Results from the first phase of the seafloor backscatter processing software inter-comparison project

Autor: Margaret F.J. Dolan, Mashkoor Malik, Travis Hamilton, Jean-Marie Augustin, Giuseppe Masetti, Iain Parnum, Alexandre C. G. Schimel, Julian Le Deunf, Jonathan Beaudoin, Marc Roche
Přispěvatelé: Federal Public Service Economy, SMEs, Self-employed and Energy, Lab-STICC_IMTA_CID_DECIDE, Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC), Institut Mines-Télécom [Paris] (IMT)-IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique), Institut Mines-Télécom [Paris] (IMT)-École Nationale d'Ingénieurs de Brest (ENIB)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Centre National de la Recherche Scientifique (CNRS)-Université Bretagne Loire (UBL)-Institut Mines-Télécom [Paris] (IMT)-IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique), Institut Mines-Télécom [Paris] (IMT)-École Nationale d'Ingénieurs de Brest (ENIB)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Centre National de la Recherche Scientifique (CNRS)-Université Bretagne Loire (UBL), Service Hydrographique et Océanographique de la Marine (SHOM), Ministère de la Défense, Centre de Recherche de l’Institut Universitaire de Cardiologie et de Pneumologie de Québec, Laval University, Montréal, QC G1V 4G5, Canada, Institut Français de Recherche pour l'Exploitation de la Mer (IFREMER)
Jazyk: angličtina
Rok vydání: 2019
Předmět:
010504 meteorology & atmospheric sciences
Backscatter
Computer science
Processing
010502 geochemistry & geophysics
computer.software_genre
01 natural sciences
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
Multibeam Echo Sounders
Consistency (database systems)
Software
[STAT.ML]Statistics [stat]/Machine Learning [stat.ML]
[INFO]Computer Science [cs]
14. Life underwater
ComputingMilieux_MISCELLANEOUS
[SDU.STU.OC]Sciences of the Universe [physics]/Earth Sciences/Oceanography
0105 earth and related environmental sciences
computer.programming_language
Data processing
[SDE.IE]Environmental Sciences/Environmental Engineering
business.industry
Transparency (human–computer interaction)
Pipeline (software)
[SDE]Environmental Sciences
General Earth and Planetary Sciences
Data mining
Acoustic backscatter processing
business
Raw data
computer
seafloor mapping
Zdroj: Geosciences
Geosciences, Geological Survey of Iran, 2019, 9 (12), pp.516. ⟨10.3390/geosciences9120516⟩
Geosciences (2076-3263) (MDPI AG), 2019-12, Vol. 9, N. 12, P. 516 (23p.)
Hal-Diderot
Hyper Article en Ligne
Multidisciplinary Digital Publishing Institute
Mémoires en Sciences de l'Information et de la Communication
ArchiMer-Institutional Archive of Ifremer
Datacite
UnpayWall
ORCID
Microsoft Academic Graph
Volume 9
Issue 12
ISSN: 2076-3263
1023-7429
Popis: 5 dB) can often be observed between the mosaics produced by different software packages processing the same dataset. Without transparency of the processing pipeline and the lack of consistency between software packages raises concerns about the validity of the final results. To recognize the source(s) of inconsistency between software, it is necessary to understand at which stage(s) of the data processing chain the differences become substantial. To this end, willing commercial and academic software developers were invited to generate intermediate processed backscatter results from a common dataset, for cross-comparison. The first phase of the study requested intermediate processed results consisting of two stages of the processing sequence: the one-value-per-beam level obtained after reading the raw data and the level obtained after radiometric corrections but before compensation of the angular dependence. Both of these intermediate results showed large differences between software solutions. This study explores the possible reasons for these differences and highlights the need for collaborative efforts between software developers and their users to improve the consistency and transparency of the backscatter data processing sequence.
Seafloor backscatter mosaics are now routinely produced from multibeam echosounder data and used in a wide range of marine applications. However, large differences (>
Databáze: OpenAIRE