Evalution of binary simulated Kalman filter and its application on airport gate scheduling

Airport gate allocation problem referred to the search for optimal assignment of flights to gates at an airport. Assignment of flight to gates becomes very complex nowadays, especially for a big size airport. SKF is an optimization that has been introduced recently. This algorithm is based on mechan...

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Main Author: Zarifah, Mohamad Nor
Format: Undergraduates Project Papers
Language:English
Published: 2016
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/18017/
http://umpir.ump.edu.my/id/eprint/18017/1/Evalution%20of%20binary%20simulated%20Kalman%20filter%20and%20its%20application%20on%20airport%20gate%20scheduling.pdf
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author Zarifah, Mohamad Nor
author_facet Zarifah, Mohamad Nor
author_sort Zarifah, Mohamad Nor
building UMP Institutional Repository
collection Online Access
description Airport gate allocation problem referred to the search for optimal assignment of flights to gates at an airport. Assignment of flight to gates becomes very complex nowadays, especially for a big size airport. SKF is an optimization that has been introduced recently. This algorithm is based on mechanism of Kalman Filter where every agent estimates the global minimum/maximum. SKF can only solve continuous numerical optimization problem. From this algorithm, enhancement and modification of SKF is introduced. Exploitation of the distance between an agent and the best agent let the SKF operates in binary search space. In this study, the airport gate allocation problem is solved using extended version of Simulated Kalman Filter algorithm called Binary Simulated Kalman Filter (BSKF).The main objective of this study is to minimize the total walking distance of passengers either from a gate to entrance/exit or gate to a gate. So, a small case study in an airport with 40 flights, 14 numbers of planes and 16 gates has been chosen and for evaluate BSKF, fix parameter of run, iteration and number of agents was set up.
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format Undergraduates Project Papers
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institution Universiti Malaysia Pahang
institution_category Local University
language English
last_indexed 2025-11-15T02:11:32Z
publishDate 2016
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spelling ump-180172023-02-20T03:55:55Z http://umpir.ump.edu.my/id/eprint/18017/ Evalution of binary simulated Kalman filter and its application on airport gate scheduling Zarifah, Mohamad Nor TK Electrical engineering. Electronics Nuclear engineering Airport gate allocation problem referred to the search for optimal assignment of flights to gates at an airport. Assignment of flight to gates becomes very complex nowadays, especially for a big size airport. SKF is an optimization that has been introduced recently. This algorithm is based on mechanism of Kalman Filter where every agent estimates the global minimum/maximum. SKF can only solve continuous numerical optimization problem. From this algorithm, enhancement and modification of SKF is introduced. Exploitation of the distance between an agent and the best agent let the SKF operates in binary search space. In this study, the airport gate allocation problem is solved using extended version of Simulated Kalman Filter algorithm called Binary Simulated Kalman Filter (BSKF).The main objective of this study is to minimize the total walking distance of passengers either from a gate to entrance/exit or gate to a gate. So, a small case study in an airport with 40 flights, 14 numbers of planes and 16 gates has been chosen and for evaluate BSKF, fix parameter of run, iteration and number of agents was set up. 2016-12 Undergraduates Project Papers NonPeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/18017/1/Evalution%20of%20binary%20simulated%20Kalman%20filter%20and%20its%20application%20on%20airport%20gate%20scheduling.pdf Zarifah, Mohamad Nor (2016) Evalution of binary simulated Kalman filter and its application on airport gate scheduling. Faculty of Electrical & Electronics Engineering, Universiti Malaysia Pahang.
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Zarifah, Mohamad Nor
Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title_full Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title_fullStr Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title_full_unstemmed Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title_short Evalution of binary simulated Kalman filter and its application on airport gate scheduling
title_sort evalution of binary simulated kalman filter and its application on airport gate scheduling
topic TK Electrical engineering. Electronics Nuclear engineering
url http://umpir.ump.edu.my/id/eprint/18017/
http://umpir.ump.edu.my/id/eprint/18017/1/Evalution%20of%20binary%20simulated%20Kalman%20filter%20and%20its%20application%20on%20airport%20gate%20scheduling.pdf