Search Results - Decision-dependent stochastic programming
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Models and applications of stochastic programming with decision‐dependent uncertainty in power systems: A review
ISSN: 1752-1416, 1752-1424Published: Wiley 01.10.2024Published in IET renewable power generation (01.10.2024)“…Stochastic programming is a competitive tool in power system uncertainty management…”
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Journal Article -
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Generation Expansion Planning With Large Amounts of Wind Power via Decision-Dependent Stochastic Programming
ISSN: 0885-8950, 1558-0679Published: New York IEEE 01.07.2017Published in IEEE transactions on power systems (01.07.2017)“… To this end, this paper proposes a multistage decision-dependent stochastic optimization model for long-term large-scale generation expansion planning, where large amounts of wind power are involved…”
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Job scheduling integrated with material ordering: decision-dependent stochastic programming and information relaxation dual bounds
ISSN: 0305-0548Published: Elsevier Ltd 01.11.2025Published in Computers & operations research (01.11.2025)“… The integrated problem is formulated as a multistage stochastic program incorporating a set of linear non-anticipativity constraints, while model reduction properties are also carefully identified…”
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Data-driven project portfolio selection: Decision-dependent stochastic programming formulations with reliability and time to market requirements
ISSN: 0305-0548, 1873-765X, 0305-0548Published: New York Elsevier Ltd 01.07.2022Published in Computers & operations research (01.07.2022)“…We develop stochastic programming models for project portfolio selection under the plan-driven waterfall approach and the more flexible agile approach…”
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A multistage decision-dependent stochastic bilevel programming approach for power generation investment expansion planning
ISSN: 2472-5854, 2472-5862Published: Taylor & Francis 03.08.2018Published in IISE transactions (03.08.2018)“… To address the future uncertainties in the decision-making process, this article employs a decision-dependent stochastic programming approach…”
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Two-stage stochastic mixed-integer nonlinear programming model for post-wildfire debris flow hazard management: Mitigation and emergency evacuation
ISSN: 0377-2217, 1872-6860Published: Elsevier B.V 16.11.2017Published in European journal of operational research (16.11.2017)“…•Models for post-wildfire debris flow hazard management are formulated.•A two-stage multi-period decision-dependent stochastic model is proposed…”
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Distributionally robust facility location problem under decision-dependent stochastic demand
ISSN: 0377-2217, 1872-6860Published: Elsevier B.V 16.07.2021Published in European journal of operational research (16.07.2021)“…•We study distributionally robust facility location with a moment, decision-dependent ambiguity set…”
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A novel stochastic programming approach for scheduling of batch processes with decision dependent time of uncertainty realization
ISSN: 0254-5330, 1572-9338Published: New York Springer US 01.10.2021Published in Annals of operations research (01.10.2021)“… In this study, we consider two-stage stochastic programming to model discrete-time batch process operations with a type II endogenous (decision dependent…”
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The L-shaped method for stochastic programs with decision-dependent uncertainty
ISSN: 0025-5610, 1436-4646Published: 27.06.2025Published in Mathematical programming (27.06.2025)“…In this paper we extend the well-known L-Shaped method to solve two-stage stochastic programming problems with decision-dependent uncertainty…”
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Journal Article -
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Decision-dependent probabilities in stochastic programs with recourse
ISSN: 1619-697X, 1619-6988Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.10.2018Published in Computational management science (01.10.2018)“… Our work presents modelling and application of decision-dependent uncertainty in mathematical programming including a taxonomy of stochastic programming recourse models with decision-dependent uncertainty…”
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Journal Article -
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A Class of stochastic programs with decision dependent uncertainty
ISSN: 0025-5610, 1436-4646Published: Heidelberg Springer Nature B.V 01.09.2006Published in Mathematical programming (01.09.2006)“… We present a hybrid mixed-integer disjunctive programming formulation for the stochastic program corresponding to this class of problems and hence extend the stochastic programming framework. A set of theoretical properties that lead to reduction in the size of the model is identified. A Lagrangean duality based branch and bound algorithm is also presented. [PUBLICATION ABSTRACT]…”
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Distributionally robust optimization with decision dependent ambiguity sets
ISSN: 1862-4472, 1862-4480Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.11.2020Published in Optimization letters (01.11.2020)“… These models arise in situations with endogenous uncertainty. The developed framework includes two-stage decision dependent distributionally robust stochastic programming as a special case…”
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Distributionally robust facility location problem under decision-dependent stochastic demand
ISSN: 0377-2217, 1872-6860Published: United States Elsevier 10.11.2020Published in European journal of operational research (10.11.2020)“… We reformulate a two-stage decision-dependent distributionally robust optimization model as a monolithic formulation, and then derive…”
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Condition-based maintenance optimization via stochastic programming with endogenous uncertainty
ISSN: 0098-1354Published: Elsevier Ltd 01.01.2022Published in Computers & chemical engineering (01.01.2022)“…•Integrated production planning and predictive maintenance optimization.•A novel stochastic programming formulation with decision-dependent uncertainty…”
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Computational strategies for non-convex multistage MINLP models with decision-dependent uncertainty and gradual uncertainty resolution
ISSN: 0254-5330, 1572-9338Published: Boston Springer US 01.03.2013Published in Annals of operations research (01.03.2013)“… In order to account for the decision-dependent uncertainties and gradual uncertainty resolution, we propose a multistage stochastic programming model in which the non-anticipativity constraints…”
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Journal Article -
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A two-stage decision dependent stochastic approach for airline flight network expansion
ISSN: 0191-2615, 1879-2367Published: Oxford Elsevier Ltd 01.04.2022Published in Transportation research. Part B: methodological (01.04.2022)“… In this work, we propose a two-stage stochastic mixed integer nonlinear program (MINLP), which expands an existing flight schedule by operating new flights either…”
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Co-Optimized Parking Lot Placement and Incentive Design for Promoting PEV Integration Considering Decision-Dependent Uncertainties
ISSN: 1551-3203, 1941-0050Published: Piscataway IEEE 01.03.2021Published in IEEE transactions on industrial informatics (01.03.2021)“…This article proposes a new planning framework for optimal allocation of parking lot (PL)-based charging infrastructures to facilitate the efficient…”
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The Economic Value of Improving Forecasting Accuracy in High Wind Penetrated Power Systems
ISSN: 2378-8542Published: IEEE 05.12.2021Published in IEEE Innovative Smart Grid Technologies--Asia (05.12.2021)“…As the percentage of renewables in the energy mix keeps rising, improving forecast accuracy of renewable power output becomes increasingly essential for…”
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Conference Proceeding -
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Data-driven maintenance and operations scheduling in power systems under decision-dependent uncertainty
ISSN: 2472-5854, 2472-5862Published: Taylor & Francis 02.06.2020Published in IISE transactions (02.06.2020)“… In this study, we effectively model and solve an integrated condition-based maintenance and operations scheduling problem for a fleet of generators with an explicit consideration of decision…”
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Journal Article -
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Stochastic programming approaches for decision-dependent uncertainty and gradual uncertainty resolution
ISBN: 9781109214000, 1109214006Published: ProQuest Dissertations & Theses 01.01.2009“… Chapter 2 presents a multistage stochastic programming model for the synthesis of process networks with decision-dependent uncertainties in yields that resolve gradually based on the investment and operating decision…”
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Dissertation

