Target tracking and Estimated Time of Arrival (ETA) Prediction for Arrival Aircraft

نویسندگان

  • Kaushik Roy
  • Benjamin Levy
  • Claire J. Tomlin
چکیده

The problem of developing a unified algorithm for arrival aircraft target tracking and Estimated Time of Arrival (ETA) prediction is approached from a hybrid linear systems approach. Discrete-time hybrid state models are derived and two state estimation algorithms, the Interacting Multiple Model (IMM) and particle filtering with resampling, are implemented for target tracking. Along with the standard Markov chain model for discrete mode changes, the idea of autonomous transitions, or mode changes which depend on the continuous state, are utilized in filtering. The IMM algorithm with autonomous transitions incorporated in discrete mode estimation is developed as an effective ETA predictor. The IMM algorithm is also found to be more efficient than particle filters in terms of run-time and target tracking accuracy. Tracking is performed on observed and simulated data to have RMS errors of less than 50 ft in position and less than 10 ft/s in velocity. ETA predictions are made within 30 seconds of actual landing time for time horizons of nearly 20 minutes.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Analysis of the Use of Estimated Time of Arrival Broadcast for Interval Management

Interval Management (IM) is a NextGen application that requires accurate Estimated Times of Arrival (ETAs) in order to achieve a desired inter-aircraft spacing at a downstream point. Current standards require that the IM avionics calculate an ETA for the Target aircraft against which the IM aircraft is managing its relative spacing interval. In the future, this requirement could be replaced by ...

متن کامل

Final Approach Spacing Tool (fast) Velocity Accuracy Performance Analysis

The NASA passive Final Approach Spacing Tool (FAST) provides advisory information to the terminal air traffic controller for sequencing and merging of landing aircraft. It consists of the Trajectory Synthesizer (TS) and the Scheduling Logic (SL). FAST has undergone extensive field testing and performance evaluations of the FAST TS algorithms have been conducted. However, no analytical performan...

متن کامل

From Rural to Urban Environments: Human/Systems Simulation Research for Low Altitude UAS Traffic Management (UTM)

Nomenclature ADRS = Aeronautical Datalink and Radar Simulator ANSP = Air Navigation Service Provider ATM = Air Traffic Management ATD = ATM Technology Demonstration ERAM = En Route Automation Modernization ETA = Estimated Time of Arrival Kts = Knots (nautical miles per hour) LVC = Live, Virtual, Constructive MACS = Multi Aircraft Control System NM = Nautical Miles NAS = National Airspace System...

متن کامل

Scheduling Aircraft Landings to Closely Spaced Parallel Runways

An optimization model for a scheduling problem for closely spaced parallel approaches has been formulated. It takes temporal, pairing, sequencing, separation route and grouping constraints into account. Simulations investigated possible advantages of advanced scheduling methods over first-come-firstserved scheduling. Also, this study evaluated the performance differences between the computation...

متن کامل

Controller Strategies for Automation Tool Use under Varying Levels of Trajectory Prediction Uncertainty

A human-in-the-loop simulation was conducted to examine the effects of varying levels of trajectory prediction uncertainty on air traffic controller workload and performance, as well as how strategies and the use of decision support tools change in response. This paper focuses on the strategies employed by two controllers from separate teams who worked in parallel but independently under identi...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2006