Empty Container Management at Ports Considering Pollution, Repair Options, and Street-Turns
Hindawi Publishing Corporation
Mathematical Problems in Engineering
Volume 2016, Article ID 3847163, 13 pages
http://dx.doi.org/10.1155/2016/3847163
Research Article
Empty Container Management at Ports Considering Pollution,
Repair Options, and Street-Turns
Norberto Sáinz Bernat,1 Frederik Schulte,2 Stefan Voß,1,2 and Jürgen Böse3
1
Escuela de Ingenierı́a Industrial, Pontificia Universidad Católica de Valparaı́so, Valparaı́so, Chile
Institute of Information Systems, University of Hamburg, Hamburg, Germany
3
Institute of Maritime Logistics, Hamburg University of Technology, Hamburg, Germany
2
Correspondence should be addressed to Jürgen Böse;
Received 10 June 2016; Accepted 1 November 2016
Academic Editor: Mohammad D. Aliyu
Copyright © 2016 Norberto Sáinz Bernat et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited.
International trade imbalances make the management of empty containers within shipping networks an important economic and
ecological problem. While import-dominated ports accumulate large amounts of empty containers, export-dominated ports need
them as transport resources, requiring a repositioning transportation of empty containers on the sea and land side. Acknowledging
the importance of the problem, plenty of respective literature has appeared. Since periodic review inventory management systems
allow to model the inherent stochasticity of empty container transportation, they have emerged as a major solution approach in
the domain. Nevertheless, existing approaches often omit crucial economic and ecological real world conditions determining the
success of empty container management. Pollution, repair options, and street-turns are important aspects in this context. In this
work, we present new stochastic review policies incorporating a realistic allocation scheme for empty container emissions, realistic
maintenance, and repair options as well as street-turns. We analyze the optimality of the proposed polices and evaluate them in a
simulation model with metaheuristic parameter search based on extensive real-world data from a major global shipping company
operating in Latin America. Results provide insights for academics and practitioners about the economic and ecological impact of
the distinct empty container management polices within a shipping network.
1. Introduction
Greenhouse gas (GHG) emissions in maritime shipping have
received much attention in recent years and are widely seen
as a major constraint for sustainable growth in worldwide
trade among researchers and practitioners of the field. Due
to the trade imbalance, for example, between Asia and
Europe, a significant share of global container movements are
movements of empty containers. Current empirical studies
estimate a percentage between 20 and 30 per cent empty
container movements in maritime shipping and even up to 50
per cent in the hinterland [1]. Empty containers are therefore
responsible for a significant part of emissions produced in
maritime transport. Since empty containers, in contrast to full
containers, need to satisfy an internal demand of the shipping
company, there may be more space for emission integrated
planning approaches in empty container transport. Though
the connection between emission models in maritime shipping and empty container repositioning has been drawn [2],
there remains lack of respective models on all planning levels
of empty container management.
One way to address the problem of empty container repositioning is inventory management approaches applied to
manage orders and stock levels of empty containers in ports.
For instance, Li et al. [3, 4] have introduced a heuristic for
repositioning policies based minimum and maximum numbers of empty containers at ports, and more recently, Dang
et al. [5] have presented a simulation-based optimization
approach for demand dependent positioning of empty containers between ports and between depots of ports. Although
the importance of emissions caused by empty containers
has been well understood [2], little effort has been made
to extend existing models to multiobjective formulations
incorporating business and sustainability objectives. This is
2
in line with an observed need for stochastic multiobjective
models integrating both planning objectives in maritime
shipping [6]. Apart from that, the importance of real-world
conditions such as damaged containers or street-turns have
recently been stressed in shipping network design [7], where
street-turns refer to the operation of directly reusing an
imported unloaded container, that is, directly moving it from
the consignee’s to the shippers’ location without bringing the
container to a depot or warehouse before.
In this paper, we present several new, inventory-based
empty container management policies using emissions prices
for a cost function that integrates economic and ecological
objectives, on the sea and land side. These policies serve to
evaluate the pollution impact of empty container transport,
maintenance, and repair as well as street-turns options.
We examine the proposed policies analytically and evaluate
them in a simulation approach with metaheuristic parameter
search, assuming the case of a Latin American shipping
service operated by a major shipping company. While Markov
decision processes are used to design threshold policies,
simulation techniques are applied to evaluate their performance since they provide solutions for complex and realistic
problems [8]. We find that the presented model may actually
enable planners to master the observed potential trade-off in
objectives and may be an effective way to more realistic, more
sustainable empty container management.
The following sections present relevant literature,
extended periodic review policies for empty container management, and a simulation optimization model with a numerical study based on real world data as well as conclusions
drawn from the study. Section 2 reviews current empty container management models and emission-oriented maritime
logistics. Section 3 introduces the empty container inventory
management approach and analyzes the proposed policies
with respect to their optimality. Section 4 describes the
simulation model and the optimization approach for the evaluation, complemented by a numerical study in Section 5. Section 6 gives conclusions and an outlook on future research.
2. Literature Review
Invoked by cost saving requirements in industry, literature
provides an extensive body of studies on empty container
management and repositioning of empty containers between
ports [9]. Some of the prominent studies in this respect
adapt inventory management models already established in
industrial or production management, but little work has
been done to connect those models to pollution objectives
and some subtle, but importan (...truncated)