A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment

Unmanned aerial systems (UAS) are increasingly used for delivery operations due to its high mobility, low cost and ease of deployment. However, most commercial UAS are battery powered with limited energy for flight and there are different dynamic factors that give rise to uncertainty, thus accurate...

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Main Author: Ng, Hong Jing
Other Authors: Low Kin Huat
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/157909
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1579092023-03-04T20:14:11Z A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment Ng, Hong Jing Low Kin Huat School of Mechanical and Aerospace Engineering MKHLOW@ntu.edu.sg Engineering::Aeronautical engineering Unmanned aerial systems (UAS) are increasingly used for delivery operations due to its high mobility, low cost and ease of deployment. However, most commercial UAS are battery powered with limited energy for flight and there are different dynamic factors that give rise to uncertainty, thus accurate energy consumption estimation is key to manage delivery operation. This project developed a data-driven approach to estimate energy consumption using the dynamic states of UAS, such as velocity, acceleration, wind and payload. The energy model was implemented based on existing models from literature review. The methodology was then extended to generalize the energy model for different multirotor UAS through outlining key steps for data preprocessing, model training, optimization and validation. Possible application of the energy model includes optimization of delivery routes and providing energy consumption information to drone operators and unmanned traffic management. Bachelor of Engineering (Aerospace Engineering) 2022-05-31T12:36:34Z 2022-05-31T12:36:34Z 2022 Final Year Project (FYP) Ng, H. J. (2022). A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/157909 https://hdl.handle.net/10356/157909 en B327 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Aeronautical engineering
spellingShingle Engineering::Aeronautical engineering
Ng, Hong Jing
A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
description Unmanned aerial systems (UAS) are increasingly used for delivery operations due to its high mobility, low cost and ease of deployment. However, most commercial UAS are battery powered with limited energy for flight and there are different dynamic factors that give rise to uncertainty, thus accurate energy consumption estimation is key to manage delivery operation. This project developed a data-driven approach to estimate energy consumption using the dynamic states of UAS, such as velocity, acceleration, wind and payload. The energy model was implemented based on existing models from literature review. The methodology was then extended to generalize the energy model for different multirotor UAS through outlining key steps for data preprocessing, model training, optimization and validation. Possible application of the energy model includes optimization of delivery routes and providing energy consumption information to drone operators and unmanned traffic management.
author2 Low Kin Huat
author_facet Low Kin Huat
Ng, Hong Jing
format Final Year Project
author Ng, Hong Jing
author_sort Ng, Hong Jing
title A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
title_short A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
title_full A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
title_fullStr A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
title_full_unstemmed A study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
title_sort study on multirotor aircraft energy consumption estimation towards delivery operations in the urban environment
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/157909
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