An approach for analyzing and managing flexibility in engineering systems design based on decision rules and multistage stochastic programming
This article introduces an approach to assess the value and manage flexibility in engineering systems design based on decision rules and stochastic programming. The approach differs from standard Real Options Analysis (ROA) that relies on dynamic programming in that it parameterizes the decision var...
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Published in | IIE transactions Vol. 49; no. 1; pp. 1 - 12 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Abingdon
Taylor & Francis
01.01.2017
Taylor & Francis Ltd |
Subjects | |
Online Access | Get full text |
ISSN | 2472-5854 2472-5862 |
DOI | 10.1080/0740817X.2016.1189627 |
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Abstract | This article introduces an approach to assess the value and manage flexibility in engineering systems design based on decision rules and stochastic programming. The approach differs from standard Real Options Analysis (ROA) that relies on dynamic programming in that it parameterizes the decision variables used to design and manage the flexible system in operations. Decision rules are based on heuristic-triggering mechanisms that are used by Decision Makers (DMs) to determine when it is appropriate to exercise the flexibility. They can be treated similarly as, and combined with, physical design variables, and optimal values can be determined using multistage stochastic programming techniques. The proposed approach is applied as demonstration to the analysis of a flexible hybrid waste-to-energy system with two independent flexibility strategies under two independent uncertainty drivers in an urban environment subject to growing waste generation. Results show that the proposed approach recognizes the value of flexibility to a similar extent as the standard ROA. The form of the solution provides intuitive guidelines to DMs for exercising the flexibility in operations. The demonstration shows that the method is suitable to analyze complex systems and problems when multiple uncertainty sources and different flexibility strategies are considered simultaneously. |
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AbstractList | This article introduces an approach to assess the value and manage flexibility in engineering systems design based on decision rules and stochastic programming. The approach differs from standard Real Options Analysis (ROA) that relies on dynamic programming in that it parameterizes the decision variables used to design and manage the flexible system in operations. Decision rules are based on heuristic-triggering mechanisms that are used by Decision Makers (DMs) to determine when it is appropriate to exercise the flexibility. They can be treated similarly as, and combined with, physical design variables, and optimal values can be determined using multistage stochastic programming techniques. The proposed approach is applied as demonstration to the analysis of a flexible hybrid waste-to-energy system with two independent flexibility strategies under two independent uncertainty drivers in an urban environment subject to growing waste generation. Results show that the proposed approach recognizes the value of flexibility to a similar extent as the standard ROA. The form of the solution provides intuitive guidelines to DMs for exercising the flexibility in operations. The demonstration shows that the method is suitable to analyze complex systems and problems when multiple uncertainty sources and different flexibility strategies are considered simultaneously. |
Author | Cardin, Michel-Alexandre Hu, Junfei Xie, Qihui Ng, Tsan Sheng Wang, Shuming |
Author_xml | – sequence: 1 givenname: Michel-Alexandre surname: Cardin fullname: Cardin, Michel-Alexandre email: macardin@nus.edu.sg organization: Department of Industrial and Systems Engineering, National University of Singapore – sequence: 2 givenname: Qihui surname: Xie fullname: Xie, Qihui organization: Department of Industrial and Systems Engineering, National University of Singapore – sequence: 3 givenname: Tsan Sheng surname: Ng fullname: Ng, Tsan Sheng organization: Department of Industrial and Systems Engineering, National University of Singapore – sequence: 4 givenname: Shuming surname: Wang fullname: Wang, Shuming organization: School of Economics and Management, University of the Chinese Academy of Sciences – sequence: 5 givenname: Junfei surname: Hu fullname: Hu, Junfei organization: School of Management, Northwestern Polytechnic University |
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SubjectTerms | Complex systems Decision analysis decision rule Dynamic programming Flexibility Flexibility in engineering design Hybrid systems real options analysis Stochastic programming Systems design Uncertainty Urban environments Waste to energy waste-to-energy system |
Title | An approach for analyzing and managing flexibility in engineering systems design based on decision rules and multistage stochastic programming |
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