TY - GEN
T1 - Do hyperspectral transmissometers allow us to go one step further on the analysis of particulate matter characteristics of marine samples?
AU - Ramírez-Pérez, M.
AU - Torrecilla, E.
AU - Sánchez, A. M.
AU - Piera, J.
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014/11/20
Y1 - 2014/11/20
N2 - Several studies have been carried out to investigate the correlation between the spectral shape features of the beam attenuation coefficient and the particulate matter characteristics in seawater, but little attention has been paid to the spectral resolution of these measurements. For this reason, the potential of the new hyperspectral transmissometer VIPER (TriOS GmbH), with 1.7 nm spectral resolution, has been evaluated in this study and compared with lower resolution and multispectral based approaches (e.g. ac-9 or ac-s-with 4 nm resolution - from WETLabs Inc.) in order to evaluate whether any additional information about water composition can be retrieved from a spectral shape-based assessment. In this way, this study proposes a statistical-based method - a Hierarchical Cluster Analysis (HCA) using the cosine distance as similarity value - which allows discriminating suspended sediment samples with different particle size distribution (PSD) based on the attenuation spectral shape features. Finally, the effects of both particle size and concentration on the spectral shape have been analyzed separately. The results confirmed that the beam attenuation spectral features are in first-order driven by particle concentration, which means that a prior knowledge of particulate matter concentration is required in order to classify sediment samples according to their particle size. This approach based on hyperspectral attenuation measurements to characterize the PSD has been demonstrated a potential alternative compared to the traditional methods such as Coulter Counter or the particle size analyzer LISST 100X, which are much more expensive and time-consuming approaches.
AB - Several studies have been carried out to investigate the correlation between the spectral shape features of the beam attenuation coefficient and the particulate matter characteristics in seawater, but little attention has been paid to the spectral resolution of these measurements. For this reason, the potential of the new hyperspectral transmissometer VIPER (TriOS GmbH), with 1.7 nm spectral resolution, has been evaluated in this study and compared with lower resolution and multispectral based approaches (e.g. ac-9 or ac-s-with 4 nm resolution - from WETLabs Inc.) in order to evaluate whether any additional information about water composition can be retrieved from a spectral shape-based assessment. In this way, this study proposes a statistical-based method - a Hierarchical Cluster Analysis (HCA) using the cosine distance as similarity value - which allows discriminating suspended sediment samples with different particle size distribution (PSD) based on the attenuation spectral shape features. Finally, the effects of both particle size and concentration on the spectral shape have been analyzed separately. The results confirmed that the beam attenuation spectral features are in first-order driven by particle concentration, which means that a prior knowledge of particulate matter concentration is required in order to classify sediment samples according to their particle size. This approach based on hyperspectral attenuation measurements to characterize the PSD has been demonstrated a potential alternative compared to the traditional methods such as Coulter Counter or the particle size analyzer LISST 100X, which are much more expensive and time-consuming approaches.
KW - beam attenuation spectrum
KW - hierarchical cluster analysis
KW - hyperspectral transmissometer
KW - particle size distribution and concentration
UR - http://www.scopus.com/inward/record.url?scp=84918545811&partnerID=8YFLogxK
U2 - 10.1109/OCEANS-TAIPEI.2014.6964548
DO - 10.1109/OCEANS-TAIPEI.2014.6964548
M3 - Conference contribution
AN - SCOPUS:84918545811
T3 - OCEANS 2014 - TAIPEI
BT - OCEANS 2014 - TAIPEI
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - OCEANS 2014 MTS/IEEE Taipei Conference: Oceans Regeneration
Y2 - 7 April 2014 through 10 April 2014
ER -