Urmila Diwekar,Amy David's BONUS Algorithm for Large Scale Stochastic Nonlinear PDF

By Urmila Diwekar,Amy David

ISBN-10: 1493922815

ISBN-13: 9781493922819

This ebook provides the main points of the BONUS set of rules and its genuine international purposes in components like sensor placement in huge scale consuming water networks, sensor placement in complex strength platforms, water administration in energy structures, and ability growth of strength platforms. A generalized process for stochastic nonlinear programming in response to a sampling dependent procedure for uncertainty research and statistical reweighting to acquire likelihood details is established during this ebook. Stochastic optimization difficulties are tricky to unravel due to the fact that they contain facing optimization and uncertainty loops. There are basic techniques used to resolve such difficulties. the 1st being the decomposition ideas and the second one strategy identifies challenge particular constructions and transforms the matter right into a deterministic nonlinear programming challenge. those thoughts have major barriers on both the target functionality style or the underlying distributions for the doubtful variables. furthermore, those tools think that there are a small variety of eventualities to be evaluated for calculation of the probabilistic aim functionality and constraints. This e-book starts to take on those matters by way of describing a generalized process for stochastic nonlinear programming difficulties. This identify is most suitable for practitioners, researchers and scholars in engineering, operations examine, and administration technology who need a entire knowing of the BONUS set of rules and its functions to the genuine world.

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BONUS Algorithm for Large Scale Stochastic Nonlinear Programming Problems (SpringerBriefs in Optimization) by Urmila Diwekar,Amy David

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