• Title/Summary/Keyword: Departure Manager

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A Development of Data-Driven Aircraft Taxi Time Prediction Algorithm (데이터 기반 항공기 지상 이동 시간 예측 알고리즘 개발)

  • Kim, Soyeun;Jeon, Daekeun;Eun, Yeonju
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.26 no.2
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    • pp.39-46
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    • 2018
  • Departure Manager (DMAN) is a tool to optimize the departure sequence and to suggest appropriate take-off time and off-block time of each departure aircraft to the air traffic controllers. To that end, Variable Taxi Time (VTT), which is time duration of the aircraft from the stand to the runway, should be estimated. In this paper, a study for development of VTT prediction algorithm based on machine learning techniques is presented. The factors affecting aircraft taxi speeds were identified through the analysis of historical traffic data on the airport surface. The prediction model suggested in this study consists of several sub-models that reflect different types of surface maneuvers based on the analysis result. The prediction performance of the proposed method was evaluated using the actual operational data.

En-route Trajectory Prediction via Weighted Linear Regression (가중선형회귀를 통한 순항항공기의 궤적예측)

  • Kim, Soyeun;Lee, Keumjin
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.24 no.4
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    • pp.44-52
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    • 2016
  • The departure flow management is the planning tool to optimize the schedule of the departure aircraft and allows them to join smoothly into the overhead traffic flow. To that end, the arrival time prediction to the merge point for the cruising aircraft is necessary to determined. This paper proposes a trajectory prediction model for the cruising aircraft based on the machine learning approach. The proposed method includes the trajectory vectored from the procedural route and is applied to the historical data to evaluate the prediction performances.

A Study on Taxi Route Extraction Based on a Node-Link Model for Aircraft Movements on Airport Surface (노드링크 모델 기반 항공기 공항 지상이동 경로 추출 기법에 대한 연구)

  • Jeong, Myeongsook;Eun, Yeonju;Kim, Hyounkyoung;Jeon, Daekeun
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.25 no.3
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    • pp.51-60
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    • 2017
  • Estimation of the taxi-out and taxi-in times of aircraft on a airport surface is one of the essential features of Departure Manager (DMAN). Especially for an airport with multiple runways and large ramp areas, estimation of the taxi-out and taxi-in times are mainly dependent on the taxi routes on airport surface. This paper described the method of automatic extraction of the the taxi routes using the ASDE track data and the Dijkstra algorithm based on the node-link model of a airport surface movements. In addition, we analyzed the ground operation status of Incheon International Airport using the extracted taxi routes.

Process Capability Analysis by a New Process Incapability Index

  • Kim, Hee-Jung;Cho, Gyo-Young
    • Journal of the Korean Data and Information Science Society
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    • v.18 no.2
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    • pp.457-469
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    • 2007
  • Process Capability Indexes(PCI) are used as the measure for evaluation of process capability analysis and is the statistical method for efficient process control. The fourth generation $PCI(C_{psk})$ is constructed from $C_{pmk}$ by introducing the factor $\mid\mu-T\mid$ in the numerator as an extra penalty for the departure of the process mean from the preassigned target value T And Process Incapability Indexes(PII) are presented by inversing PCI and include the information of PCI. This paper introduces the PII $C_{ss}^*$ provide manager with various information of process and include Gage R&R. PII $C_{ss}^*$ is presented by inversing PCI $C_{psk}$ and include the information of PCI $C_{psk}$.

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System Design Plan for Departure Manager Considering Operation Environment in Korea (국내 운용환경을 고려한 항공기 출발관리시스템 설계 방안)

  • Kim, Hyeon-Gyeong;Jeon, Dae-Geun;Eun, Yeon-Ju
    • 한국항공운항학회:학술대회논문집
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    • 2015.11a
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    • pp.117-120
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    • 2015
  • 공항에서의 항공기 운영을 효율적으로 수행하기 위한 항공기 출발관리시스템이 국내에 적용되기 위해 고려할 사항에 대해 기술하였다. Eurocontrol에서 정의한 출발관리시스템의 기본 요구사항과 해외 개발 사례를 바탕으로 기본적인 항공기 출발관리를 위해 필요한 환경 요건을 분석하였으며, 출발관리와 관련한 국내 공항의 운용 방법과 연동 가능한 시스템 현황을 분석하였다. 이를 통해 항공 교통량 증가율이 가장 높은 국내 대표 공항인 인천공항과 제주공항을 대상으로 한 항공기 출발관리 시스템을 설계하기 위해 고려할 사항에 대해 분석하고, A-CDM 등 다양한 외부 조건에 대해 독립적인 시스템 설계방안을 제시하고자 한다.

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En-route Ground Speed Prediction and Posterior Inference Using Generative Model (생성 모형을 사용한 순항 항공기 향후 속도 예측 및 추론)

  • Paek, Hyunjin;Lee, Keumjin
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.27 no.4
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    • pp.27-36
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    • 2019
  • An accurate trajectory prediction is a key to the safe and efficient operations of aircraft. One way to improve trajectory prediction accuracy is to develop a model for aircraft ground speed prediction. This paper proposes a generative model for posterior aircraft ground speed prediction. The proposed method fits the Gaussian Mixture Model(GMM) to historical data of aircraft speed, and then the model is used to generates probabilistic speed profile of the aircraft. The performances of the proposed method are demonstrated with real traffic data in Incheon Flight Information Region(FIR).

Optimal Block Transportation Path Planning of Transporters considering the Damaged Path (운송 경로 손상을 고려한 트랜스포터의 최적 블록 운송 경로 계획)

  • Heo, Ye-Ji;Cha, Ju-Hwan;Cho, Doo-Yeoun;Song, Ha-Cheol
    • Journal of the Society of Naval Architects of Korea
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    • v.50 no.5
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    • pp.298-306
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    • 2013
  • Nowadays, a transporter manager plans the schedule of the block transportation by considering the experience of the manager, the production process of the blocks and the priority of the block transportation in shipyard. The schedule planning of the block transportation should be rearranged for the reflection of the path blocking cases occurred by unexpected obstacles or delays in transportation. In this paper, the optimal block transportation path planning system is developed for rearranging the schedule of the block transportation by considering the damaged path. $A^*$ algorithm is applied to calculate the new shortest path between the departure and arrival of the blocks transported through the damaged path. In this algorithm, the first node of the damaged path is considered as the starting position of the new shortest path, and then the shortest path calculation is completed if the new shortest path is connected to the one of nodes in the original path. In addition, the data structure for the algorithm is designed. This optimal block transportation path planning system is applied to the Philippine Subic shipyard and the ability of the rapid path modification is verified.