State-dependent control of a single stage hybrid system with poisson arrivals
dc.citation.epage | 592 | en_US |
dc.citation.issueNumber | 4 | en_US |
dc.citation.spage | 577 | en_US |
dc.citation.volumeNumber | 21 | en_US |
dc.contributor.author | Gokbayrak, K. | en_US |
dc.date.accessioned | 2016-02-08T09:49:52Z | |
dc.date.available | 2016-02-08T09:49:52Z | |
dc.date.issued | 2011 | en_US |
dc.department | Department of Industrial Engineering | en_US |
dc.description.abstract | We 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.provenance | Made 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: 2011 | en |
dc.identifier.doi | 10.1007/s10626-011-0104-0 | en_US |
dc.identifier.issn | 0924-6703 | |
dc.identifier.uri | http://hdl.handle.net/11693/21692 | |
dc.language.iso | English | en_US |
dc.relation.isversionof | http://dx.doi.org/10.1007/s10626-011-0104-0 | en_US |
dc.source.title | Discrete Event Dynamic Systems: Theory and Applications | en_US |
dc.subject | Hierarchical decomposition | en_US |
dc.subject | Imbedded Markov chains | en_US |
dc.subject | Infinitesimal perturbation analysis | en_US |
dc.subject | Poisson arrivals | en_US |
dc.subject | Receding horizon control | en_US |
dc.subject | State-dependent control policy | en_US |
dc.subject | Stochastic approximation | en_US |
dc.subject | Hierarchical decompositions | en_US |
dc.subject | Infinitesimal perturbation analysis | en_US |
dc.subject | Markov Chain | en_US |
dc.subject | Poisson arrivals | en_US |
dc.subject | Receding horizon control | en_US |
dc.subject | State-dependent | en_US |
dc.subject | Stochastic approximations | en_US |
dc.subject | Approximation theory | en_US |
dc.subject | Control | en_US |
dc.subject | Hybrid systems | en_US |
dc.subject | Markov processes | en_US |
dc.subject | Numerical methods | en_US |
dc.subject | Optimization | en_US |
dc.subject | Poisson distribution | en_US |
dc.subject | Stochastic systems | en_US |
dc.subject | Controllers | en_US |
dc.title | State-dependent control of a single stage hybrid system with poisson arrivals | en_US |
dc.type | Article | en_US |
Files
Original bundle
1 - 1 of 1
Loading...
- 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