GPR signal processing for object detection

Data collection is crucial in almost every experiment. The data collected, upon processing, can be extremely useful to arrive at results and conclusions for the experiment. Today, in a data rich world, data is collected and generated constantly for the purpose of innovation. Especially with the prev...

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Main Author: Wee, Rongxuan
Other Authors: Abdulkadir C. Yucel
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/157971
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1579712023-07-07T19:05:38Z GPR signal processing for object detection Wee, Rongxuan Abdulkadir C. Yucel Lee Yee Hui School of Electrical and Electronic Engineering NTU EYHLee@ntu.edu.sg, acyucel@ntu.edu.sg Engineering::Electrical and electronic engineering Data collection is crucial in almost every experiment. The data collected, upon processing, can be extremely useful to arrive at results and conclusions for the experiment. Today, in a data rich world, data is collected and generated constantly for the purpose of innovation. Especially with the prevalence of Machine Learning applications, large amounts of data are often required to train a model with high confidence and accuracy. To collect such volumes of data, automated systems are often employed, not only to reduce physical labour, but also to improve efficiency and aid in collecting these data. This paper presents the design and build of a low-cost Arduino robot car running on DC motors for the purpose of tree root data collection using GPR antennas and a Vector Network Analyzer (VNA). The aim of this project is to successfully automate the current manual data collection process. The robot car is programmed using Matlab to follow the intended line of path for data collection autonomously in steps of 3cm, while collecting readings. Bachelor of Engineering (Information Engineering and Media) 2022-05-24T05:30:03Z 2022-05-24T05:30:03Z 2022 Final Year Project (FYP) Wee, R. (2022). GPR signal processing for object detection. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/157971 https://hdl.handle.net/10356/157971 en B3120-211 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::Electrical and electronic engineering
spellingShingle Engineering::Electrical and electronic engineering
Wee, Rongxuan
GPR signal processing for object detection
description Data collection is crucial in almost every experiment. The data collected, upon processing, can be extremely useful to arrive at results and conclusions for the experiment. Today, in a data rich world, data is collected and generated constantly for the purpose of innovation. Especially with the prevalence of Machine Learning applications, large amounts of data are often required to train a model with high confidence and accuracy. To collect such volumes of data, automated systems are often employed, not only to reduce physical labour, but also to improve efficiency and aid in collecting these data. This paper presents the design and build of a low-cost Arduino robot car running on DC motors for the purpose of tree root data collection using GPR antennas and a Vector Network Analyzer (VNA). The aim of this project is to successfully automate the current manual data collection process. The robot car is programmed using Matlab to follow the intended line of path for data collection autonomously in steps of 3cm, while collecting readings.
author2 Abdulkadir C. Yucel
author_facet Abdulkadir C. Yucel
Wee, Rongxuan
format Final Year Project
author Wee, Rongxuan
author_sort Wee, Rongxuan
title GPR signal processing for object detection
title_short GPR signal processing for object detection
title_full GPR signal processing for object detection
title_fullStr GPR signal processing for object detection
title_full_unstemmed GPR signal processing for object detection
title_sort gpr signal processing for object detection
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/157971
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