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Proceedings ArticleDOI

AI Planning and Combinatorial Optimization for Web Service Composition in Cloud Computing

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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.

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Citations
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Review on Agent Based Cloud Computing

TL;DR: Surveys on surveys on Agent based cloud computing that describe various methodology for negotiating with providers and consumers, thereby providing good services that match consumers various requirements and providers specifications are described.
Book ChapterDOI

On Generation of Context-Abstract Plans

TL;DR: This paper deals with an intermediate phase of resolving Web Service Composition Problem (WSCP) provided by Planics, and utilizes the combinatorial structure of this set and browses the space of all potential solutions taking into account only indistinguishable ones.
Proceedings ArticleDOI

PlanIoT: A Framework for Adaptive Data Flow Management in IoT-enhanced Spaces

TL;DR: In this paper , a middleware approach for enabling adaptive data flow management in IoT-enhanced spaces (e.g., buildings) using automated planning methodologies is presented, where a generic QoS model is introduced to evaluate the performance of data flowing in edge infrastructures and generates their performance metrics dataset.
Journal ArticleDOI

Green IoT Networks Using Machine Learning, Deep Learning for 5G Networks

TL;DR: In this article , the authors present an extensive and a cutting-edge overview on novel power management procedures in IoT networks, in this chapter, they introduce the difficulties of power absorption in Internet of Thing networks and introduce novel and notable methods of power management for IoT that is yet emphasize the latest arrangements suggested in each method.
References
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Proceedings Article

DAML-S: semantic markup for web services

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

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

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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