Statistics and machine learning in aviation environmental impact analysis: A survey of recent progress

Z Gao, DN Mavris - Aerospace, 2022 - mdpi.com
The rapid growth of global aviation operations has made its negative environmental impact
an international concern. Accurate modeling of aircraft fuel burn, emissions, and noise is the …

Multi-level aircraft feature representation and selection for aviation environmental impact analysis

Z Gao, SI Kampezidou, A Behere, TG Puranik… - … Research Part C …, 2022 - Elsevier
A wholesome understanding of aviation's environmental impacts is indispensable to the
realization of a sustainable future of aviation. An accurate assessment of aircraft features …

Reduced order modeling methods for aviation noise estimation

A Behere, D Rajaram, TG Puranik, M Kirby, DN Mavris - Sustainability, 2021 - mdpi.com
A key enabler for sustainable growth of aviation is the mitigation of adverse environmental
effects. One area of concern is community noise exposure at large hub airports serving …

Develo** virtual acoustic terrain for Urban Air Mobility trajectory planning

Z Gao, A Porcayo, JP Clarke - … Research Part D: Transport and Environment, 2023 - Elsevier
Abstract Urban Air Mobility (UAM) is a transformative concept that must operate
harmoniously within the constraints imposed by societal impacts. Noise-aware flight …

Improved noise abatement departure procedure modeling for aviation environmental impact assessment

D Lim, A Behere, YCD **, Y Li, M Kirby, Z Gao… - AIAA Scitech 2020 …, 2020 - arc.aiaa.org
In order to ensure sustainable growth in global air transportation, it is important to make
harmonized efforts to mitigate the environmental impacts from aircraft operations. Accurate …

Data-driven approach to environmental impact assessment of real-world operations

A Behere, J Bhanpato, TG Puranik, M Kirby… - AIAA Scitech 2021 …, 2021 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2021-0008. vid The mitigation of aviation
environmental effects is one of the key enablers to sustainable aviation growth. Various …

Noise model validation using real world operations data

AB Gabrielian, TG Puranik, MV Bendarkar… - AIAA AVIATION 2021 …, 2021 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2021-2136. vid The mitigation of aviation
environmental effects is one of the key enablers to sustainable aviation growth. In order to …

Comparative assessment of AEDT noise modeling assumptions using real-world data

MV Bendarkar, J Bhanpato, TG Puranik… - AIAA AVIATION 2022 …, 2022 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2022-3917. vid Sustainable aviation
growth requires mitigating the environmental effects of aviation. Modeling these effects …

Development and analysis of improved departure modeling for aviation environmental impact assessment

Z Gao, A Behere, Y Li, D Lim, M Kirby, DN Mavris - Journal of Aircraft, 2021 - arc.aiaa.org
Accurate modeling of aircraft fuel consumption, emissions, and noise is crucial in evaluating
new air transportation operational procedures and policies to abate negative environmental …

Probabilistic representatives mining (prem): A clustering method for distributional data reduction

Z Gao, TG Puranik, DN Mavris - AIAA Journal, 2022 - arc.aiaa.org
Complex computations and analyses on massive data sets can be impractical or infeasible.
Data reduction is a crucial problem in the era of big data to obtain a reduced representation …