法,以将自治管理功能与CAPP分离,并简化管理策略配置过程。我们使用BDI代理范式将应用程序和环境事实指定为信念,将CAPP的SLO(服务水平目标)和云环境(CE)资源效用改进需求作为目标,将达到目标的手段作为行动计划。针对云环境下的CAPP自主管理问题,提出了一种面向BDI智能体的体系结构和基于贝叶斯网络的智能推理过程的信念推理模型。此设计的原型被应用于自动管理在云环境中运行的多个多层Web应用程序,以证明我们设计的有效性。

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