State-dependent control of a single stage hybrid system with poisson arrivals

dc.citation.epage592en_US
dc.citation.issueNumber4en_US
dc.citation.spage577en_US
dc.citation.volumeNumber21en_US
dc.contributor.authorGokbayrak, K.en_US
dc.date.accessioned2016-02-08T09:49:52Z
dc.date.available2016-02-08T09:49:52Z
dc.date.issued2011en_US
dc.departmentDepartment of Industrial Engineeringen_US
dc.description.abstractWe consider a single-stage hybrid manufacturing system where jobs arrive according to a Poisson process. These jobs undergo a deterministic process which is controllable. We define a stochastic hybrid optimal control problem and decompose it hierarchically to a lower-level and a higher-level problem. The lower-level problem is a deterministic optimal control problem solved by means of calculus of variations. We concentrate on the stochastic discrete-event control problem at the higher level, where the objective is to determine the service times of jobs. Employing a cost structure composed of process costs that are decreasing and strictly convex in service times, and system-time costs that are linear in system times, we show that receding horizon controllers are state-dependent controllers, where state is defined as the system size. In order to improve upon receding horizon controllers, we search for better state-dependent control policies and present two methods to obtain them. These stochastic-approximation-type methods utilize gradient estimators based on Infinitesimal Perturbation Analysis or Imbedded Markov Chain techniques. A numerical example demonstrates the performance improvements due to the proposed methods. © 2011 Springer Science+Business Media, LLC.en_US
dc.description.provenanceMade available in DSpace on 2016-02-08T09:49:52Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 70227 bytes, checksum: 26e812c6f5156f83f0e77b261a471b5a (MD5) Previous issue date: 2011en
dc.identifier.doi10.1007/s10626-011-0104-0en_US
dc.identifier.issn0924-6703
dc.identifier.urihttp://hdl.handle.net/11693/21692
dc.language.isoEnglishen_US
dc.relation.isversionofhttp://dx.doi.org/10.1007/s10626-011-0104-0en_US
dc.source.titleDiscrete Event Dynamic Systems: Theory and Applicationsen_US
dc.subjectHierarchical decompositionen_US
dc.subjectImbedded Markov chainsen_US
dc.subjectInfinitesimal perturbation analysisen_US
dc.subjectPoisson arrivalsen_US
dc.subjectReceding horizon controlen_US
dc.subjectState-dependent control policyen_US
dc.subjectStochastic approximationen_US
dc.subjectHierarchical decompositionsen_US
dc.subjectInfinitesimal perturbation analysisen_US
dc.subjectMarkov Chainen_US
dc.subjectPoisson arrivalsen_US
dc.subjectReceding horizon controlen_US
dc.subjectState-dependenten_US
dc.subjectStochastic approximationsen_US
dc.subjectApproximation theoryen_US
dc.subjectControlen_US
dc.subjectHybrid systemsen_US
dc.subjectMarkov processesen_US
dc.subjectNumerical methodsen_US
dc.subjectOptimizationen_US
dc.subjectPoisson distributionen_US
dc.subjectStochastic systemsen_US
dc.subjectControllersen_US
dc.titleState-dependent control of a single stage hybrid system with poisson arrivalsen_US
dc.typeArticleen_US

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
State-dependent control of a single stage hybrid system with poisson arrivals.pdf
Size:
393.88 KB
Format:
Adobe Portable Document Format
Description:
Full printable version