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- Subset_simulation abstract "Subset Simulation is a method used in reliability engineering to compute small (i.e., rare event) failure probabilities encountered in engineering systems. The basic idea is to express a small failure probability as a product of larger conditional probabilities by introducing intermediate failure events. This conceptually converts the original rare event problem into a series of frequent event problems that are easier to solve. In the actual implementation, samples conditional on intermediate failure events are adaptively generated to gradually populate from the frequent to rare event region. These 'conditional samples' provide information for estimating the complementary cumulative distribution function (CCDF) of the quantity of interest (that governs failure), covering the high as well as the low probability regions. They can also be used for investigating the cause and consequence of failure events. The generation of conditional samples is not trivial but can be performed efficiently using Markov Chain Monte Carlo (MCMC).Subset Simulation takes the relationship between the (input) random variables and the (output) response quantity of interest as a 'black-box'. This can be attractive for complex systems where it is difficult to use other variance reduction or rare event sampling techniques that require prior information about the system behavior. For problems where it is possible to incorporate prior information into the reliability algorithm, it is often more efficient to use other variance reduction techniques such as importance sampling.".
- Subset_simulation wikiPageID "41351898".
- Subset_simulation wikiPageLength "6457".
- Subset_simulation wikiPageOutDegree "19".
- Subset_simulation wikiPageRevisionID "618289211".
- Subset_simulation wikiPageWikiLink Black-box.
- Subset_simulation wikiPageWikiLink Black_box.
- Subset_simulation wikiPageWikiLink Category:Reliability_analysis.
- Subset_simulation wikiPageWikiLink Coefficient_of_variation.
- Subset_simulation wikiPageWikiLink Conditional_probability.
- Subset_simulation wikiPageWikiLink Cumulative_distribution_function.
- Subset_simulation wikiPageWikiLink Curse_of_dimensionality.
- Subset_simulation wikiPageWikiLink Iid.
- Subset_simulation wikiPageWikiLink Importance_sampling.
- Subset_simulation wikiPageWikiLink Independent_and_identically_distributed.
- Subset_simulation wikiPageWikiLink Independent_and_identically_distributed_random_variables.
- Subset_simulation wikiPageWikiLink Markov_Chain_Monte_Carlo.
- Subset_simulation wikiPageWikiLink Markov_chain_Monte_Carlo.
- Subset_simulation wikiPageWikiLink Monte_Carlo.
- Subset_simulation wikiPageWikiLink Monte_Carlo_method.
- Subset_simulation wikiPageWikiLink Rare_Event_Sampling.
- Subset_simulation wikiPageWikiLink Rare_event_sampling.
- Subset_simulation wikiPageWikiLink Reliability_engineering.
- Subset_simulation wikiPageWikiLink Variance_reduction.
- Subset_simulation wikiPageWikiLinkText "Subset simulation".
- Subset_simulation hasPhotoCollection Subset_simulation.
- Subset_simulation wikiPageUsesTemplate Template:Reflist.
- Subset_simulation subject Category:Reliability_analysis.
- Subset_simulation hypernym Method.
- Subset_simulation type Software.
- Subset_simulation comment "Subset Simulation is a method used in reliability engineering to compute small (i.e., rare event) failure probabilities encountered in engineering systems. The basic idea is to express a small failure probability as a product of larger conditional probabilities by introducing intermediate failure events. This conceptually converts the original rare event problem into a series of frequent event problems that are easier to solve.".
- Subset_simulation label "Subset simulation".
- Subset_simulation sameAs m.0zmxjmb.
- Subset_simulation sameAs Q17083808.
- Subset_simulation sameAs Q17083808.
- Subset_simulation wasDerivedFrom Subset_simulation?oldid=618289211.
- Subset_simulation isPrimaryTopicOf Subset_simulation.