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Intelligent optimisation system for airport operation : Hajj Terminal in Saudi ArabiaGronfula, Mohammed Ghazi January 2014 (has links)
Airport operation level of service (LOS) and performance management are among the major concerns by any airport authority. Two aspects considered in that kind of measurement: passengers prospective and operators prospective. This thesis tries to combine both in its produced optimisation system. This study was carried out in the Hajj terminal of the King Abdul-Aziz international airport and classified the processing time among the most important measures affecting the users’ observation of the level of service. Produced survey has helped to generate performance measure upon passengers prospective. On the other hand a simulation model of the process flow is utilised to formulate driven data model of the terminal process flow operations. The model built on Arena software and correlation study is made from the multiple “what if” scenarios of the model. Then a linear regression is used to generate a model for each variable. Levenberg–Marquardt (LM) algorithm is used after to carry out better regression model then Neuro-Fuzzy (NF) model found to be more efficient as it is picked and used to generate a best observed prediction. The system is optimised through the generated Neuro-Fuzzy (NF) logic model using both Particle Swarm Optimization (PSO) and Genetic Algorithm (GA). A validation in addition to the testing made in the optimisation system. Analysis shows a great deal of improvement in predictions using fuzzy logic instead of linear regression for all dependent variables. PSO and GA optimisations are carried out and compared to the actual results gathered from the Arena simulation report.
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Reducing queue wait times at Los Angeles International AirportSedani, Harshit 01 January 2014 (has links)
Operations research and queue theory have many different applications, providing tremendous value for different organizations. With the rise of fast computers and better data, stochastic processes can be better modeled into simulations to provide results of higher quality. The application of Operations Research is a very interesting intersection of mathematics, statistics, computer science and management science. In this project, the benefits of using point wise stationary approximations and stationary independent period by period approximationsto simulate staffing requirements at LAX (Los Angeles International Airport) in conjuction are examined with the motivation of reducing arrival processing times. This paper then examines the performance of different airport layouts, utilizing a discrete event simulation.
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SIMULATION ANALYSIS OF END-AROUND TAXIWAY OPERATIONSYilin Feng (9159608) 23 July 2020 (has links)
<p>Runway and taxiway configuration could affect airport capacity
and safety, and airline taxiing time and fuel consumption. In this study, a
discrete-event stochastic simulation model is created to explore the impact of
four different runway and taxiway choices on a fictional airport with parallel
runways that have End-Around Taxiways (EAT) at each end.
Scenario 1 represent the conventional runway and taxiway choices used in
parallel runway systems, while Scenarios 2, 3, and 4 mimic three new choices
that become possible because of the usage of the EAT. Three designed
experiments are used to explore the influence of the four scenarios in terms of
taxi time, fuel consumption, and number of runway crossings during high traffic
periods, as well as the ability to cope with increases in the load level. </p>
<p>Some main findings are: 1)
using the outboard runway to land and the EAT as the taxi-in path would yield
the shortest average taxi-out time, while the average taxi-in time is similar
or longer than that in the conventional choice; 2) if arrival aircraft are
allowed to land over an active EAT, using the outboard runway to take off and
the EAT as the taxi-out path would show advantages in both the average taxi-in
time and the average taxi-out time; 3) if the EAT is operated under current FAA
regulation, using the outboard runway to take off and the EAT as the taxi-out
path could still show advantages in the average taxi-in time, while the average
taxi-out time is the longest during high arrival period; 4) the results of the
average fuel consumption indicate similar trends with the results of the
average taxi time; 5) using the EATs could either eliminate the number of
runway crossings or reduce it significantly; 6) the taxi times with the use of
EATs are more stable against the increases in the load level in comparison with
the conventional choice.</p>
<p>Safety and human factor issues related to allowing arrival
aircraft to land over an active EAT are discussed, as well as some future
research topics. This study may encourage airport operators and researchers to
explore how to make full use of existing EATs. This study, along with future
cost-benefit analyses based on the results of this research, would be a
valuable reference for airports that consider constructing EATs in the future. </p>
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