Date of Award
2011
Publisher
North Dakota State University
Document Type
Thesis
Degree Awarded
Master of Science (MS)
Program
Computer Science
Department
Computer Science
College
Engineering
Faculty Advisor
Ludwig, Simone
Description
Automated vVeb service composition is becoming an increasingly important research topic. It describes the automatic process of composing atomic services into a chain of services that provide a specific functionality that could not be achieved by atomic services alone. A service-oriented environment is dynamic in nature, meaning that services come online and go offiine, services change their functionality, etc. Current classical AI planning techniques suffer from the assumption of deterministic behavior of \Veb services and require execution monitoring for service failures. To address this concern, Partially Observable Markov Decision Processes (POMDP) in workflow composition has been used. POMDPs provide a powerful mathematical framework for planning and decision making in noisy and/ or dynamic environments. PO:\1DPs have been widely used to model many real-world problems. This thesis develops, implements and analyzes the suitability of the POMDP approach to the Web service composition problem. iii
Recommended Citation
Min, Chen, "POMDP Planning in Service Composition" (2011). Computer Science. 151.
https://digitalcommons.ndsu.edu/computer-sci/151
Rights
NDSU policy 190.6.2
Rights Link
https://www.ndsu.edu/fileadmin/policy/190.pdf
Handle Identifier
https://hdl.handle.net/10365/33454