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IEEE Cloud 2012 poster presentation
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Managing a cloud for multi-agent systems on ad-hoc networks
1.
Funded by
Economic Managing A Cloud for Multi-agent Systems on Ad-hoc Networks Development Subhajit Sidhanta , Supratik Mukhopadhyay Assistantship Department of Computer Science Louisiana State University Why APMAC? APMAC architecture Contributions Multi-agent systems are software frameworks where APMAC ARCHITECTURE PPPDOS ARCHITECTURE We present the architecture, design, and autonomous intelligent agents interact with each other implementation of an ad-hoc cloud computing to achieve a computational goal. Existing high framework that can be readily assembled on-the-fly performance computing infrastructures such as clusters by connecting together heterogeneous mobile or cloud data centers may not be accessible in remote devices and is suitable for running multi-agent areas with intermittent network connectivity such as reasoning engines. We have designed and in military battlefields, disaster scenarios, etc.. The implemented a peer-to-peer distributed microkernel- availability of a high performance computing based operating system (PPDOS) that manages an infrastructure is essential for the success of such APMAC environment by providing a single machine, systems. An agent running on APMAC has a strongly consistent view of the infrastructure with a predefined structure shown below. single file system while managing resources and public class ReactiveAgent implements facilitating automated deployment and execution of agents. The microkernel of PPDOS is itself a Deterministic collection of agents, making it possible to , React ive { dynamically modify it by adding/deleting / / Cont rol l ed Var iables : Declaration of control features/modules without any stoppage in service. d variabl esMonitored Var iables ; The APMAC design enables multi-agent systems running / / Dec l arat i on of Monitored var i abl es on it to maintain autonomy, reactivity, deliberativity and interaction. PPDOS provide the user with the / / I n t e r n a l Var iables ; view of a single machine with a single file system, a / / Dec l arat i on of I n t e r n a l var i abl es single programming model, and a Unix-like interface. void i n i t ( ) . . . . / / i n i t i a l i z e s c o n t r o l Agents (both user and microkernel) communicate l e d var i abl es peer-to-peer asynchronously through a distributed For a distributed key-value store, we use Scalaris . It is an open source distributed key-value store that key-value store (similar to a Linda’s tuple-space [6]) / / cons t ruc tor method supports transactions. We have implemented PPDOS in Java. The PPDOS microkernel consists of a set of which supports transactions. PPDOS’s group ReactiveAgent ( ) { “system” agents that provides operating systems services and manage the deployment and execution of user management module maintains a distributed strongly init(); agents. The PPDOS microkernel and the deployed user agents communicate asynchronously through the consistent state of the system in the presence of for each monitored v a r i a b l e x Scalaris distributed key-value store. joining/leaving of nodes. PPDOS allows hot-swapping of one agent with another at runtime without any SUBSCRIBE ( x , leaseX ) disruption of service. Since for each c o n t r o l l e d v a r i a b l e y Results PPDOS microkernel is a collection of agents; we can REGISTER( y ) } dynamically extend/modify the functionality of the Figure 1 Figure 2 Figure 3 system without disrupting its functioning. An agent / / Methods spec i f y i ng update / / of c o n t r o l l e d var i abl es can migrate from one node to another at runtime while preserving its local state. PPDOS allows void Run ( ) { interaction with the native operating systems of the while ( t rue ) { nodes. Users interact with PPDOS through a command i f ( migrateSignalPresent ) shell deploying tasks and accessing resources. Operating system services like file services, deploying prepareForMigrat ion ( ) ; and unloading agents, time, etc., are provided by a else set of agents. The microkernel agents ensure that a { for each monitored v a r i a b l e x snapshot of the state of the system is always stored <valX , seqX> = read ( x ) ; in distributed key-value store. for each c o n t r o l l e d v a r i a b l e y { y=update ( valX ) ; Future Work PUBLISH ( y ) } We are currently working on developing a monitor to maintain for each monitored v a r i a b l e x synchronization of the nodes running PPDOS. DELETE( x , state , seqX) ; } Need to work on a dynamic scheduling mechanism for PPSOS which is currently happening manually. }}} Currently working on automatic generation of APMAC agents from void prepareForMigrat ion ( ) { The verification effort was carried out on a network of 10 machines. The graphs above demonstrate PPDOS’s performance specification and running them on PPDOS. writeToKeyValueStore ( " ready f o r mi grat i on " ) ; on various scales. The figure 1 compares the performance with that of standard Operating Systems like Windows 7 and There is a scope of integration of the APMAC private cloud with public cloud like Amazon thus making it more flexible. while ( t rue ) Ubuntu . The figure 2 shows PPDOS’s performance with increase of number of agents loaded. The figure 3 demonstrates the performance of complex learning agents on PPDOS. } RESEARCH POSTER PRESENTATION DESIGN © 2011 www.PosterPresentations.com
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