Cost based optimization of service compositions
Download as DOCX, PDF0 likes82 views
This document discusses cost-based optimization of service compositions. It proposes formalizing the problem of finding the optimal set of adaptations to service compositions that minimizes the total costs of SLA violations and adaptations. Previous work established runtime adaptation as a tool for SLA conformance but did not consider adaptation costs. The paper presents algorithms to solve the optimization problem and evaluates them in the PREvent framework. Experimental results show the approach reduces costs for service providers.
Cost based optimization of service compositions
- 1. Cost-Based Optimization of Service Compositions ABSTRACT: For providers of composite services, preventing cases of SLA violations is crucial. Previous work has established runtime adaptation of compositions as a promising tool to achieve SLA conformance. However, to get a realistic and complete view of the decision process of service providers, the costs of adaptation need to be taken into account. In this paper, we formalize the problem of finding the optimal set of adaptations, which minimizes the total costs arising from SLA violations and the adaptations to prevent them. We present possible algorithms to solve this complex optimization problem, and detail an end-to-end system based on our earlier work on the PREvent (prediction and prevention based on event monitoring) framework, which clearly indicates the usefulness of our model. We discuss experimental results that show how the application of our approach leads to reduced costs for the service provider, and explain the circumstances in which different algorithms lead to more or less satisfactory results. EXISTING SYSTEM: Previous work has established runtime adaptation of compositions as a promising tool to achieve SLA conformance. However, to get a realistic and complete view of
- 2. the decision process of service providers, the costs of adaptation need to be taken into account. DISADVANTAGES OF EXISTING SYSTEM: Complex optimization problem PROPOSED SYSTEM: In this paper, we contribute to the state of the art by formalizing this tradeoff as an optimization problem, with the goal of minimizing the total costs (of violations and applied adaptations) for the service provider. We argue that this formulation better captures the real goals of service providers. Additionally, we present possible algorithms to solve this optimization problem efficiently enough to be applied at composition runtime. We evaluate these algorithms within our PREVENT (prediction and prevention based on event monitoring) framework. In this paper, we formalize the problem of finding the optimal set of adaptations, which minimizes the total costs arising from SLA violations and the adaptations to prevent them.
- 3. ADVANTAGES OF PROPOSED SYSTEM: To the best of our knowledge, no approaches with the exact focus of this paper (cost-based optimization of service compositions) have been published so far. There generally is a tradeoff to consider between preventing SLA violations and the costs of doing so. Hence, a composite service provider is maximizing his own revenue by minimizing his total costs. SYSTEM ARCHITECTURE:
- 4. SYSTEM REQUIREMENTS: HARDWARE REQUIREMENTS: • System : Pentium IV 2.4 GHz. • Hard Disk : 40 GB. • Floppy Drive : 1.44 Mb. • Monitor : 15 VGA Colour. • Mouse : Logitech. • Ram : 512 Mb. SOFTWARE REQUIREMENTS: • Operating system : - Windows XP. • Coding Language : ASP.NET, C#.Net. • Data Base : SQL Server 2005 REFERENCE: Philipp Leitner, Member, IEEE, Waldemar Hummer, Student Member, IEEE, and Schahram Dustdar, Senior Member, IEEE, “Cost-Based Optimization of Service
- 5. Compositions”, IEEE TRANSACTIONS ON SERVICES COMPUTING, VOL. 6, NO. 2, APRIL-JUNE 2013.