The large number of real-world applications have shown that the use of computational method for distribution process planning produces substantial savings. Many of these applications lead to problem generally known as Vehicle Routing Problem. The real-world applications are highly computationally demanding for larger instances. This article aims to show the possibilities and benefits of using hyperparameter search for solving the Periodic Vehicle Routing Problem for exhausted oil collection by execution on the supercomputing infrastructure using HyperLoom platform. HyperLoom is an open source platform for defining and executing scientific pipelines in a distributed environment. This experiment was run on the supercomputer Salomon operated by IT4Innovations.

Hyperparameter search in periodic vehicle routing problem / Grakova, Ekaterina; Golasowski, Martin; Montemanni, Roberto; Slaninova, Katerina; Martinovivc, Jan; Jamal, Jafar; Janurova, Katerina; Salani, Matteo. - 259:(2019). (Intervento presentato al convegno ICITT 2018 tenutosi a Stockholm nel September 2018) [10.1051/matecconf/201925901003].

Hyperparameter search in periodic vehicle routing problem

Montemanni Roberto
;
Jamal Jafar;
2019

Abstract

The large number of real-world applications have shown that the use of computational method for distribution process planning produces substantial savings. Many of these applications lead to problem generally known as Vehicle Routing Problem. The real-world applications are highly computationally demanding for larger instances. This article aims to show the possibilities and benefits of using hyperparameter search for solving the Periodic Vehicle Routing Problem for exhausted oil collection by execution on the supercomputing infrastructure using HyperLoom platform. HyperLoom is an open source platform for defining and executing scientific pipelines in a distributed environment. This experiment was run on the supercomputer Salomon operated by IT4Innovations.
2019
ICITT 2018
Stockholm
September 2018
259
Grakova, Ekaterina; Golasowski, Martin; Montemanni, Roberto; Slaninova, Katerina; Martinovivc, Jan; Jamal, Jafar; Janurova, Katerina; Salani, Matteo
Hyperparameter search in periodic vehicle routing problem / Grakova, Ekaterina; Golasowski, Martin; Montemanni, Roberto; Slaninova, Katerina; Martinovivc, Jan; Jamal, Jafar; Janurova, Katerina; Salani, Matteo. - 259:(2019). (Intervento presentato al convegno ICITT 2018 tenutosi a Stockholm nel September 2018) [10.1051/matecconf/201925901003].
File in questo prodotto:
Non ci sono file associati a questo prodotto.
Pubblicazioni consigliate

Licenza Creative Commons
I metadati presenti in IRIS UNIMORE sono rilasciati con licenza Creative Commons CC0 1.0 Universal, mentre i file delle pubblicazioni sono rilasciati con licenza Attribuzione 4.0 Internazionale (CC BY 4.0), salvo diversa indicazione.
In caso di violazione di copyright, contattare Supporto Iris

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/1175989
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? 0
social impact