Pregled bibliografske jedinice broj: 640766
Vehicle Routing Optimization Using Multiple Local Search Improvements
Vehicle Routing Optimization Using Multiple Local Search Improvements // Automatika : časopis za automatiku, mjerenje, elektroniku, računarstvo i komunikacije, 55 (2014), 2; 124-132 doi:10.7305/automatika.2014.01.580 (međunarodna recenzija, članak, znanstveni)
CROSBI ID: 640766 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Vehicle Routing Optimization Using Multiple Local Search Improvements
Autori
Fosin, Juraj ; Carić, Tonči ; Ivanjko, Edouard
Izvornik
Automatika : časopis za automatiku, mjerenje, elektroniku, računarstvo i komunikacije (0005-1144) 55
(2014), 2;
124-132
Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni
Ključne riječi
VRP ; CVRP ; iterated local search ; multiple improvements
Sažetak
Combinatorial optimization problems on graphs arise in many practical applications. One of the most studied practical combinatorial optimization problem is the Vehicle Routing Problem (VRP). When coupled with modern in-car navigation and fleet management software, real world applications of VRP optimization result in significant cost savings. In this paper novel multiple improvements pivoting rule for Capacitated VRP (CVRP) is proposed. Its application significantly reduces computational time needed for CVRP optimization. A novel pivoting rule is implemented as part of the search step selection mechanism in the iterated local search algorithm. Augmented iterated local search algorithm is tested on 4 large scale real- world problems in Croatia with up to 7065 customers and 236 vehicles and on standard CVRP benchmark sets. Real-world problem data was obtained from a large Croatian logistics company. Comparison of well known first and best pivoting rules with proposed novel multiple improvements pivoting rule regarding travel distance, number of search moves and computational time is given. Achieved computational speed-ups are up to 29 times compared to the first and 9 times compared to the best improvement pivoting rule, without any substantial degradation in quality of the obtained solution.
Izvorni jezik
Engleski
Znanstvena područja
Elektrotehnika, Računarstvo, Tehnologija prometa i transport
POVEZANOST RADA
Projekti:
MZO-ZP-036-0363078-3018 - Upravljanje mobilnim robotima i vozilima u nepoznatim i dinamičkim okruženjima (Petrović, Ivan, MZO ) ( CroRIS)
Ustanove:
Fakultet prometnih znanosti, Zagreb
Citiraj ovu publikaciju:
Časopis indeksira:
- Web of Science Core Collection (WoSCC)
- Science Citation Index Expanded (SCI-EXP)
- SCI-EXP, SSCI i/ili A&HCI
- Scopus