Smolt - a Parallel Memetic Matheuristic for Maritime Inventory Routing: Application to Fish Feed Distribution

30 Pages Posted: 6 Jan 2023

See all articles by Anders Bjelland

Anders Bjelland

Norwegian University of Science and Technology (NTNU)

Aksel Borgen

Norwegian University of Science and Technology (NTNU)

Sjur Wold

Norwegian University of Science and Technology (NTNU)

Kjetil Fagerholt

Norwegian University of Science and Technology (NTNU)

Dimitri Papageorgiou

ExxonMobil Research and Engineering Company

Kristian Thun

SINTEF Ocean

Simen Vadseth

Norwegian University of Science and Technology (NTNU)

Abstract

This paper studies a maritime inventory routing problem (MIRP) faced by fish feed suppliers responsible for distributing different types of fish feed from one or several production facilities to a number of fish farms located at sea with a given heterogeneous fleet of specialized vessels. The feed supplier needs to maintain sufficient inventory levels at the farms at all times while minimizing the distribution costs. We propose a discrete-time mixed-integer programming (MIP) model for the fish feed MIRP. Since a commercial MIP solver can only solve small problem instances, we also propose a novel matheuristic for solving real-life instances. The matheuristic employs a memetic algorithm, a metaheuristic combining a genetic algorithm with local search to decide how to route the vessels, coupled with a linear program for assigning quantities along the vessel routes. We perform a computational study on a number of realistic test instances generated using data from one of Norway’s largest fish feed suppliers. We show that the matheuristic outperforms a commercial MIP solver and can provide valuable decision support. Furthermore, we test the matheuristic on a set of general MIRP benchmark instances from the literature (MIRPLib). Despite not being specifically designed to solve these instances, the results indicate that the matheuristic can obtain high-quality solutions here as well.

Keywords: Maritime logistics, Maritime inventory routing problem, Multi-depot, Case study, heuristic

Suggested Citation

Bjelland, Anders and Borgen, Aksel and Wold, Sjur and Fagerholt, Kjetil and Papageorgiou, Dimitri and Thun, Kristian and Vadseth, Simen, Smolt - a Parallel Memetic Matheuristic for Maritime Inventory Routing: Application to Fish Feed Distribution. Available at SSRN: https://ssrn.com/abstract=4319330 or http://dx.doi.org/10.2139/ssrn.4319330

Anders Bjelland

Norwegian University of Science and Technology (NTNU) ( email )

Høgskoleringen 7A
Trondheim, 7033
Norway

Aksel Borgen

Norwegian University of Science and Technology (NTNU) ( email )

Høgskoleringen 7A
Trondheim, 7033
Norway

Sjur Wold

Norwegian University of Science and Technology (NTNU) ( email )

Høgskoleringen 7A
Trondheim, 7033
Norway

Kjetil Fagerholt

Norwegian University of Science and Technology (NTNU) ( email )

Dimitri Papageorgiou

ExxonMobil Research and Engineering Company ( email )

Kristian Thun

SINTEF Ocean ( email )

Norway

Simen Vadseth (Contact Author)

Norwegian University of Science and Technology (NTNU) ( email )

Høgskoleringen 7A
Trondheim, 7033
Norway

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