Cost-Based Optimization of Service Compositions

被引:63
|
作者
Leitner, Philipp [1 ]
Hummer, Waldemar [1 ]
Dustdar, Schahram [1 ]
机构
[1] Vienna Univ Technol, Inst Informat Syst, Distributed Syst Grp, A-1040 Vienna, Austria
关键词
Service composition; service-level agreements; adaptation; optimization; WEB SERVICES; QOS; MIDDLEWARE;
D O I
10.1109/TSC.2011.53
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:239 / 251
页数:13
相关论文
共 50 条
  • [21] Cost-based Modeling and Optimization of Secure Matrix Multiplication in the Cloud
    Hernandez, Richard
    Akkaya, Kemal
    Homsi, Soamar
    [J]. 2024 IEEE INTERNATIONAL CONFERENCE ON SMART COMPUTING, SMARTCOMP 2024, 2024, : 109 - 116
  • [22] Ranking strategies and threats: a cost-based pareto optimization approach
    Kim, Youngdae
    You, Gae-won
    Hwang, Seung-won
    [J]. DISTRIBUTED AND PARALLEL DATABASES, 2009, 26 (01) : 127 - 150
  • [23] MapReduce Programming and Cost-based Optimization? Crossing this Chasm with Starfish
    Herodotou, Herodotos
    Dong, Fei
    Babu, Shivnath
    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2011, 4 (12): : 1446 - 1449
  • [24] Dimensional Tolerances in Mechanical Assemblies: A Cost-Based Optimization Approach
    Umaras, Eduardo
    Barari, Ahmad
    Horikawa, Oswaldo
    Tsuzuki, Marcos Sales Guerra
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (16):
  • [25] Cost-Based Optimization of a Papermaking Wastewater Regeneration Recycling System
    Huang, Long
    Feng, Xiao
    Chu, Khim H.
    [J]. 2ND INTERNATIONAL SYMPOSIUM ON AQUA SCIENCE, WATER RESOURCE AND LOW CARBON ENERGY, 2010, 1251 : 81 - 84
  • [26] CostFed: Cost-Based Query Optimization for SPARQL Endpoint Federation
    Saleem, Muhammad
    Potocki, Alexander
    Soru, Tommaso
    Hartig, Olaf
    Ngomo, Axel-Cyrille Ngonga
    [J]. PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON SEMANTIC SYSTEMS, 2018, 137 : 163 - 174
  • [27] Ranking strategies and threats: a cost-based pareto optimization approach
    Youngdae Kim
    Gae-won You
    Seung-won Hwang
    [J]. Distributed and Parallel Databases, 2009, 26 : 127 - 150
  • [28] Cost-based flight technique optimization for hybrid energy aircraft
    Pornet, C.
    Kaiser, S.
    Gologan, C.
    [J]. AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2014, 86 (06): : 591 - 598
  • [29] An evolutionary optimization approach to cost-based abduction, with comparison to PSO
    Chivers, Shawn T.
    Tagliarini, Gene A.
    Abdelbar, Ashraf M.
    [J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 2931 - +
  • [30] Greenhouse gas emissions of an outpatient care service: a cost-based approach
    Keil, Mattis
    Gruen, Leona
    [J]. ZEITSCHRIFT FUR EVIDENZ FORTBILDUNG UND QUALITAET IM GESUNDHEITSWESEN, 2022, 175 : 90 - 95