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Population-Based Variable Neighborhood Descent for Discrete Optimization (CROSBI ID 679795)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Afrić, Petar ; Kurdija, Adrian Satja ; Šikić, Lucija ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša Population-Based Variable Neighborhood Descent for Discrete Optimization // International Conference on AI and Mobile Services. 2019. str. 1-12

Podaci o odgovornosti

Afrić, Petar ; Kurdija, Adrian Satja ; Šikić, Lucija ; Šilić, Marin ; Delač, Goran ; Vladimir, Klemo ; Srbljić, Siniša

engleski

Population-Based Variable Neighborhood Descent for Discrete Optimization

Many problems in smart solution development make use of discrete optimization techniques. It is expected that smart cities will have a constant need for parcel delivery and vehicle routing which is heavily reliant on discrete optimization. In this paper we present an improvement to the Variable neighborhood descent (VND) algorithm for discrete optimization. Our method makes the search procedure more exhaustive at the expense of time performance. Instead of keeping track of a single solution which is being improved, we allow branching of the solution into at most M promising solutions and keep track of them. Our experiments show that the proposed method produces results superior to VND. We analyze the impact on time complexity and give general usage guidelines for our method.

Variable neighborhood descent, Population, Discrete optimization, Capacitated vehicle routing problem

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Podaci o prilogu

1-12.

2019.

objavljeno

Podaci o matičnoj publikaciji

International Conference on AI and Mobile Services

Podaci o skupu

8th International Conference Artificial Intelligence and Mobile Services (AIMS 2019)

predavanje

25.06.2019-30.06.2019

San Diego (CA), Sjedinjene Američke Države

Povezanost rada

Računarstvo