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SUMMARY:Ricardo Fukasawa (University of Waterloo)
DTSTART:20200623T180000Z
DTEND:20200623T183000Z
DTSTAMP:20260423T022035Z
UID:DOTs/15
DESCRIPTION:Title: <a href="https://researchseminars.org/talk/DOTs/15/">En
 forcing non-anticipativity in a two-stage stochastic program for schedulin
 g with endogenous uncertainties</a>\nby Ricardo Fukasawa (University of Wa
 terloo) as part of Discrete Optimization Talks\n\n\nAbstract\nMost of the 
 research in two-stage stochastic programs has focused on the case of exoge
 nous uncertainties\, that is\, uncertainties that are not influenced by an
 y decision that the stochastic program takes. In this talk I will present 
 work on a scheduling problem arising in the analytical services sector\, f
 or which the uncertainty is endogenous. In particular\, the time of realiz
 ation of uncertainty is defined by the decisions taken by the stochastic p
 rogram. In such a context\, enforcing non-anticipativity becomes a challen
 ging proposition\, since one does not know a priori when uncertainty is re
 alized. \n\nThe typical approach for these types of problems has been to i
 ntroduce binary variables that indicate when exactly uncertainty gets real
 ized. While these binary variables are useful to more easily enforce non-a
 nticipativity constraints\, they greatly complicate the solution to such m
 odels and much of the research focus has been to develop better algorithms
  to handle such binary variables and decompose such problem.\n\nIn this wo
 rk\, we present a model for scheduling services in the analytical services
  sector\, where the uncertainty is in the analysis results. The developed 
 model is based on a flow formulation of a time discretized version of the 
 problem. Due to this particular structure\, a careful choice of parameters
  allows us to develop a two-stage model that enforces non-anticipativity w
 ithout the addition of any new binary variables. We will discuss advantage
 s and drawbacks of such approach and potential future directions of resear
 ch.  \n\nThis is based on joint work with Kavitha Menon and Luis Ricardez-
 Sandoval.\n
LOCATION:https://researchseminars.org/talk/DOTs/15/
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