Imperial College London

DrMichel-AlexandreCardin

Faculty of EngineeringDyson School of Design Engineering

Senior Lecturer in Computational Aided Engineering
 
 
 
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Contact

 

+44 (0)20 7594 1893m.cardin Website CV

 
 
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Location

 

Royal College of Science Observatory Building, Room 1M03Dyson BuildingSouth Kensington Campus

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Summary

 

Publications

Citation

BibTex format

@inproceedings{Zhao:2020,
author = {Zhao, S and Haskell, WB and Cardin, M-A},
title = {A flexible multi-capacity expansion problem with risk aversion},
year = {2020}
}

RIS format (EndNote, RefMan)

TY  - CPAPER
AB - This paper studies flexible multi-facility capacity expansion with risk aversion. We express risk aversion inthis problem through conditional value-at-risk (CVaR) and model it as a multi-stage stochastic programming problem with a mean-CVaR objective. To solve the multi-stage problem, we approximate the fullpolicy space of the problem with a tractable family of if-then policies. Subsequently, a decomposition algorithm is proposed to optimize the decision rule. To illustrate the practical effectiveness of this method,a numerical study on the waste-to-energy system in Singapore is presented. These simulation results showthat by adjusting the weight factor of mean and CVaR in the objective function, decision makers are ableto trade off between a risk-averse policy that has a higher expected cost but a lower value-at-risk, and arisk-neutral policy that has a lower expected cost but a higher value-at-risk.
AU - Zhao,S
AU - Haskell,WB
AU - Cardin,M-A
PY - 2020///
TI - A flexible multi-capacity expansion problem with risk aversion
ER -