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Environmental Modeling of 
NextGen Concepts & Technologies 
Jawad Rachami 
12 August 2010
The Optimization Challenge for NextGen 
 New Aircraft Technology 
(e.g., FAA CLEEN, NASA ERA) 
 Alternative Fuels (CAAFI) 
 CNS/ATM Technologies 
 NextGen Procedural 
Enhancements & Redesign 
 Airport Capacity 
improvements and strategic 
planning 
 Multimodal connectivity 
 Comprehensive Energy & 
Climate policy 
 Local zoning and noise 
control 
 Research Investments 
 Incentives for accelerated 
adoption of new technology 
 Airline Business Model 
Realignment (incl. M&A) 
 Global Fuel Price Volatility 
 Market responses to 
economic/security 
conditions 
 Demand for point-to-point 
travel 
 Incentives for accelerated 
adoption of new technology
The Environmental Challenge for NextGen 
Science & Tools: 
 Defining climate forcing effects from aircraft operations 
 Enhancing prediction accuracy of cruise emissions 
 Defining airport contributions to local Air Quality 
 Developing environmental Interdependency metrics and tools for both 
tactical and strategic planning 
Policy / Regulatory: 
 Agreement on climate controls and environmental standards for aviation 
 Tradeoffs between local land-use issues and system-level emissions / 
energy efficiency policy goals 
 Environmental Justice and NEPA process 
User/Stakeholder Issues: 
 Environmental effects of increased NAS capacity 
Airport residential encroachment 
Business case for fleet renewal and technology adoption 
 Market response to carbon pricing 
 Viability of biofuels and implications for land-use 
FAA Goals & Approach 
Source: FAA/AEE 2010
Future Capacity vs. Environment 
 Demand for air travel will increase; hence, the need for higher capacity and 
operational frequency 
 Without game-changers, the environmental footprint of the NAS will increase 
Source: FAA/AEE 2010
NextGen Environmental Modeling: 
Different Needs Require Different Tools 
Applications –e.g.: 
 Policy Support 
 NAS Inventories 
 NEPA Compliance 
 Airport Planning programs 
General Approaches / Tools: 
 Integrated Models (e.g., AEDT) 
 GHG Inventories 
 Average long-term exposure metrics 
 Defined Mitigation guidelines for areas of “significant 
impact” 
Strategic Planning Tactical Planning & Research 
Applications-e.g.: 
• NextGen Concept Integration 
• Airspace Management 
• Advanced vehicle research 
Needed Approaches / Tools: 
 Integrated Simulation Tools 
 Interdependency/tradeoff metrics 
 Optimization techniques based on spatial and 
temporal factors
NASA NRA: Introduction of Advanced 
Vehicles & Concepts in NextGen
Model Integration 
We set up AEDT (FAA) and ACES (NASA) on a BLIND date! 
AEDT + ACES
Environmental Modeling Approach 
ACES 6.0 / 
ACES-KTG AEDT 
Taskmaster 
AAM/AMM 
(Noise) 
Impact & Tradeoffs Metrics 
Operational Attributes 
– i.e.: 
• 4DT equipage 
• Airside reqs. 
• Spacing req. 
• Etc. 
AEDT/AEM 
(Emissions) 
Air Quality 
Assessment 
Key Vehicle Attributes: 
• Environmental 
Source Data 
•Performance Data 
• Operational Data 
PCBoom 
AEDT/APM 
Data Pre- 
Processor 
Sonic 
Boom 
GCAM /EBME 
(System-wide Noise) 
• A comprehensive approach to system-wide 
environmental modeling using current-state models 
and Tools 
• Successful data integration between ACES and two 
key models: AEDT and PCBoom.
Forecast NextGen 2025 Emissions 
BJ 
3% 
RJ 
4% 
GA 
4% 
Integrated CO2 
Emissions Incl. 
International = 
1,387,928 MT 
CTP 
0.4% 
HJ 
49% 
LJ 
35% 
 Estimated US GHG (CO2) in NextGen 2025 ~ 337 million metric tons annually (4.8% higher than current 
total US GHG) without alternative fuels or accelerated adoption of new aircraft technology. 
 The US emissions dominated by two market segments / vehicle classes: 
• Medium-haul single aisle (B737-like vehicle class) 
• Long-haul twin-aisle (B777-like vehicle class) 
Integrated NOx 
Emissions Incl. 
International = 
5,884 MT 
LJ 
33% 
HJ 
57% 
BJ 
2% 
RJ 
3%
Spatial & Altitude Distribution of NAS-Wide Emissions 
•Center boundaries reflect existing airspace architecture and do not reflect NextGen plans for 2025 airspace 
redesign. 
•Spatial distribution at 10km resolution and takes into account both cruise and LTO emissions
System-Wide Noise Analysis 
 Increases in noise exposure at regional airports due to the introduction of point-to-point on-demand 
operations 
 Small decreases (<5%) noted at various primary airports due to intro of advanced vehicles
System-Wide Noise Analysis 
Integration of advanced vehicles into NextGen 
baseline created minimal increase in noise 
exposure within NORCAL TRACON 
DNL 
NORCAL 
Baseline 
Area (sq.mi) 
NORCAL 
Integrated 
Area (sq.mi) 
Change 
> 55dB 307 315 2.7% 
> 65dB 61 63 3.2%
NAS-wide Sonic Boom Analysis:
Takeaways from NextGen NRA 
 The dominant sources of NAS-wide emissions are the single-aisle/medium-haul and 
twin-aisle/long-haul vehicle classes 
 System-wide Emission reductions are possible through intro of advanced vehicles and 
subsequent fleet optimization in single-aisle and twin-aisle classes. 
 Rate of market adoption is key to benefit realization 
 Biofuels have the potential of acting as a game-changer, but several issues/challenges 
remain 
 Noise is a local constraint that can hamper implementation of otherwise system-level 
efficient concepts 
 A combination of both advanced procedures and advanced aircraft technologies are 
necessary to tap into system efficiencies without causing adverse noise impacts on 
the ground 
 Need higher fidelity terminal modeling to better understand local noise constraints 
resulting from new trajectories, consolidated corridors, and super density operations
NASA SBIR: Integrated Testbed of 
Environmental Analysis of NextGen 
Concepts Using ACES
Model Integration 
We set up AEDT and ACES on a SECOND date! 
AEDT + ACES
Project Overview 
• Investigative Team: IAI-Wyle 
• Objective: Assess modeling technology allowing combined 
performance and environmental assessments for new NAS concepts 
using ACES 
• Project tasks: 
– Task 1. Conduct a trade study to evaluate NAS existing environmental tools. 
– Task 2. Define the modeling framework and associated environmental and performance tools, 
specifically targeting the integration of ACES and AEDT. 
– Task 3. Develop modeling strategies for improving the performance/environmental assessment state of 
the practice in several key areas: 
• Deterministic trajectory generation—change to stochastic trajectory computation so that variances in 
intended/actual trajectories can be accounted. 
• Runway-to-runway trajectory generation—ensure that performance models can compute high precision trajectories 
from runway-to-runway. 
• Mixed equipage analysis—develop a strategy so that evaluation of a transition period where mixed-equipage issues 
dominate can be performed. 
– Task 4. Configure ACES for modeling two advanced concepts as directed by the NASA COTR. 
– Task 5. Conduct the integrated performance/environmental study of airborne M&S at ATL. 
– Task 6. Document the results.
ACES-KTG Terminal trajectories 
 Assess the trajectories generated by the ACES 
Kinematic Trajectory Generator (KTG) 
– KTG ground track data from wheels-up to wheels-on 
was found to be sufficient and exceeds the 
precision necessary for AEDT 
– KTG does not provide any data for on-ground 
segments, which can be important to 
environmental assessments. 
 KTG and AEDT/INM use two different sources for 
profile data, BADA and SAE-1845, respectively. 
 Altitude: KTG altitudes show a more gradual climb 
rate than AEDT. KTG altitudes on arrival are 
consistent with AEDT 
 Speed: Accelerations along the profiles occur at 
approximately the same track distances 
 Fuel burn: Fuel Burn rate showed a high level of 
agreement
Project Takeways to Date (still ongoing) 
• A number of issues were uncovered with both 
ACES and AEDT, all solved during the project 
• ACES capable of assessing impacts of changes to 
airport capacities, STAR-SID procedures etc 
• Future scenarios with advanced airspace 
technologies such as merging and spacing on 
noise and emissions can be tested in a 
straightforward manner 
• AEDT capable of computing noise and emission 
studies for large data sets quickly
Potential Future Enhancements 
environmental modeling of NextGen 
Concepts & Technologies
Model Integration 
Should there be a 3rd Date? 
Is this a casual relationship or a potential marriage? 
AEDT + ACES 
Well, It depends!
It depends what we need to achieve: 
– Overall inventories/impacts based on a predefined operational end-state 
OR 
– Research of optimum alternatives for NextGen concepts both 
strategically and tactically
Different Needs Require Different Tools 
Applications –e.g.: 
 Policy Support 
 NAS Inventories 
 NEPA Compliance 
 Airport Planning programs 
General Approaches / Tools: 
 Integrated Models (e.g., AEDT) 
 GHG Inventories 
 Average long-term exposure metrics 
 Defined Mitigation guidelines for areas of “significant 
impact” 
Strategic Planning Tactical Planning & Research 
Applications-e.g.: 
• NextGen Concept Integration 
• Airspace Management 
• Advanced vehicle research 
Needed Approaches / Tools: 
 Integrated Simulation Tools 
 Interdependency/tradeoff metrics 
 Optimization techniques based on spatial and 
temporal factors
Model Integration 
There are inherent limitations to the integration of Simulation 
models and Integrated Models 
Integrated 
Models 
+ Simulation 
ACES 
TAAM 
SIMM 
OD 
AEDT 
Noisem 
ap 
EDMS 
NIRS 
INM
Model Integration 
There are inherent limitations to the integration of Simulation 
models and Integrated Models 
+ Simulation 
ACES 
TAAM 
SIMM 
OD 
Simulation 
DOD/ 
AAM 
NPS/ 
NMSi 
m 
Sim-to-Sim is important to identify environmental constraints within a 
4D environment for aircraft- and trajectory-specific operations
Example: Noise Simulation
Detailed modeling of advanced vehicle features 
• Of advanced aircraft concepts such 
as engine shielding and other 
complex design features 
• Nonlinear propagation effects and 
noise levels in the time domain and 
with a variety of integrated metrics 
• Advanced modeling of helicopter 
and tiltrotor operations 
• Sources defined as three-dimensional 
one-third octave band 
spectra
QUESTIONS

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Environmental Modeling of NextGen (2010)

  • 1. Environmental Modeling of NextGen Concepts & Technologies Jawad Rachami 12 August 2010
  • 2. The Optimization Challenge for NextGen  New Aircraft Technology (e.g., FAA CLEEN, NASA ERA)  Alternative Fuels (CAAFI)  CNS/ATM Technologies  NextGen Procedural Enhancements & Redesign  Airport Capacity improvements and strategic planning  Multimodal connectivity  Comprehensive Energy & Climate policy  Local zoning and noise control  Research Investments  Incentives for accelerated adoption of new technology  Airline Business Model Realignment (incl. M&A)  Global Fuel Price Volatility  Market responses to economic/security conditions  Demand for point-to-point travel  Incentives for accelerated adoption of new technology
  • 3. The Environmental Challenge for NextGen Science & Tools:  Defining climate forcing effects from aircraft operations  Enhancing prediction accuracy of cruise emissions  Defining airport contributions to local Air Quality  Developing environmental Interdependency metrics and tools for both tactical and strategic planning Policy / Regulatory:  Agreement on climate controls and environmental standards for aviation  Tradeoffs between local land-use issues and system-level emissions / energy efficiency policy goals  Environmental Justice and NEPA process User/Stakeholder Issues:  Environmental effects of increased NAS capacity Airport residential encroachment Business case for fleet renewal and technology adoption  Market response to carbon pricing  Viability of biofuels and implications for land-use FAA Goals & Approach Source: FAA/AEE 2010
  • 4. Future Capacity vs. Environment  Demand for air travel will increase; hence, the need for higher capacity and operational frequency  Without game-changers, the environmental footprint of the NAS will increase Source: FAA/AEE 2010
  • 5. NextGen Environmental Modeling: Different Needs Require Different Tools Applications –e.g.:  Policy Support  NAS Inventories  NEPA Compliance  Airport Planning programs General Approaches / Tools:  Integrated Models (e.g., AEDT)  GHG Inventories  Average long-term exposure metrics  Defined Mitigation guidelines for areas of “significant impact” Strategic Planning Tactical Planning & Research Applications-e.g.: • NextGen Concept Integration • Airspace Management • Advanced vehicle research Needed Approaches / Tools:  Integrated Simulation Tools  Interdependency/tradeoff metrics  Optimization techniques based on spatial and temporal factors
  • 6. NASA NRA: Introduction of Advanced Vehicles & Concepts in NextGen
  • 7. Model Integration We set up AEDT (FAA) and ACES (NASA) on a BLIND date! AEDT + ACES
  • 8. Environmental Modeling Approach ACES 6.0 / ACES-KTG AEDT Taskmaster AAM/AMM (Noise) Impact & Tradeoffs Metrics Operational Attributes – i.e.: • 4DT equipage • Airside reqs. • Spacing req. • Etc. AEDT/AEM (Emissions) Air Quality Assessment Key Vehicle Attributes: • Environmental Source Data •Performance Data • Operational Data PCBoom AEDT/APM Data Pre- Processor Sonic Boom GCAM /EBME (System-wide Noise) • A comprehensive approach to system-wide environmental modeling using current-state models and Tools • Successful data integration between ACES and two key models: AEDT and PCBoom.
  • 9. Forecast NextGen 2025 Emissions BJ 3% RJ 4% GA 4% Integrated CO2 Emissions Incl. International = 1,387,928 MT CTP 0.4% HJ 49% LJ 35%  Estimated US GHG (CO2) in NextGen 2025 ~ 337 million metric tons annually (4.8% higher than current total US GHG) without alternative fuels or accelerated adoption of new aircraft technology.  The US emissions dominated by two market segments / vehicle classes: • Medium-haul single aisle (B737-like vehicle class) • Long-haul twin-aisle (B777-like vehicle class) Integrated NOx Emissions Incl. International = 5,884 MT LJ 33% HJ 57% BJ 2% RJ 3%
  • 10. Spatial & Altitude Distribution of NAS-Wide Emissions •Center boundaries reflect existing airspace architecture and do not reflect NextGen plans for 2025 airspace redesign. •Spatial distribution at 10km resolution and takes into account both cruise and LTO emissions
  • 11. System-Wide Noise Analysis  Increases in noise exposure at regional airports due to the introduction of point-to-point on-demand operations  Small decreases (<5%) noted at various primary airports due to intro of advanced vehicles
  • 12. System-Wide Noise Analysis Integration of advanced vehicles into NextGen baseline created minimal increase in noise exposure within NORCAL TRACON DNL NORCAL Baseline Area (sq.mi) NORCAL Integrated Area (sq.mi) Change > 55dB 307 315 2.7% > 65dB 61 63 3.2%
  • 13. NAS-wide Sonic Boom Analysis:
  • 14. Takeaways from NextGen NRA  The dominant sources of NAS-wide emissions are the single-aisle/medium-haul and twin-aisle/long-haul vehicle classes  System-wide Emission reductions are possible through intro of advanced vehicles and subsequent fleet optimization in single-aisle and twin-aisle classes.  Rate of market adoption is key to benefit realization  Biofuels have the potential of acting as a game-changer, but several issues/challenges remain  Noise is a local constraint that can hamper implementation of otherwise system-level efficient concepts  A combination of both advanced procedures and advanced aircraft technologies are necessary to tap into system efficiencies without causing adverse noise impacts on the ground  Need higher fidelity terminal modeling to better understand local noise constraints resulting from new trajectories, consolidated corridors, and super density operations
  • 15. NASA SBIR: Integrated Testbed of Environmental Analysis of NextGen Concepts Using ACES
  • 16. Model Integration We set up AEDT and ACES on a SECOND date! AEDT + ACES
  • 17. Project Overview • Investigative Team: IAI-Wyle • Objective: Assess modeling technology allowing combined performance and environmental assessments for new NAS concepts using ACES • Project tasks: – Task 1. Conduct a trade study to evaluate NAS existing environmental tools. – Task 2. Define the modeling framework and associated environmental and performance tools, specifically targeting the integration of ACES and AEDT. – Task 3. Develop modeling strategies for improving the performance/environmental assessment state of the practice in several key areas: • Deterministic trajectory generation—change to stochastic trajectory computation so that variances in intended/actual trajectories can be accounted. • Runway-to-runway trajectory generation—ensure that performance models can compute high precision trajectories from runway-to-runway. • Mixed equipage analysis—develop a strategy so that evaluation of a transition period where mixed-equipage issues dominate can be performed. – Task 4. Configure ACES for modeling two advanced concepts as directed by the NASA COTR. – Task 5. Conduct the integrated performance/environmental study of airborne M&S at ATL. – Task 6. Document the results.
  • 18. ACES-KTG Terminal trajectories  Assess the trajectories generated by the ACES Kinematic Trajectory Generator (KTG) – KTG ground track data from wheels-up to wheels-on was found to be sufficient and exceeds the precision necessary for AEDT – KTG does not provide any data for on-ground segments, which can be important to environmental assessments.  KTG and AEDT/INM use two different sources for profile data, BADA and SAE-1845, respectively.  Altitude: KTG altitudes show a more gradual climb rate than AEDT. KTG altitudes on arrival are consistent with AEDT  Speed: Accelerations along the profiles occur at approximately the same track distances  Fuel burn: Fuel Burn rate showed a high level of agreement
  • 19. Project Takeways to Date (still ongoing) • A number of issues were uncovered with both ACES and AEDT, all solved during the project • ACES capable of assessing impacts of changes to airport capacities, STAR-SID procedures etc • Future scenarios with advanced airspace technologies such as merging and spacing on noise and emissions can be tested in a straightforward manner • AEDT capable of computing noise and emission studies for large data sets quickly
  • 20. Potential Future Enhancements environmental modeling of NextGen Concepts & Technologies
  • 21. Model Integration Should there be a 3rd Date? Is this a casual relationship or a potential marriage? AEDT + ACES Well, It depends!
  • 22. It depends what we need to achieve: – Overall inventories/impacts based on a predefined operational end-state OR – Research of optimum alternatives for NextGen concepts both strategically and tactically
  • 23. Different Needs Require Different Tools Applications –e.g.:  Policy Support  NAS Inventories  NEPA Compliance  Airport Planning programs General Approaches / Tools:  Integrated Models (e.g., AEDT)  GHG Inventories  Average long-term exposure metrics  Defined Mitigation guidelines for areas of “significant impact” Strategic Planning Tactical Planning & Research Applications-e.g.: • NextGen Concept Integration • Airspace Management • Advanced vehicle research Needed Approaches / Tools:  Integrated Simulation Tools  Interdependency/tradeoff metrics  Optimization techniques based on spatial and temporal factors
  • 24. Model Integration There are inherent limitations to the integration of Simulation models and Integrated Models Integrated Models + Simulation ACES TAAM SIMM OD AEDT Noisem ap EDMS NIRS INM
  • 25. Model Integration There are inherent limitations to the integration of Simulation models and Integrated Models + Simulation ACES TAAM SIMM OD Simulation DOD/ AAM NPS/ NMSi m Sim-to-Sim is important to identify environmental constraints within a 4D environment for aircraft- and trajectory-specific operations
  • 27. Detailed modeling of advanced vehicle features • Of advanced aircraft concepts such as engine shielding and other complex design features • Nonlinear propagation effects and noise levels in the time domain and with a variety of integrated metrics • Advanced modeling of helicopter and tiltrotor operations • Sources defined as three-dimensional one-third octave band spectra