Comparison of Efficient Methods for Solving a Large-Scale Multistage Stochastic Program

dc.contributor.author Wang, Yan
dc.contributor.author Ryan, Sarah
dc.contributor.department Industrial and Manufacturing Systems Engineering
dc.date 2018-10-12T01:05:38.000
dc.date.accessioned 2020-06-30T04:46:21Z
dc.date.available 2020-06-30T04:46:21Z
dc.date.copyright Thu Jan 01 00:00:00 UTC 2009
dc.date.embargo 2018-09-19
dc.date.issued 2009-01-01
dc.description.abstract <p>We use a rolling two-stage procedure for solving a multistage stochastic program to assess the effects of uncertain fuel costs on optimal energy flows in the U.S. The optimal solution to the largest deterministic equivalent is obtained via Benders decomposition. We apply methods including temporal aggregation and scenario reduction to find approximate solutions which require less computational effort. These methods exploit both the network structure of the model and the multistage nature of forecast revision and uncertainty resolution. We evaluate the approximations based on similarity of the effects of uncertainty on the optimal flows compared to the exact solution.</p>
dc.description.comments <p>This is a proceeding published as Yan Wang, Sarah M. Ryan, Comparison of Efficient Methods for Solving a Large-Scale Multistage Stochastic Program. Proceedings of the 2009 Industrial Engineering Research Conference. 2009. Posted with permission.</p>
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/imse_conf/136/
dc.identifier.articleid 1158
dc.identifier.contextkey 12897325
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath imse_conf/136
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/44210
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/imse_conf/136/0-IISE_Permission.pdf|||Fri Jan 14 19:56:44 UTC 2022
dc.source.bitstream archive/lib.dr.iastate.edu/imse_conf/136/2009_Wang_ComparisonofEfficientMethods.pdf|||Fri Jan 14 19:56:47 UTC 2022
dc.subject.disciplines Operations Research, Systems Engineering and Industrial Engineering
dc.subject.keywords Energy systems
dc.subject.keywords Multistage stochastic program
dc.subject.keywords Benders decomposition
dc.subject.keywords Scenario reduction
dc.title Comparison of Efficient Methods for Solving a Large-Scale Multistage Stochastic Program
dc.type article
dc.type.genre conference
dspace.entity.type Publication
relation.isAuthorOfPublication 22d808f1-c309-4cb1-8d3e-14c57a6b96a9
relation.isOrgUnitOfPublication 51d8b1a0-5b93-4ee8-990a-a0e04d3501b1
File
Original bundle
Now showing 1 - 2 of 2
No Thumbnail Available
Name:
2009_Wang_ComparisonofEfficientMethods.pdf
Size:
221.3 KB
Format:
Adobe Portable Document Format
Description:
No Thumbnail Available
Name:
0-IISE_Permission.pdf
Size:
204.42 KB
Format:
Adobe Portable Document Format
Description: