Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions

Singapore is an expanding coastal city. According to SingStat, the population of Singapore has reached 5.69 million as at the end of June 2020. With the large population density of 7,810 persons per square kilometres in 2020 (Department of Statistics, 2021), Singapore has been conducting land reclam...

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Main Author: Ng, Joo Ching
Other Authors: Law Wing-Keung, Adrian
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2021
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Online Access:https://hdl.handle.net/10356/150141
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spelling sg-ntu-dr.10356-1501412021-05-24T01:52:35Z Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions Ng, Joo Ching Law Wing-Keung, Adrian School of Civil and Environmental Engineering Environmental Process Modelling Centre CWKLAW@ntu.edu.sg Engineering::Environmental engineering Singapore is an expanding coastal city. According to SingStat, the population of Singapore has reached 5.69 million as at the end of June 2020. With the large population density of 7,810 persons per square kilometres in 2020 (Department of Statistics, 2021), Singapore has been conducting land reclamation to increase land area for decades. Land reclamation activities tend to cause excessive sediments to be generated due to dredging, and along with that, destruction of original marine habitats follows. Water quality can deteriorate rapidly because of reclamation activities and uncurbed total suspended solids (TSS) levels can negatively impact water quality to a large extent. Thus, Singapore has implemented typical Environmental Management and Monitoring Programmes during land reclamation. The presence of TSS is one of the main reasons causing turbidity in marine water (Cai Rong, 2010). It is therefore of utmost importance to engage in remote sensing technology to gauge the TSS levels on a large spatial scale. In order to ensure marine waters are maintained at an acceptable level of TSS concentration, remote sensing using hyperspectral imaging camera can be used to monitor the TSS concentrations in real-time through detecting reflectance values. Significant wavelength band of 596.10nm that strongly correlates to TSS concentration is derived from the experiments and modelling. The highest R2 values analysed is 0.981 for indoors experiment and 0.890 for outdoors experiment, demonstrating a good fit by the simple linear regression model. This further confirms the strong correlation between TSS concentrations and compositions with reflectance. Bachelor of Engineering (Environmental Engineering) 2021-05-24T01:52:35Z 2021-05-24T01:52:35Z 2021 Final Year Project (FYP) Ng, J. C. (2021). Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/150141 https://hdl.handle.net/10356/150141 en 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::Environmental engineering
spellingShingle Engineering::Environmental engineering
Ng, Joo Ching
Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
description Singapore is an expanding coastal city. According to SingStat, the population of Singapore has reached 5.69 million as at the end of June 2020. With the large population density of 7,810 persons per square kilometres in 2020 (Department of Statistics, 2021), Singapore has been conducting land reclamation to increase land area for decades. Land reclamation activities tend to cause excessive sediments to be generated due to dredging, and along with that, destruction of original marine habitats follows. Water quality can deteriorate rapidly because of reclamation activities and uncurbed total suspended solids (TSS) levels can negatively impact water quality to a large extent. Thus, Singapore has implemented typical Environmental Management and Monitoring Programmes during land reclamation. The presence of TSS is one of the main reasons causing turbidity in marine water (Cai Rong, 2010). It is therefore of utmost importance to engage in remote sensing technology to gauge the TSS levels on a large spatial scale. In order to ensure marine waters are maintained at an acceptable level of TSS concentration, remote sensing using hyperspectral imaging camera can be used to monitor the TSS concentrations in real-time through detecting reflectance values. Significant wavelength band of 596.10nm that strongly correlates to TSS concentration is derived from the experiments and modelling. The highest R2 values analysed is 0.981 for indoors experiment and 0.890 for outdoors experiment, demonstrating a good fit by the simple linear regression model. This further confirms the strong correlation between TSS concentrations and compositions with reflectance.
author2 Law Wing-Keung, Adrian
author_facet Law Wing-Keung, Adrian
Ng, Joo Ching
format Final Year Project
author Ng, Joo Ching
author_sort Ng, Joo Ching
title Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
title_short Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
title_full Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
title_fullStr Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
title_full_unstemmed Effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
title_sort effects of total suspended solids concentration and composition on hyperspectral imaging under indoors and outdoors conditions
publisher Nanyang Technological University
publishDate 2021
url https://hdl.handle.net/10356/150141
_version_ 1701270500829822976