J. Soc. Korea Ind. Syst. Eng Vol. 9, No. 56-63, September 2016


parture. Under this background, their effects are analyzed



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An Algorithm for the Loading Planning of Air Express Cargoes


parture. Under this background, their effects are analyzed 
by variating flight depart times and lift-up times in the da-
ta-setting. The flight departure time was varied from noon 
set by Kim et al. [3] to 11:40 in decrements of 2.5 minutes 
and the lift-up time was varied from 300 seconds set by Kim 
et al. [3] to 260 seconds in decrements of 5 seconds. We 
generated 10 test problems for each combination of the flight 
departure time and the lift-up time and randomly set to 
U(20%, 40%), U(40%, 60%), and U(60%, 80%) of contain-
ers arriving at 30~60 minutes before flight departure for 
non-urgent, moderately-urgent and urgent container arrival 
situations, respectively. Here, U(a, b) is the uniform dis-
tribution with a range of [a, b]. 
shows the effect of different flight departure 
times on the rate of revenue change compared to the original 
departure time. It can be seen from the figure that the revenue 
decreased as the flight departure time became earlier as 
expected. For example, if the flight departure time was changed 
from noon (original schedule) to 11:40, i.e., 20 minutes earlier 
than the original schedule, the revenue decreased 0.7%p, 
2.2%p, and 4.9%p for non-urgent, moderately-urgent and urgent 
container arrival situations, respectively. This implies that air 
express service providers should be cautious when letting 
their aircrafts depart earlier than the original schedule.


Dong-Hoon Son․Hwa-Joong Kim
62
100.2% 100.2% 100.2%
100.9%
100.0% 100.0% 100.0% 100.0%
100.4% 100.4% 100.4%
100.9%
100.3%
100.4% 100.4%
100.6% 100.6%
100.7%
100.8%
100.8%
100.0%
100.1%
100.2%
100.3%
100.4%
100.5%
100.6%
100.7%
100.8%
100.9%
101.0%
300
295
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Non-urgent container arrival situation
Moderately-urgent container arrival situation
Urgent container arrival situation
Lift-up
time
(second)
Revenue 
change
rate
Effect of Different Cargo Lift-up Times
 shows the effect of different lift-up times on 
the rate of revenue change compared to the original lift-up 
time. It can be seen from the figure that the revenue slightly 
increased as the lift-up time of containers reduced as expected. 
For example, if the lift-up time reduced from 300 seconds 
to 260 seconds, i.e., 13% reduction, the revenue increased 
0.9%p, 0.9%p, and 0.8%p for non-urgent, moderately-urgent 
and urgent container arrival situations, respectively. This im-
plies that air express service providers should make their effort 
to reduce the lift-up time and more generally writing to im-
prove the productivity of cargo loading operations and ware-
housing operations as described in Song et al. [10]. 
5. Conclusion
This paper revisited a previous study having considered 
the problem of planning the loading of air express cargoes 
motivated from DHL and Air Hong Kong. The problem 
is to determine the locations to be loaded in an aircraft while 
maintaining its stability. The objective of the problem is 
to maximize the total revenue obtained from loading con-
tainers. The current paper suggested an SA algorithm be-
cause our previous research suggested an integer program 
requiring a long computation time. Computational experi-
ments were performed to evaluate the performance of the 
SA algorithm and derive some managerial implications for 
air express service providers. The test results showed that 
our SA algorithm could give good solutions within a short 
amount of computation time. Therefore, it can be argued 
that the SA algorithm may be a viable tool for air express 
carriers including Air Hong Kong needing to quickly estab-
lish air cargo loading plans. In addition, scenario analyses 
showed that air express service providers could experience 
revenue drop if letting their aircrafts depart earlier than the 
original schedule and revenue rise if decreasing the container 
lift-up time. 
This research can be extended in several ways. First, re-
location of containers already loaded in the aircraft should 
be considered because more containers may be loaded by 
relocating the containers. Second, it is worthwhile to consider 
the uncertainty of the cargo weight and arrival time. Third, 
the problem of jointly determining cargo loading and pack-
aging plans is a meaningful research direction. Finally, the 
problem considering different directions of cargoes is worth-
while to be considered.
Acknowledgements
This work was supported by Inha University Research 
Grant.


An Algorithm for the Loading Planning of Air Express Cargoes
63
References
[1] Amiouny, S., Bartholdi, J., Vate, J., and Zhang, J., 
Balanced loading, Operations Research, 1992, Vol. 40, 
pp. 238-246.
[2] Boeing, World Air Cargo Forecast 2014/15, The Boeing 
Company Seattle, 2015.
[3] Kim, H.-J., Seo, S.-W., Park, M.-Y., and Han, J.-J., 
An air container loading planning model : DHL and 
Air Hong Kong case, Journal of International Logistics 

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