This paper deals with the evaluation of quantile-based risk measures for the makespan in scheduling problems represented as temporal networks with uncer tainties on the activity durations. More specifically, for each activity only the interval for its possible duration values is known in advance to both the sched uler and the risk analyst. Given a feasible schedule, we calculate the quantiles and the superquantiles of the makespan which are of interest as risk indicators in various applications. To this aim we propose and test a set of novel algorithms to determine rapid and accurate numerical estimations based on the calculation of theoretically proven lower and upper bounds. An extensive experimental campaign compu tationally shows the validity of the proposed methods, and allows to highlight their performances through the comparison with respect to the state-of-the-art algorithms.

Evaluation of the quantiles and superquantiles of the makespan in interval valued activity networks / Meloni, Carlo; Pranzo, Marco. - In: COMPUTERS & OPERATIONS RESEARCH. - ISSN 0305-0548. - 151:(2022). [10.1016/j.cor.2022.106098]

Evaluation of the quantiles and superquantiles of the makespan in interval valued activity networks

Meloni, Carlo
Primo
;
2022

Abstract

This paper deals with the evaluation of quantile-based risk measures for the makespan in scheduling problems represented as temporal networks with uncer tainties on the activity durations. More specifically, for each activity only the interval for its possible duration values is known in advance to both the sched uler and the risk analyst. Given a feasible schedule, we calculate the quantiles and the superquantiles of the makespan which are of interest as risk indicators in various applications. To this aim we propose and test a set of novel algorithms to determine rapid and accurate numerical estimations based on the calculation of theoretically proven lower and upper bounds. An extensive experimental campaign compu tationally shows the validity of the proposed methods, and allows to highlight their performances through the comparison with respect to the state-of-the-art algorithms.
2022
Quantiles; Superquantiles; VaR; Expected Shortfall; CVaR; Scheduling; Makespan; Uncertainty; Activity Networks
01 Pubblicazione su rivista::01a Articolo in rivista
Evaluation of the quantiles and superquantiles of the makespan in interval valued activity networks / Meloni, Carlo; Pranzo, Marco. - In: COMPUTERS & OPERATIONS RESEARCH. - ISSN 0305-0548. - 151:(2022). [10.1016/j.cor.2022.106098]
File allegati a questo prodotto
File Dimensione Formato  
Meloni_preprint_Evaluation_2022.pdf

accesso aperto

Tipologia: Documento in Pre-print (manoscritto inviato all'editore, precedente alla peer review)
Licenza: Creative commons
Dimensione 458.97 kB
Formato Adobe PDF
458.97 kB Adobe PDF
Meloni_Evaluation_2022.pdf

solo gestori archivio

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 890.68 kB
Formato Adobe PDF
890.68 kB Adobe PDF   Contatta l'autore

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1662623
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact