Font Size: a A A

Automatic, run-time and dynamic adaptation of distributed applications executing in virtual environments

Posted on:2007-06-03Degree:Ph.DType:Dissertation
University:Northwestern UniversityCandidate:Sundararaj, Ananth InamtiFull Text:PDF
GTID:1448390005978921Subject:Computer Science
Abstract/Summary:PDF Full Text Request
In the last decade we have seen tremendous increases in computer and network speeds and performance, resulting in the emergence of wide-area distributed computing. However, its potential has not been realized, primarily due to lack of security and isolation, provisioning issues and challenges involved in developing distributed applications.;We present the design, implementation and evaluation of a virtual distributed execution environment consisting of operating system level virtual machines connected by virtual networks. Such environments make possible low-level, application-, developer-, and user-independent adaptation mechanisms such as virtual machine migration, overlay topology configuration and routing, network and CPU reservations. This dissertation argues that automatic, run-time and dynamic adaptation in these environments is the key to addressing issues in traditional distributed computing. In particular, it presents the answer to the question, is there a single adaptation scheme that exploits these mechanisms and is effective for a range of distributed applications.;I formalized the adaptation problem and characterized its complexity and hardness of approximation. We found the problem to be NP-hard and hard to approximate. In response to these results, I designed and implemented fifteen variations of greedy adaptation schemes that heuristically attempt to optimize objective functions. I designed these adaptation schemes using insights gained while studying three classes of distributed applications and evaluated them in the context of a different set of seven application classes. I found that a single adaptation scheme that does a variation of load balancing to determine migration of virtual machines and attempts to optimize a function that is a combination of latency and bandwidth for pairs of communicating virtual machines to be effective for 70% of application classes studied. I present two taxonomies for distributed applications based on their resource demands and their suitability to automatic adaptation driven by my suggested adaptation scheme.;This work fills an important gap in distributed systems research by providing an automatic, run-time and dynamic adaptation scheme that leverages the powerful paradigm of virtualization and is effective for a range of unmodified distributed applications running on unmodified operating systems without requiring any developer interaction.
Keywords/Search Tags:Distributed applications, Adaptation, Virtual, Automatic
PDF Full Text Request
Related items