Ali Mansourian
Researcher
Multi-Agent Planning for Automatic Geospatial Web Service Composition in Geoportals
Author
Summary, in English
Automatic composition of geospatial web services increases the possibility of taking full advantage of spatial data and processing capabilities that have been published over the internet. In this paper, a multi-agent artificial intelligence (AI) planning solution was proposed, which works within the geoportal architecture and enables the geoportal to compose semantically annotated Open Geospatial Consortium (OGC) Web Services based on users’ requirements. In this solution, the registered Catalogue Service for Web (CSW) services in the geoportal along with a composition coordinator component interact together to synthesize Open Geospatial Consortium Web Services (OWSs) and generate the composition workflow. A prototype geoportal was developed, a case study of evacuation sheltering was implemented to illustrate the functionality of the algorithm, and a simulation environment, including one hundred simulated OWSs and five CSW services, was used to test the performance of the solution in a more complex circumstance. The prototype geoportal was able to generate the composite web service, based on the requested goals of the user. Additionally, in the simulation environment, while the execution time of the composition with two CSW service nodes was 20 s, the addition of new CSW nodes reduced the composition time exponentially, so that with five CSW nodes the execution time reduced to 0.3 s. Results showed that due to the utilization of the computational power of CSW services, the solution was fast, horizontally scalable, and less vulnerable to the exponential growth in the search space of the AI planning problem.
Department/s
- Dept of Physical Geography and Ecosystem Science
- MECW: The Middle East in the Contemporary World
- Middle Eastern Studies
Publishing year
2018-10-12
Language
English
Publication/Series
ISPRS International Journal of Geo-Information
Volume
7
Issue
10
Document type
Journal article
Publisher
MDPI AG
Topic
- Physical Geography
- Geosciences, Multidisciplinary
Keywords
- multi-agent artificial intelligence (AI) planning
- automatic web service composition
- OGC web service
- semantic web
- geoportal
- Artificial Intelligence (AI)
Status
Published
ISBN/ISSN/Other
- ISSN: 2220-9964