Proceedings ArticleDOI
AI Planning and Combinatorial Optimization for Web Service Composition in Cloud Computing
Guobing Zou,Yixin Chen,Yang Xiang,Ruoyun Huang,You Xu +4 more
- pp 28-35
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TLDR
Experimental results show that a proposed method based on artificial intelligence (AI) planning and combinatorial optimization can more effectively and efficiently find sub-optimal cloud combinations.Abstract:
years, there has been an increasing interest in web service composition due to its importance in practical applications. At the same time, cloud computing is gradually evolving as a widely used computing platform where many different web services are published and available in cloud data centers. The issue is that traditional service composition methods mainly focus on how to find service composition sequence in a single cloud, but not from a multi-cloud service base. It is challenging to efficiently find a composition solution in a multiple cloud base because it involves not only service composition but also combinatorial optimization. In this paper, we first propose a framework of service composition in multi-cloud base environments. Next, three different cloud combination methods are presented to select a cloud combination subject to not only finding feasible composition sequence, but also containing minimum clouds. Experimental results show that a proposed method based on artificial intelligence (AI) planning and combinatorial optimization can more effectively and efficiently find sub-optimal cloud combinations.read more
Citations
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PlanIoT: A Framework for Adaptive Data Flow Management in IoT-enhanced Spaces
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References
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Proceedings Article
DAML-S: semantic markup for web services
Anupriya Ankolekar,Mark Burstein,Jerry R. Hobbs,Ora Lassila,David Martin,Sheila A. McIlraith,Srini Narayanan,Massimo Paolucci,Terry R. Payne,Katia Sycara,Honglei Zeng +10 more
TL;DR: The overall structure of the ontology, the service profile for advertising services, and the process model for the detailed description of the operation of services are described, which compare DAML-S with several industry efforts to define standards for characterizing services on the Web.
Journal ArticleDOI
Approximation algorithms for combinatorial problems
TL;DR: For the problem of finding the maximum clique in a graph, no algorithm has been found for which the ratio does not grow at least as fast as n^@e, where n is the problem size and @e>0 depends on the algorithm.
Book ChapterDOI
A survey of automated web service composition methods
Jinghai Rao,Xiaomeng Su +1 more
TL;DR: An overview of recent research efforts of automatic Web service composition both from the workflow and AI planning research community is given.
Book ChapterDOI
DAML-S: Web Service Description for the Semantic Web
Mark Burstein,Jerry R. Hobbs,Ora Lassila,David Martin,Drew McDermott,Sheila A. McIlraith,Srini Narayanan,Massimo Paolucci,Terry R. Payne,Katia Sycara +9 more
TL;DR: DAML-S is presented, a DAML+OIL ontology for describing the properties and capabilities of Web Services, and three aspects of the ontology are described: the service profile, the process model, and the service grounding.
Journal ArticleDOI
HTN planning for Web Service composition using SHOP2
TL;DR: A sound and complete algorithm is provided to translate OWL-S service descriptions to a SHOP2 domain and it is proved the correctness of the algorithm by showing the correspondence to the situation calculus semantics of OWl-S.
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