Multi-objective optimisation of aircraft flight trajectories in the ATM and avionics context

Abstract The continuous increase of air transport demand worldwide and the push for a more economically viable and environmentally sustainable aviation are driving significant evolutions of aircraft, airspace and airport systems design and operations. Although extensive research has been performed on the optimisation of aircraft trajectories and very efficient algorithms were widely adopted for the optimisation of vertical flight profiles, it is only in the last few years that higher levels of automation were proposed for integrated flight planning and re-routing functionalities of innovative Communication Navigation and Surveillance/Air Traffic Management (CNS/ATM) and Avionics (CNS+A) systems. In this context, the implementation of additional environmental targets and of multiple operational constraints introduces the need to efficiently deal with multiple objectives as part of the trajectory optimisation algorithm. This article provides a comprehensive review of Multi-Objective Trajectory Optimisation (MOTO) techniques for transport aircraft flight operations, with a special focus on the recent advances introduced in the CNS+A research context. In the first section, a brief introduction is given, together with an overview of the main international research initiatives where this topic has been studied, and the problem statement is provided. The second section introduces the mathematical formulation and the third section reviews the numerical solution techniques, including discretisation and optimisation methods for the specific problem formulated. The fourth section summarises the strategies to articulate the preferences and to select optimal trajectories when multiple conflicting objectives are introduced. The fifth section introduces a number of models defining the optimality criteria and constraints typically adopted in MOTO studies, including fuel consumption, air pollutant and noise emissions, operational costs, condensation trails, airspace and airport operations. A brief overview of atmospheric and weather modelling is also included. Key equations describing the optimality criteria are presented, with a focus on the latest advancements in the respective application areas. In the sixth section, a number of MOTO implementations in the CNS+A systems context are mentioned with relevant simulation case studies addressing different operational tasks. The final section draws some conclusions and outlines guidelines for future research on MOTO and associated CNS+A system implementations.

[1]  Timoleon Kipouros,et al.  Biobjective Optimisation of Preliminary Aircraft Trajectories , 2013, EMO.

[2]  John T. Betts,et al.  Exploiting Sparsity in the Direct Transcription Method for Optimal Control , 1999, Comput. Optim. Appl..

[3]  Amedeo R. Odoni,et al.  An Integer Optimization Approach to Large-Scale Air Traffic Flow Management , 2011, Oper. Res..

[4]  Alessandro Gardi,et al.  Low-cost sensors data fusion for small size unmanned aerial vehicles navigation and guidance , 2013 .

[5]  L. Berkovitz Variational methods in problems of control and programming , 1961 .

[6]  Min Xue,et al.  Optimal Integration of Departures and Arrivals in Terminal Airspace , 2012 .

[7]  Milan Janic The Sustainability of Air Transportation: A Quantitative Analysis and Assessment , 2007 .

[8]  Roberto Sabatini,et al.  Generic Framework for Multi-Disciplinary Trajectory Optimization of Aircraft and Power Plant Integrated Systems , 2012 .

[9]  A. Miele Recent advances in gradient algorithms for optimal control problems , 1975 .

[10]  Jeffrey Homola,et al.  Benefits and Feasibility of the Flexible Airspace Management Concept: A Human-in-the-loop Evaluation of Roles, Procedures, and Tools , 2011 .

[11]  Claudio Canuto,et al.  Spectral Methods: Evolution to Complex Geometries and Applications to Fluid Dynamics (Scientific Computation) , 2007 .

[12]  Angelo Miele,et al.  Quasi-steady flight to quasi-steady flight transition for abort landing in a windshear: Trajectory optimization and guidance , 1988 .

[13]  A. Gardi,et al.  Bistatic LIDAR System for the Characterisation of Aviation-Related Pollutant Column Densities , 2014 .

[14]  S. Zelinski Benefits of precision scheduling and spacing for arrival operations , 2012, 2012 IEEE/AIAA 31st Digital Avionics Systems Conference (DASC).

[15]  J. A. Sorensen Concepts for generating optimum vertical flight profiles , 1979 .

[16]  P. Ky,et al.  SESAR : towards the new generation of air traffic management systems in Europe , 2006 .

[17]  E. Haug,et al.  Methods of engineering mathematics , 1993 .

[18]  D. Hull Conversion of optimal control problems into parameter optimization problems , 1996 .

[19]  Anil V. Rao,et al.  Practical Methods for Optimal Control Using Nonlinear Programming , 1987 .

[20]  Alexander Kuenz,et al.  Implementing time based CDA operations in a medium-high density ATM environment , 2012 .

[21]  Philip J. Wolfe,et al.  Assessing the environmental impacts of aircraft noise and emissions , 2011 .

[22]  Bandu N. Pamadi,et al.  Performance, Stability, Dynamics, and Control of Airplanes , 2015 .

[23]  Warren F. Phillips,et al.  Mechanics of Flight , 2004 .

[24]  Gaurav Nagle,et al.  Optimized Profile Descent Arrivals at Los Angeles International Airport , 2013 .

[25]  Lina Abdallah,et al.  Optimization approaches of aircraft flight path reducing noise: Comparison of modeling methods , 2012 .

[26]  Tom G. Reynolds,et al.  Use of Numerical Weather Prediction Models for NextGen ATC Wind Impact Studies (Invited) , 2015 .

[27]  E. Zermelo Über das Navigationsproblem bei ruhender oder veränderlicher Windverteilung , 1931 .

[28]  J. Betts,et al.  Application of sparse nonlinear programming to trajectory optimization , 1992 .

[29]  Roberto Sabatini,et al.  Avionics-Based Integrity Augmentation System for Mission-and Safety-Critical GNSS Applications , 2012 .

[30]  Hussein A. Abbass,et al.  A multi-objective approach for Dynamic Airspace Sectorization using agent based and geometric models , 2012 .

[31]  Ralf H. Mayer,et al.  Modern Aircraft Flight Management Systems , 2010 .

[32]  J. Betts Survey of Numerical Methods for Trajectory Optimization , 1998 .

[33]  Amedeo R. Odoni,et al.  Strategic Flow Management for Air Traffic Control , 1993, Oper. Res..

[34]  Keith Attenborough,et al.  Aircraft Noise: Assessment, Prediction and Control , 2011 .

[35]  K. A. Semendyayev,et al.  Handbook of mathematics , 1985 .

[36]  J. H. Bochem,et al.  Simulator evaluation of optimal thrust management/fuel conservation strategies for airbus aircraft on short haul routes. Final report, Mar. - Nov. 1976 , 1977 .

[37]  G. Wild,et al.  Unmanned Aircraft bistatic LIDAR for CO2 column density determination , 2014, 2014 IEEE Metrology for Aerospace (MetroAeroSpace).

[38]  John T. Betts,et al.  Application of Direct Transcription to Commercial Aircraft Trajectory Optimization , 1995 .

[39]  C. E. Knox,et al.  Flight-Management Algorithm for Fuel-Conservative Descents , 1982 .

[40]  Lance Sherry Improving the accuracy of airport emissions inventories using disparate datasets , 2015 .

[41]  J. Doyle,et al.  Robust and optimal control , 1995, Proceedings of 35th IEEE Conference on Decision and Control.

[42]  Heinz Erzberger,et al.  Application of trajectory optimization principles to minimize aircraft operating costs , 1979, 1979 18th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[43]  Anil V. Rao,et al.  Direct Trajectory Optimization and Costate Estimation via an Orthogonal Collocation Method , 2006 .

[44]  Hok K. Ng,et al.  Aircraft Trajectory Optimization and Contrails Avoidance in the Presence of Winds , 2011 .

[45]  Vishal Sethi,et al.  Theoretical Optimal Trajectories for Reducing the Environmental Impact of Commercial Aircraft Operations , 2014 .

[46]  Alessandro Gardi,et al.  Real-Time Trajectory Optimisation Models for Next Generation Air Traffic Management Systems , 2014 .

[47]  Enio E. Velazco,et al.  Air traffic management: High-low traffic intensity analysis , 1995 .

[48]  Anu Vedantham,et al.  Aviation and the Global Atmosphere: A Special Report of IPCC Working Groups I and III , 1999 .

[49]  Cynthia Barnhart,et al.  Applications of Operations Research in the Air Transport Industry , 2003, Transp. Sci..

[50]  Matt R. Jardin Real-Time Conflict-Free Trajectory Optimization , 2003 .

[51]  Alessandro Gardi,et al.  Avionics sensor fusion for small size unmanned aircraft Sense-and-Avoid , 2014, 2014 IEEE Metrology for Aerospace (MetroAeroSpace).

[52]  Roberto Sabatini,et al.  A New Avionics-Based GNSS Integrity Augmentation System: Part 2 – Integrity Flags , 2013, Journal of Navigation.

[53]  J. Betts,et al.  Compensating for order variation in mesh refinement for direct transcription methods , 2000 .

[54]  Hendrikus G. Visser,et al.  Optimization of noise abatement arrival trajectories , 2001 .

[55]  Daniel Delahaye,et al.  (EN-023) Mathematical Models for Aircraft Trajectory Design : A Survey. , 2013 .

[56]  Yixiang Lim,et al.  Modelling and evaluation of persistent contrail formation regions for offline and online strategic flight trajectory planning , 2016 .

[57]  Ulrich Schumann,et al.  Formation, properties and climatic effects of contrails , 2005 .

[58]  Joseph Z. Ben-Asher,et al.  Optimal control theory with aerospace applications , 2010 .

[59]  Alessandro Gardi,et al.  Novel ATM and Avionic Systems for Environmentally Sustainable Aviation , 2014 .

[60]  Vicenç Puig,et al.  A multi-objective optimization strategy for designing aircraft noise abatement procedures. Case study at Girona airport , 2011 .

[61]  Peter H. Zipfel,et al.  Modeling and Simulation of Aerospace Vehicle Dynamics , 2001 .

[62]  Ulf Ringertz,et al.  Airspace constraints in aircraft emission trajectory optimization , 2010 .

[63]  Alessandro Gardi,et al.  A laser obstacle detection and avoidance system for manned and unmanned aircraft applications , 2015, 2015 International Conference on Unmanned Aircraft Systems (ICUAS).

[64]  Banavar Sridhar,et al.  Aircraft Trajectory Optimization and Contrails Avoidance in the Presence of Winds , 2010 .

[65]  Jasbir S. Arora,et al.  Survey of multi-objective optimization methods for engineering , 2004 .

[66]  N. Yokoyama,et al.  Flight Trajectory Optimization Using Genetic Algorithm Combined with Gradient Method , 2001 .

[67]  Hendrikus G. Visser Generic and site-specific criteria in the optimization of noise abatement trajectories , 2005 .

[68]  J. Betts,et al.  Compensating for order variation in mesh refinement for direct transcription methods II: computational experience , 2002 .

[69]  J. Betts,et al.  Direct transcription solution of optimal control problems with higher order state constraints: theory vs practice , 2007 .

[70]  Richard E. Kopp,et al.  SUCCESSIVE APPROXIMATION TECHNIQUES FOR TRAJECTORY OPTIMIZATION , 1961 .

[71]  J. Betts Sparse Jacobian updates in the collocation method for optimal control problems , 1990 .

[72]  A. E. Bryson,et al.  A Steepest-Ascent Method for Solving Optimum Programming Problems , 1962 .

[73]  Amedeo R. Odoni,et al.  The Air Traffic Flow Management Problem: An Integer Optimization Approach , 2008, IPCO.

[74]  Mark L. Schrader Calculations of Aircraft Contrail Formation Critical Temperatures , 1997 .

[75]  E. G.v. Lectures on the calculus of variations , 1906 .

[76]  John-Paul Clarke,et al.  Evaluating Concepts for Operations in Metroplex Terminal Area Airspace , 2012 .

[77]  A. Quarteroni Numerical Models for Differential Problems , 2009 .

[78]  Odette Deuber,et al.  A physical metric-based framework for evaluating the climate trade-off between CO2 and contrails—The case of lowering aircraft flight trajectories , 2013 .

[79]  J. Betts,et al.  Path constrained trajectory optimization using sparse sequential quadratic programming , 1991 .

[80]  John-Paul Clarke,et al.  Trajectory Generation for Optimized Profile Descent using Hybrid Optimal Control , 2013 .

[81]  J. Betts,et al.  MESH REFINEMENT IN DIRECT TRANSCRIPTION METHODS FOR OPTIMAL CONTROL , 1998 .

[82]  Geoffrey Bower,et al.  MULTI-OBJECTIVE AIRCRAFT OPTIMIZATION FOR MINIMUM COST AND EMISSIONS OVER SPECIFIC ROUTE NETWORKS , 2008 .

[83]  Volker Schulz,et al.  Optimal flight trajectories for the validation of aerodynamic models , 2006, Optim. Methods Softw..

[84]  Roberto Sabatini,et al.  Assessing avionics-based GNSS integrity augmentation performance in UAS mission- and safety-critical tasks , 2015, 2015 International Conference on Unmanned Aircraft Systems (ICUAS).

[85]  J. Betts,et al.  Trajectory optimization on a parallel processor , 1989 .

[86]  Vishal Sethi,et al.  A Multi-Criteria Simulation Framework for Civil Aircraft Trajectory Optimisation , 2010 .

[87]  Kouamana Bousson,et al.  4D Flight Trajectory Optimization Based on Pseudospectral Methods , 2010 .

[88]  Wolfgang Dahmen,et al.  Legendre-Gauss-Lobatto grids and associated nested dyadic grids , 2013, 1311.0028.

[89]  A. Miele,et al.  Optimal trajectories and guidance trajectories for aircraft flight through windshears , 1990, 29th IEEE Conference on Decision and Control.

[90]  Arthur E. Bryson,et al.  Neighboring optimal aircraft guidance in winds , 2000 .

[91]  Paolo Dell'Olmo,et al.  An aggregate stochastic programming model for air traffic flow management , 2011, Eur. J. Oper. Res..

[92]  Félix Mora-Camino,et al.  A soft dynamic programming approach for on-line aircraft 4D-trajectory optimization , 1998, Eur. J. Oper. Res..

[93]  W. Hager,et al.  An hp‐adaptive pseudospectral method for solving optimal control problems , 2011 .

[94]  Alessandro Gardi,et al.  A Laser Obstacle Warning and Avoidance System for Unmanned Aircraft Sense-and-Avoid , 2014 .

[95]  Banavar Sridhar,et al.  Contrail Reduction Strategies Using Different Weather Resources , 2011 .

[96]  Guglielmo Lulli,et al.  THE EUROPEAN AIR TRAFFIC FLOW MANAGEMENT PROBLEM , 2006 .

[97]  Oskar von Stryk,et al.  Direct and indirect methods for trajectory optimization , 1992, Ann. Oper. Res..

[98]  Douglas P. DuBois,et al.  “Fuel Flow Method2” for Estimating Aircraft Emissions , 2006 .

[99]  Marcel Mongeau,et al.  North Atlantic Aircraft Trajectory Optimization , 2014, IEEE Transactions on Intelligent Transportation Systems.

[100]  Charles E. Knox Development of Simplified Airborne Computations for Fuel Conservative Descents in a Time-Based Metered Air Traffic Environment , 1981 .

[101]  Robert Sausen,et al.  The impact of cruise altitude on contrails and related radiative forcing , 2005 .

[102]  G.J.J. Ruijgrok,et al.  Elements of Aircraft Pollution , 2005 .

[103]  Marcel Mongeau,et al.  A Hybrid Metaheuristic Optimization Algorithm for Strategic Planning of 4D Aircraft Trajectories at the Continental Scale , 2014, IEEE Computational Intelligence Magazine.

[104]  David S. Lee,et al.  Transport impacts on atmosphere and climate: Aviation , 2009, Atmospheric Environment.

[105]  Roberto Sabatini,et al.  Towards the Development of a Multi-Disciplinary Flight Trajectory Optimization Tool: GATAC , 2012 .

[106]  Eugene Gilbo,et al.  New Method for Probabilistic Traffic Demand Predictions for En Route Sectors Based on Uncertain Predictions of Individual Flight Events , 2011 .

[107]  Marcel Mongeau,et al.  Trajectory prediction in North Atlantic oceanic airspace by wind networking , 2014, 2014 IEEE/AIAA 33rd Digital Avionics Systems Conference (DASC).

[108]  H Erzberger,et al.  Characteristics of constrained optimum trajectories with specified range , 1978 .

[109]  Alessandro Gardi,et al.  Airborne laser sensors and integrated systems , 2015 .

[110]  Hendrikus G. Visser,et al.  Optimization of RNAV Noise and Emission Abatement Departure Procedures , 2009 .

[111]  William W. Hager,et al.  A unified framework for the numerical solution of optimal control problems using pseudospectral methods , 2010, Autom..

[112]  Stephen L. Campbell,et al.  Direct transcription solution of higher-index optimal control problems and the virtual index , 2007 .

[113]  Alessandro Gardi,et al.  A Laser Obstacle Warning and Avoidance system for Manned and Unmanned Aircraft , 2014, 2014 IEEE Metrology for Aerospace (MetroAeroSpace).

[114]  Yixiang Lim,et al.  Modelling and evaluation of aircraft contrails for 4-Dimensional Trajectory Optimisation , 2015 .

[115]  T. A. Zang,et al.  Spectral Methods: Fundamentals in Single Domains , 2010 .

[116]  R. Sausen,et al.  Contrails in a comprehensive global climate model: Parameterization and radiative forcing results , 2002 .

[117]  I. Michael Ross,et al.  Trajectory optimization by indirect spectral collocation methods , 2000 .

[118]  D. Hull Fundamentals of Airplane Flight Mechanics , 2007 .

[119]  T. Friesz Dynamic Optimization and Differential Games , 2010 .

[120]  Hanif D. Sherali,et al.  Configuration of airspace sectors for balancing air traffic controller workload , 2013, Ann. Oper. Res..

[121]  Dimitris Bertsimas,et al.  The Air Traffic Flow Management Problem with Enroute Capacities , 1998, Oper. Res..

[122]  Alessandro Gardi,et al.  Modern Avionics and ATM Systems for Green Operations , 2015 .

[123]  Sake J. Bijlsma Optimal Aircraft Routing in General Wind Fields , 2009 .

[124]  Alison Eele,et al.  Path Planning with Avoidance Using Nonlinear Branch-and-Bound , 2007 .

[125]  J. A. Sorensen,et al.  Generation of optimum vertical profiles for an advanced flight management system , 1981 .

[126]  Anil V. Rao,et al.  ( Preprint ) AAS 09-334 A SURVEY OF NUMERICAL METHODS FOR OPTIMAL CONTROL , 2009 .

[127]  Frank L. Lewis,et al.  Aircraft Control and Simulation , 1992 .

[128]  Kenneth Chircop,et al.  GATAC - Version 3 of the Generic Framework for Multi-Parameter Optimization of Flight Trajectories , 2013 .

[129]  Craig Nickol Environmentally Responsible Aviation (Era) Project: Assessing Progress Toward Simultaneous Reductions in Noise, Fuel Burn and Nox , 2013 .

[130]  Jack L. Kerrebrock,et al.  Aviation and the Environment: A National Vision Statement, Framework for Goals and Recommended Actions , 2004 .

[131]  Joyce E. Penner,et al.  Aviation and the global atmosphere : a special report of IPCC Working Groups I and III in collaboration with the Scientific Assessment Panel to the Montreal Protocol on Substances that Deplete the Ozone Layer , 1999 .

[132]  Noboru TAKEICHI,et al.  CONTINUOUS DESCENT TRAJECTORY WITH OPTIMUM ARRIVAL TIME CONTROLLABILITY , 2012 .

[133]  Peter H. Zipfel Modeling and Simulation of Aerospace Vehicle Dynamics (Aiaa Education) , 2003 .

[134]  John T. Betts,et al.  Practical Methods for Optimal Control and Estimation Using Nonlinear Programming , 2009 .

[135]  John-Paul Clarke,et al.  Feasible Time Range Analysis of Wide Fleet for Continuous Descent Arrival , 2013 .

[136]  Anil V. Rao,et al.  Algorithm 902: GPOPS, A MATLAB software for solving multiple-phase optimal control problems using the gauss pseudospectral method , 2010, TOMS.

[137]  Amedeo R. Odoni,et al.  Solving Optimally the Static Ground-Holding Policy Problem in Air Traffic Control , 1993, Transp. Sci..

[138]  William W. Hager,et al.  Pseudospectral methods for solving infinite-horizon optimal control problems , 2011, Autom..

[139]  Dimitri P. Bertsekas,et al.  Nonlinear Programming , 1997 .

[140]  Alberto Olivares,et al.  Multiphase Optimal Control Framework for Commercial Aircraft Four-Dimensional Flight-Planning Problems , 2015 .

[141]  A. Wulff,et al.  Technology review of aeroengine pollutant emissions , 1997 .

[142]  Kenneth Chircop,et al.  GATAC - A Generic Framework for Multi-Parameter Optimization of Flight Trajectories , 2012 .

[143]  A. Peterson,et al.  Difference Equations: An Introduction with Applications , 2000 .

[144]  Oleg A. Yakimenko,et al.  Computing short-time aircraft maneuvers using direct methods , 2010 .

[145]  D. Funaro Polynomial Approximation of Differential Equations , 1992 .

[146]  Geoffrey T. Huntington,et al.  Comparison of Global and Local Collocation Methods for Optimal Control , 2008 .

[147]  Arnab Majumdar,et al.  En-Route Sector Capacity Estimation Methodologies: An International Survey , 2005 .

[148]  G.J.J. Ruijgrok Elements of Aviation Acoustics , 2004 .

[149]  John N. Bradbury ICAO and Future Air Navigation Systems , 1991 .

[150]  Liling Ren Modeling and managing separation for noise abatement arrival procedures , 2007 .

[151]  Timoleon Kipouros,et al.  The Design and Implementation of a GPU-enabled Multi-objective Tabu-search Intended for Real World and High-dimensional Applications , 2014, ICCS.

[152]  Peter Brooker,et al.  A 4D ATM Trajectory Concept Integrating GNSS and FMS? , 2014, Journal of Navigation.

[153]  Dewey H. Hodges,et al.  Weak Hamiltonian finite element method for optimal control problems , 1991 .

[154]  Roberto Sabatini,et al.  Design and Validation of a Detailed Aircraft Performance Model for Trajectory Optimisation , 2012 .

[155]  H. Erzberger,et al.  Algorithm for fixed-range optimal trajectories , 1980 .

[156]  Vojin S. Tosic,et al.  Terminal airspace capacity model , 1982 .

[157]  John T. Betts,et al.  Large Scale Parameter Estimation Using Sparse Nonlinear Programming Methods , 2003, SIAM J. Optim..

[158]  Yixiang Lim,et al.  4 Dimensional trajectory functionalities for air traffic management systems , 2015, 2015 Integrated Communication, Navigation and Surveillance Conference (ICNS).

[159]  Alberto Olivares,et al.  Engineering Notes Hybrid Optimal Control Approach to Commercial Aircraft Trajectory Planning , 2010 .

[160]  Takuya Kinoshita,et al.  Research on a New Aircraft Point-Mass Model , 2011 .

[161]  Anil V. Rao,et al.  Exploiting Sparsity in Direct Collocation Pseudospectral Methods for Solving Optimal Control Problems , 2012 .

[162]  H. Erzberger,et al.  Constrained optimum trajectories with specified range , 1980 .

[163]  Christophe Rabut,et al.  Wind-optimal path planning: Application to aircraft trajectories , 2014, 2014 13th International Conference on Control Automation Robotics & Vision (ICARCV).

[164]  E. Blum,et al.  The Mathematical Theory of Optimal Processes. , 1963 .

[165]  Manuela Battipede,et al.  Analysis of the Impact of Performance Model Accuracy on 4D Trajectory Optimization. , 2015 .

[166]  John-Paul Clarke,et al.  Optimal Control Based Vertical Trajectory Determination for Continuous Descent Arrival Procedures , 2015 .

[167]  G. Rand International Federation of Operational Research Societies , 2013, Nature.

[168]  Andrew G. Detwiler,et al.  Contrail Formation and Propulsion Efficiency , 2002 .

[169]  Inseok Hwang,et al.  Dynamic Terminal Airspace Configuration , 2013 .

[170]  H. G. Visser A 4-D TRAJECTORY OPTIMIZATION AND GUIDANCE TECHNIQUE FOR TERMINAL AREA TRAFFIC MANAGEMENT. , 1994 .

[171]  Alessandro Gardi,et al.  LIDAR Obstacle Warning and Avoidance System for Unmanned Aircraft , 2014 .

[172]  David J. Lovell,et al.  Evaluating a New Formulation for Large-Scale Traffic Flow Management , 2009 .

[173]  Roberto Sabatini,et al.  Optimization of Fuel Consumption in Climb Trajectories using Genetic Algorithm Techniques , 2012 .

[174]  A. A. Rodriguez,et al.  Aircraft trajectory optimization with application to a Lockheed L1011-100 , 1992, [1992] Proceedings of the 31st IEEE Conference on Decision and Control.

[175]  Roberto Sabatini,et al.  City-Pair Trajectory Optimization in the Presence of Winds using the GATAC Framework , 2013 .

[176]  Heinz Erzberger,et al.  FIXED-RANGE OPTIMUM TRAJECTORIES FOR SHORT-HAUL AIRCRAFT , 1976 .

[177]  Alberto Olivares,et al.  En-Route Optimal Flight Planning Constrained to Pass Through Waypoints using MINLP , 2011 .

[178]  Maurizio Bielli,et al.  Air traffic management: Optimization models and algorithms , 1992 .

[179]  Devaiah Nalianda,et al.  Application of Genetic Algorithm for Preliminary Trajectory Optimization , 2011 .

[180]  Anil V. Rao,et al.  Direct Trajectory Optimization Using a Variable Low-Order Adaptive Pseudospectral Method , 2011 .

[181]  Vicenç Puig,et al.  Multi-objective optimisation for aircraft departure trajectories minimising noise annoyance , 2010 .

[182]  David G. Hull Variational Calculus and Approximate Solution of Optimal Control Problems , 2001 .