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1

Cui, Jiaxin, Xiaowen Luo, Ziyin Wu, et al. "High-Precision Inversion of Shallow Bathymetry under Complex Hydrographic Conditions Using VGG19—A Case Study of the Taiwan Banks." Remote Sensing 15, no. 5 (2023): 1257. http://dx.doi.org/10.3390/rs15051257.

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Shallow bathymetry is important for ocean exploration, and the development of high-precision bathymetry inversion methods, especially for shallow waters with poor quality, is a major research aim. Synthetic aperture radar (SAR) image data benefit from a wide coverage, high measurement density, rapidity, and low consumption but are limited by low accuracy. Alternatively, multibeam data have low coverage and are difficult to obtain but have a high measurement accuracy. In this paper, taking advantage of the complementary properties, we use SAR image data as the content map and multibeam images a
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Kartal, Seda Karadeniz, Rıfat Hacıoğlu, K. Sedar Görmüş, Ş. Hakan Kutoğlu, and M. Kemal Leblebicioğlu. "Modeling and Analysis of Sea-Surface Vehicle System for Underwater Mapping Using Single-Beam Echosounder." Journal of Marine Science and Engineering 10, no. 10 (2022): 1349. http://dx.doi.org/10.3390/jmse10101349.

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Detailed knowledge on the shape of the seafloor is crucial for many researchers. Bathymetric data are critical for navigational safety and are used for underwater mapping. This study develops a sea-surface vehicle (SSV) system for underwater mapping by using both bathymetric data from a low-cost single-beam echosounder located on the SSV, and the navigation data of the SSV. The navigation of the SSV was obtained using a global positioning system (GPS). The effect of changing bathymetric and navigation data due to external disturbances such as wind and waves on the map was analyzed. The sea-bot
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Lv, Zhonghui, Julie Herman, Ethan Brewer, Karinna Nunez, and Dan Runfola. "BathyFormer: A Transformer-Based Deep Learning Method to Map Nearshore Bathymetry with High-Resolution Multispectral Satellite Imagery." Remote Sensing 17, no. 7 (2025): 1195. https://doi.org/10.3390/rs17071195.

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Accurate mapping of nearshore bathymetry is essential for coastal management, navigation, and environmental monitoring. Traditional bathymetric mapping methods such as sonar surveys and LiDAR are often time-consuming and costly. This paper introduces BathyFormer, a novel vision transformer- and encoder-based deep learning model designed to estimate nearshore bathymetry from high-resolution multispectral satellite imagery. This methodology involves training the BathyFormer model on a dataset comprising satellite images and corresponding bathymetric data obtained from the Continuously Updated Di
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Sakellariou, D., and K. Tsampouraki-Kraounaki. "OFFSHORE FAULTING IN THE AEGEAN SEA: A SYNTHESIS BASED ON BATHYMETRIC AND SEISMIC PROFILING DATA." Bulletin of the Geological Society of Greece 50, no. 1 (2017): 134. http://dx.doi.org/10.12681/bgsg.11712.

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Twenty five years after a first attempt by Mascle and Martin (1990), this paper aims at delivering an updated and considerably richer, map of the offshore faults in the Aegean Sea. Reinterpretation of vintage analogue seismic profiles, interpretation of new profiles and records of swath bathymetry data made available in the last two decades, as well as relocation of published faults originally interpreted on lowresolution bathymetric maps, on the new, more accurate bathymetric background have enabled the preparation of a more precise and complete map of active faults occurring in the Aegean Se
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Vrdoljak, Ljerka, Mate Režić, and Ivan Petričević. "BATHYMETRIC AND GEOLOGICAL PROPERTIES OF THE ADRIATIC SEA." Rudarsko-geološko-naftni zbornik 36, no. 2 (2021): 93–107. http://dx.doi.org/10.17794/rgn.2021.2.9.

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Advance in the visualization of the bathymetric and geological data from charted to digital maps and models opened the possibility to analyse data within Geographic Information System (GIS) functionalities. In this paper, bathymetric and geological properties of the Adriatic Sea were analysed using the General Bathymetric Chart of the Ocean (GEBCO) 2020 digital bathymetric model (DBM) and data from the European Marine Observation and Data Network (EMODnet). The bathymetric analysis includes depth statistics, area and volume calculation, hypsometry, and analysis of the heterogeneity of bathymet
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Awadallah, Mahmoud Omer Mahmoud, Christian Malmquist, Morten Stickler, and Knut Alfredsen. "Quantitative Evaluation of Bathymetric LiDAR Sensors and Acquisition Approaches in Lærdal River in Norway." Remote Sensing 15, no. 1 (2023): 263. http://dx.doi.org/10.3390/rs15010263.

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The development of bathymetric LiDAR technology has contributed significantly to both the quality and quantity of river bathymetry data. Although several bathymetric LiDAR sensors are available today, studies that evaluate the performance of the different bathymetric LiDAR sensors comparatively are still lacking. This study evaluates the performance of three bathymetric LiDAR sensors, CZMIL Supernova, Riegl VQ880-G, and Riegl VQ840-G, used with different acquisition approaches, in mapping Lærdal River bathymetry in Norway. The performance was evaluated based on comparing the sensors against a
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Herrmann, Joan, Lori A. Magruder, Jonathan Markel, and Christopher E. Parrish. "Assessing the Ability to Quantify Bathymetric Change over Time Using Solely Satellite-Based Measurements." Remote Sensing 14, no. 5 (2022): 1232. http://dx.doi.org/10.3390/rs14051232.

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Coastal regions are undergoing rapid change, due to natural and anthropogenic forcings. A current constraint in understanding and modeling these changes is the lack of multi-temporal bathymetric data, or recursive observations. Often, it is difficult to obtain the repeat observations needed to quantify bathymetric change over time or events. However, the recent availability of ICESat-2 bathymetric lidar creates the option to map coastal bathymetry from solely space-based measurements via satellite-derived bathymetry with multispectral imagery (IS-2/SDB). This compositional space-based bathymet
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Santos, Diogo, Tiago Abreu, Paulo A. Silva, and Paulo Baptista. "Estimation of Coastal Bathymetry Using Wavelets." Journal of Marine Science and Engineering 8, no. 10 (2020): 772. http://dx.doi.org/10.3390/jmse8100772.

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When waves propagate in coastal areas at depths lower than one half the wavelength, they exhibit a different signature at the sea surface and the observed wavelength pattern enables inferring bathymetries. Commonly, a spectral analysis using the fast Fourier transform (FFT) is employed to derive wavelength and wave direction of swell waves, in nearshore regions. Nevertheless, it is recognized that this method presents limitations, particularly regarding depth inversion limits that do not allow obtaining bathymetric data close to the shoreline. This work explores a wavelet spectral analysis to
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Liu, Changda, Jiawei Qi, Jie Li, et al. "Accurate Refraction Correction—Assisted Bathymetric Inversion Using ICESat-2 and Multispectral Data." Remote Sensing 13, no. 21 (2021): 4355. http://dx.doi.org/10.3390/rs13214355.

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Shallow-water depth information is essential for ship navigation and fishery farming. However, the accurate acquisition of shallow-water depth has been a challenge for marine mapping. Combining Ice, Cloud, and Land Elevation Satellite-2 (ICESat-2) bathymetry data with multispectral data, satellite-derived bathymetry is a promising solution through which to obtain bathymetric information quickly and accurately. This study proposes a photon refraction correction method considering sea-surface undulations to address errors in the underwater photons obtained by the ICESat-2. First, the instantaneo
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Le Quilleuc, Alyson, Antoine Collin, Michael F. Jasinski, and Rodolphe Devillers. "Very High-Resolution Satellite-Derived Bathymetry and Habitat Mapping Using Pleiades-1 and ICESat-2." Remote Sensing 14, no. 1 (2021): 133. http://dx.doi.org/10.3390/rs14010133.

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Accurate and reliable bathymetric data are needed for a wide diversity of marine research and management applications. Satellite-derived bathymetry represents a time saving method to map large shallow waters of remote regions compared to the current costly in situ measurement techniques. This study aims to create very high-resolution (VHR) bathymetry and habitat mapping in Mayotte island waters (Indian Ocean) by fusing 0.5 m Pleiades-1 passive multispectral imagery and active ICESat-2 LiDAR bathymetry. ICESat-2 georeferenced photons were filtered to remove noise and corrected for water column
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11

Tang, K. K. W., M. R. Mahmud, A. Hussaini, and A. G. Abubakar. "EVALUATING IMAGERY-DERIVED BATHYMETRY OF SEABED TOPOGRAPHY TO SUPPORT MARINE CADASTRE." ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-4/W16 (October 1, 2019): 633–39. http://dx.doi.org/10.5194/isprs-archives-xlii-4-w16-633-2019.

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Abstract. The Department of Survey and Mapping Malaysia has introduced marine cadastre system to register the rights, other valid interests therein and ownership of spatially determined parcels in the context of the marine environment yet the implementation of the system is still at the rudimentary stage. One of the big issues here is gathering land-to-seabed data to create a seamless topographic base map to support its marine cadastre project. Seabed bathymetric mapping in coastal zone is one of the major components to support marine cadastre. In the past, accurate bathymetric measurements ca
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12

Muhamad, Muhammad Abdul Hakim, Rozaimi Che Hasan, Najhan Md Said, Mohd Shahmy Mohd Said, and Raiz Razali. "Marine Habitat Mapping using Multibeam Echosounder Survey and Underwater Video Observations: A Case Study from Tioman Marine Park." IOP Conference Series: Earth and Environmental Science 1240, no. 1 (2023): 012006. http://dx.doi.org/10.1088/1755-1315/1240/1/012006.

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Abstract In recent years, there has been an increasing trend of utilizing high-resolution multibeam echosounder (MBES) datasets and supervised classification via machine learning to create marine habitat maps. The purpose of current study was threefold: (1) to extract bathymetric and backscatter derivatives from a multibeam dataset, (2) to measure the correlation between bathymetric and backscatter derivatives, and (3) to generate a marine habitat map using the Random Forest (RF). Tioman Marine Park (TMP), which is situated Southeast China Sea. MBES surveyed area are encompassed an area of 406
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13

Tang, Kelvin Kang Wee, and Mohd Razali Mahmud. "The Accuracy of Satellite Derived Bathymetry in Coastal and Shallow Water Zone." International Journal of Built Environment and Sustainability 8, no. 3 (2021): 1–8. http://dx.doi.org/10.11113/ijbes.v8.n3.681.

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Precise and accurate bathymetric measurements are conventionally acquired by means of ship-based acoustic equipment. Nevertheless, recent multispectral satellite imagery has been utilised as a substitute source to map the seabed topography which indicates new revolution in hydrographic surveying. This study assesses the satellite bathymetric depth’s accuracy based on the vertical uncertainty as stated in the Standards for Hydrographic Surveys issued by the International Hydrographic Organization. Two empirical algorithms, namely, Dierssen’s and Stumpf’s approaches have been adopted to model th
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14

Basith, Abdul, and Ratna Prastyani. "EVALUATING ACOMP, FLAASH AND QUAC ON WORLDVIEW-3 FOR SATELLITE DERIVED BATHYMETRY (SDB) IN SHALLOW WATER." Geodesy and cartography 46, no. 3 (2020): 151–58. http://dx.doi.org/10.3846/gac.2020.11426.

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Bathymetry map is instrumental for monitoring marine ecosystem and supporting marine transportation. Optical satellite imagery has been widely utilised as an alternative method to derive bathymetry map in shallow water. Nonetheless, interactions between electromagnetic energy and Earth’s atmosphere causing the atmosphere effects pose a significant challenge in satellite-derived bathymetry (SDB) application. In this study, Worldview-3 imagery was used to obtain bathymetry map in shallow water. Three atmospheric correction models (ACOMP, FLAASH and QUAC) were employed to eliminate atmospheric ef
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15

Li, Jiwei, David E. Knapp, Mitchell Lyons, et al. "Automated Global Shallow Water Bathymetry Mapping Using Google Earth Engine." Remote Sensing 13, no. 8 (2021): 1469. http://dx.doi.org/10.3390/rs13081469.

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Global shallow water bathymetry maps offer critical information to inform activities such as scientific research, environment protection, and marine transportation. Methods that employ satellite-based bathymetric modeling provide an alternative to conventional shipborne measurements, offering high spatial resolution combined with extensive coverage. We developed an automated bathymetry mapping approach based on the Sentinel-2 surface reflectance dataset in Google Earth Engine. We created a new method for generating a clean-water mosaic and a tailored automatic bathymetric estimation algorithm.
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Sesama, Asih Sekar, Kuncoro Teguh Setiawan, and Atriyon Julzarika. "BATHYMETRIC EXTRACTION USING PLANETSCOPE IMAGERY (CASE STUDY: KEMUJAN ISLAND, CENTRAL JAVA)." International Journal of Remote Sensing and Earth Sciences (IJReSES) 17, no. 2 (2021): 209. http://dx.doi.org/10.30536/j.ijreses.2020.v17.a3445.

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Bathymetry refers to the depth of the seabed relative to the lowest water level. Depth information is essential for various studies of marine resource activities, for managing port facilities and facilities, supporting dredging operations, and predicting the flow of sediment from rivers into the sea. Bathymetric mapping using remote sensing offers a more flexible, efficient,and cost-effective method and covers a largearea. This study aims to determine the ability of Planet Scope imagery to estimate and map bathymetry and to as certain its accuracy using the Stumpf algorithm on the in-situ dept
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Duplančić Leder, Tea, Nenad Leder, and Josip Peroš. "Satellite Derived Bathymetry Survey Method - Example of Hramina Bay." Transactions on Maritime Science 8, no. 1 (2019): 99–108. http://dx.doi.org/10.7225/toms.v08.n01.010.

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Satellite Derived Bathymetry (SDB) method uses satellite or other remote multispectral imagery for depth determination in very shallow coastal areas with clear waters. Commonly, SDB survey method can be used when planning hydrographic surveying of marine areas not surveyed or areas with old bathymetric data. This method has become widely used in the past few years. SDB is a survey method founded on analytical modelling of light penetration through the water column in visible and infrared bands. In this article, SDB method was applied by using free-of-charge Landsat 8 and Sentinel 2 satellite i
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Rondeau, Mathieu, Michel Breton, Gabriel Montpetit-Allard, Michel Leger, Yan Bilodeau, and Johnny Kasudluak. "From volunteer ping to community map - The CHS’ Community Hydrography Program." International Hydrographic Review 30, no. 1 (2024): 64–77. http://dx.doi.org/10.58440/ihr-30-1-a07.

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To support coastal communities in collecting and using bathymetric data in the nearshore areas they depend on for travel, hunting, and fishing, the Canadian Hydrographic Service (CHS) launched its Community Hydrography Program in 2022. The Program was developed by examining the successes and shortcomings in the documentation of past community hydrography initiatives. Its method focuses on the timely generation of results, namely to maintain project participants’ motivation and engagement. A use case demonstrates how community-collected bathymetry data paired with satellite data led to the crea
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Sherstyankin, P. P., S. P. Alekseev, A. M. Abramov, et al. "Computer-based bathymetric map of Lake Baikal." Doklady Earth Sciences 408, no. 1 (2006): 564–69. http://dx.doi.org/10.1134/s1028334x06040131.

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Setiawan, Kuncoro Teguh, Syifa Wismayati Adawiah, Yennie Marini, and Gathot Winarso. "BATHYMETRY DATA EXTRACTION ANALYSIS USING LANDSAT 8 DATA." International Journal of Remote Sensing and Earth Sciences (IJReSES) 13, no. 2 (2017): 79. http://dx.doi.org/10.30536/j.ijreses.2016.v13.a2448.

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The remote sensing technique can be used to produce bathymetric map. Bathymetric mapping is important for the coastal zone and watershed management. In the previous study conducted in Menjangan Island of Bali, bathymetric extractin information from the top of the atmosphere (TOA) reflectance image of Landsat ETM+ data has R2 = 0.620. Not optimal correlation value produced is highly influenced by the reflectance image of Landsat ETM+ data, were used, hence the lack of the research which became the basis of the present study. The study was on the Karang Lebar water of Thousand Islands, Jakarta.
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Moskalik, Mateusz, Piotr Grabowiecki, Jarosław Tęgowski, and Monika Żulichowska. "Bathymetry and geographical regionalization of Brepollen (Hornsund, Spitsbergen) based on bathymetric profiles interpolations." Polish Polar Research 34, no. 1 (2013): 1–22. http://dx.doi.org/10.2478/popore-2013-0001.

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Abstract Determination of High Arctic regions bathymetry is strictly dependent from weather and ice mass quantity. Due to safety, it is often necessary to use a small boat to study fjords area, especially close to glaciers with unknown bathymetry. This precludes the use of modern multi−beam echosounders, and so traditional single−beam echosounders have been used for bathymetry profiling. Adequate interpolation techniques were determined for the most probable morphological formations in−between bathymetric profiles. Choosing the most accurate interpolation method allows for the determination of
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Guan, Jiada, Huaguo Zhang, Tong Han, Wenting Cao, Juan Wang, and Dongling Li. "High-Resolution Mapping of Shallow Water Bathymetry Based on the Scale-Invariant Effect Using Sentinel-2 and GF-1 Satellite Remote Sensing Data." Remote Sensing 17, no. 4 (2025): 640. https://doi.org/10.3390/rs17040640.

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High-resolution water depth data are of great significance in island research and coastal ecosystem monitoring. However, the acquisition of high-resolution imagery has been a challenge due to the difficulties and high costs associated with obtaining such data. To address this issue, this study proposes a water depth inversion method based on Gaofen-1 (GF-1) satellite data, which integrates multi-source satellite data to obtain high-resolution bathymetric data. Specifically, the research utilizes bathymetric data derived from Sentinel-2 and Ice, Cloud, and Land Elevation Satellite-2 (ICESat-2)
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Zwoliński, Zbigniew. "Geodiversity evaluation of the Słupsk Bank boulder area." Biuletyn Instytutu Morskiego 33, no. 1 (2018): 191–98. http://dx.doi.org/10.5604/01.3001.0012.8088.

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The Słupsk Bank is a seascape area of high nature value, that consists of boulders related to glacial and post-glacial formation and a variety of underwater landforms, that form the habitat for numerous plants and animals. The aim of this paper was to evaluate geodiversity using geoinformation analysis consecutive steps, such as preparation of factor maps, map algebra etc. The resulting geodiversity map was based on a bathymetric relief energy map, a geomorphological map based on expert classification using the Bathymetric Position Index (BPI), and a lithological map showing average texture cl
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Gafurov, Artur, Bulat Usmanov, and Petr Khomyakov. "Modelling of Kuibyshev reservoir shallow water depths by bathymetric surveys and multispectral UAV imagery data: A case study." BIO Web of Conferences 126 (2024): 01047. http://dx.doi.org/10.1051/bioconf/202412601047.

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This study investigates the potential of using multispectral Unmanned Aerial Vehicle (UAV) imagery to model the shallow water depths of the Kuibyshev Reservoir, Russia. Traditional methods like boom soundings and echo sounders, while accurate, are labor-intensive and costly. By leveraging multispectral data from UAVs, we aim to provide a more efficient and detailed approach to bathymetric mapping. Our methodology involved conducting bathymetric surveys with a Garmin GPS Map 178C and a Geoscan 401 Geodesy UAV equipped with a MicaSense RedEdge-MX camera. We performed correlation analysis and mod
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Zimmermann, Mark, and Megan M. Prescott. "Towards mapping the gaps in Alaska." International Hydrographic Review 29, no. 2 (2023): 28–45. http://dx.doi.org/10.58440/ihr-29-2-a22.

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In 2018, the General Bathymetric Chart of the Oceans (GEBCO) announced the Nippon Foundation-GEBCO Seabed 2030 Project to improve further the GEBCO map of the world’s oceans. The United States (U.S.) has responded with different initiatives to complete a map of its Exclusive Economic Zone (EEZ). With Alaska accounting for the greatest fraction of the U.S. EEZ, here we provide an analysis showing which portions of the National Oceanic and Atmospheric Administration’s, National Marine Fisheries Service, Alaska Fisheries Science Center (AFSC) bathymetry maps are supported by actual observations.
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Parrish, Christopher E., Lori A. Magruder, Amy L. Neuenschwander, Nicholas Forfinski-Sarkozi, Michael Alonzo, and Michael Jasinski. "Validation of ICESat-2 ATLAS Bathymetry and Analysis of ATLAS’s Bathymetric Mapping Performance." Remote Sensing 11, no. 14 (2019): 1634. http://dx.doi.org/10.3390/rs11141634.

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NASA’s Ice, Cloud, and Land Elevation Satellite-2 (ICESat-2) was launched in September, 2018. The satellite carries a single instrument, ATLAS (Advanced Topographic Laser Altimeter System), a green wavelength, photon-counting lidar, enabling global measurement and monitoring of elevation with a primary focus on the cryosphere. Although bathymetric mapping was not one of the design goals for ATLAS, pre-launch work by our research team showed the potential to map bathymetry with ICESat-2, using data from MABEL (Multiple Altimeter Beam Experimental Lidar), NASA’s high-altitude airborne ATLAS emul
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Dumpis, Jānis, and Ainis Lagzdiņš. "Methodology for Bathymetric Mapping Using Open-Source Software." Environmental and Climate Technologies 24, no. 3 (2020): 239–48. http://dx.doi.org/10.2478/rtuect-2020-0100.

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AbstractThe modern technologies not only provide an opportunity to collect water depth data much more efficiently than in the past, but also there is a wide range of opportunities to process these data to develop bathymetric maps and perform various calculations in the computer environment. This research aims to construct a high-resolution bathymetric map by using open-source software. Lake Zebrus was selected as the study site, where fieldwork was performed to obtain the depth data and subsequently process to find optimal methodology for creating a bathymetric map. The methodology used in thi
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Innocenti, C., L. Battaglini, S. D'Angelo, and A. Fiorentino. "Submarine landslides: mapping the susceptibility in European seas." Quarterly Journal of Engineering Geology and Hydrogeology 54, no. 1 (2020): qjegh2020–027. http://dx.doi.org/10.1144/qjegh2020-027.

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A map of susceptibility to submarine landslides in European seas has been developed using the maximum entropy model (MaxEnt) and landslide cartography acquired from European Marine Observation and Data Network (EMODnet) Geology (https://www.emodnet-geology.eu/). A total of 15% landslide points were set aside and used as test data, while the remaining 85% were used for model training. Based on EMODnet bathymetry, 33 environmental maps including bathymetric position index (BPI), slope, features, flat curvature and profile curvature, all calculated at different spatial scales, were processed. In
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Masum Murshed, Mamunur Rasid, Morshed Bin Siraj, and Mostafizur Rahman. "On the compilation of the bathymetric data of the bay of Bengal domain in the nodal points of triangular mesh to be compatible for the implementation of finite element method." World Journal of Advanced Research and Reviews 23, no. 2 (2024): 2725–35. http://dx.doi.org/10.30574/wjarr.2024.23.2.2616.

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This study focuses on the compilation of bathymetric data for the Bay of Bengal domain, specifically for the area between 15°N to 23°N latitudes and 85°E to 95°E longitudes, to ensure compatibility with the Finite Element Method (FEM). A high-resolution color map of the region was generated using ArcGIS software, which served as the basis for discretizing the domain into a triangular mesh. Bathymetric data for the Bay of Bengal, including the Meghna River, was then compiled using a combination of recent data from the Bangladesh Inland Water Transport Authority (BIWTA) and generated data, which
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Masum, Murshed, Rasid Mamunur, Bin Siraj Morshed, and Rahman Mostafizur. "On the compilation of the bathymetric data of the bay of Bengal domain in the nodal points of triangular mesh to be compatible for the implementation of finite element method." World Journal of Advanced Research and Reviews 23, no. 2 (2024): 2725–35. https://doi.org/10.5281/zenodo.14908743.

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This study focuses on the compilation of bathymetric data for the Bay of Bengal domain, specifically for the area between 15°N to 23°N latitudes and 85°E to 95°E longitudes, to ensure compatibility with the Finite Element Method (FEM). A high-resolution color map of the region was generated using ArcGIS software, which served as the basis for discretizing the domain into a triangular mesh. Bathymetric data for the Bay of Bengal, including the Meghna River, was then compiled using a combination of recent data from the Bangladesh Inland Water Transport Authority (BIWTA) and gener
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Günaydın, Esra, İrem Yakar, Tolga Bakırman, and Mahmut Oğuz Selbesoğlu. "Evaluation of Depth Anything Models for Satellite-Derived Bathymetry." International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-2/W10-2025 (July 7, 2025): 101–6. https://doi.org/10.5194/isprs-archives-xlviii-2-w10-2025-101-2025.

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Abstract. The emergence of foundation models has driven major advancements in computer vision and natural language processing, primarily due to their strong zero-shot and few-shot capabilities powered by large-scale, diverse datasets. While earlier approaches used supervised datasets, their limited scene diversity did not perform well in unseen environments. To overcome these limitations, recent works have leveraged unlabeled monocular images, which can be automatically labeled using pre-trained models. One model can be shown as Depth Anything, which demonstrated robust zero-shot performance a
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Kjeldsen, Kristian Kjellerup, Reimer Wilhelm Weinrebe, Jørgen Bendtsen, Anders Anker Bjørk, and Kurt Henrik Kjær. "Multibeam bathymetry and CTD measurements in two fjord systems in southeastern Greenland." Earth System Science Data 9, no. 2 (2017): 589–600. http://dx.doi.org/10.5194/essd-9-589-2017.

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Abstract. We present bathymetry and hydrological observations collected in the summer of 2014 from two fjord systems in southeastern Greenland with a multibeam sonar system. Our results provide a detailed bathymetric map of the fjord complex around the island of Skjoldungen in Skjoldungen Fjord and the outer part of Timmiarmiut Fjord and show far greater depths compared to the International Bathymetric Chart of the Arctic Ocean. The hydrography collected shows different properties in the fjords with the bottom water masses below 240 m in Timmiarmiut Fjord being 1–2 °C warmer than in the two fj
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Yulius, Yulius, H. L. Salim, and M. Ramdhan. "Spatial Pattern of Bathymetry in Wangi-Wangi Island and Its Surrounding Based on GEBCO Data and Nautical Map." Forum Geografi 29, no. 2 (2016): 144. http://dx.doi.org/10.23917/forgeo.v29i2.1113.

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The study aims is to define bathymetry based on General Bathymetric Chart of the Oceans (GEBCO) and Nautical Map using GIS technique. The methods used in this study are the kriging method which combines the spatial correlation among the data using GIS and Remote Sensing software. The result shows that bathymetry at research area can be divided into five classes, these are: (1) 0-2 meter with area of 1.797,61 hectare, (2) 2-5 meter with area of 2.059,06 hectare, (3) 5-10 meter with area of 1.184,02 hectare, (4) 10-25 meter with area of 3.025.00 hectare, (5) 25-200 meter with area of 5.648.62 he
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Yuzugullu, Onur, and Aysegul Aksoy. "Generation of the bathymetry of a eutrophic shallow lake using WorldView-2 imagery." Journal of Hydroinformatics 16, no. 1 (2013): 50–59. http://dx.doi.org/10.2166/hydro.2013.133.

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In this study, water depth distribution (bathymetric map) in a eutrophic shallow lake was determined using a WorldView-2 multispectral satellite image. Lake Eymir in Ankara (Turkey) was the study site. In order to generate the bathymetric map of the lake, image and data processing, and modelling were applied. First, the bands that would be used in depth prediction models were determined through statistical and multicollinearity analyses. Then, data screening was performed based on the standard deviation of standardized residuals (SD_SR) of depth values determined through preliminary linear reg
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Letard, M., A. Collin, D. Lague, T. Corpetti, Y. Pastol, and A. Ekelund. "USING BISPECTRAL FULL-WAVEFORM LIDAR TO MAP SEAMLESS COASTAL HABITATS IN 3D." International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B3-2022 (May 30, 2022): 463–70. http://dx.doi.org/10.5194/isprs-archives-xliii-b3-2022-463-2022.

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Abstract. Mapping coastal habitats is essential to their preservation, but the presence of water hinders seamless data collection over land-water interfaces. Thanks to its dual-wavelength and optical properties, topo-bathymetric lidar can address this task efficiently. Topo-bathymetric lidar waveforms contain relevant information to classify land and water covers automatically but are rarely analysed for both infrared and green wavelengths. The present study introduces a point-based approach for the classification of coastal habitats using bispectral waveforms of topo-bathymetric lidar surveys
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Lubis, Muhammad Zainuddin, Sri Pujiyati, Budhi Agung Prasetyo, and Tiggi Choanji. "Review : Bathymetry Mapping Using Underwater Acoustic Technology." Journal of Geoscience, Engineering, Environment, and Technology 4, no. 2 (2019): 135. http://dx.doi.org/10.25299/jgeet.2019.4.2.3127.

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The bathymetry mapping using underwater acoustic technology very important in Indonesia waters. Bathymetry is the result of measuring the height of the seabed so that the bathymetric map provides information about the seabed, where this information can provide benefits to several fields related to the seabed. In bathymetry mapping uses underwater acoustic technology where among them is using Single beam echosounder and MBES (Multibeam Echosounder System), and multibeam echosounder (MBES) is acoustic equipment that is intensively used frequently in basic waters mapping. The advantage of using u
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Su, Tianyun, Xishuang Li, Jiagang Li, and Lejun Liu. "Mapping Submarine Landslide: A Case Study in Northern Continental Slope of the South China Sea." Open Petroleum Engineering Journal 8, no. 1 (2015): 103–9. http://dx.doi.org/10.2174/1874834101508010103.

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Geographical Information Systems is a useful tool for marine geohazard mapping. This paper describes an integrated and systematic map-based approach for identification and characterization of submarine landslide with multidisciplinary data such as multibeam bathymetric data, multichannel seismic data, sidescan sonar and so on. Taking Liwan 3- 1 gas field in northern continental slope of Southern China Sea as a case study, a regional database is established to provide convenient services to manage search and extract the target data for geohazard mapping and identification. Bathymetric map and s
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Zwolak, Karolina, and Andrzej Felski. "Current State of Deep Ocean Bathymetric Exploration." Annual of Navigation 24, no. 1 (2017): 257–67. http://dx.doi.org/10.1515/aon-2017-0019.

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AbstractThe paper presents current state of bathymetric survey concerning deep ocean rather than shallow areas, which are better surveyed due to safety of navigation concerns. Rules and requirements of the new challenge, called the Shell Ocean Discovery XPRIZE, became a starting point for a discussion about the possibilities of mapping large areas of the ocean using up-to-date and new technology. The amount of bathymetric data available nowadays and the current state of ocean map compilations are also discussed in the paper as a motivation to inspire the new initiatives in the deep ocean.
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Sun, Shuting, Yifu Chen, Lin Mu, Yuan Le, and Huihui Zhao. "Improving Shallow Water Bathymetry Inversion through Nonlinear Transformation and Deep Convolutional Neural Networks." Remote Sensing 15, no. 17 (2023): 4247. http://dx.doi.org/10.3390/rs15174247.

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Nearshore bathymetry plays an essential role in various applications, and satellite-derived bathymetry (SDB) presents a promising approach due to its extensive coverage and comprehensive bathymetric map production capabilities. Nevertheless, existing retrieval techniques, encompassing physics-based and pixel-based statistical methodologies such as support vector regression (SVR), band ratio, and Kriging regression, exhibit limitations stemming from the intricate water reflectance process and the under-exploitation of the spatial component inherent in SDB. To surmount these obstacles, we introd
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Zhang, Qianyi, Ye Li, Teng Ma, Zheng Cong, and Wenjun Zhang. "Bathymetric Particle Filter SLAM Based on Mean Trajectory Map Representation." IEEE Access 9 (2021): 71725–36. http://dx.doi.org/10.1109/access.2021.3078854.

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Ferrini, Vicki. "Assembling the Bathymetric Puzzle to Create a Global Ocean Map." Marine Technology Society Journal 54, no. 3 (2020): 13–17. http://dx.doi.org/10.4031/mtsj.54.3.2.

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AbstractBathymetry data are fundamental ocean observations that are important for a variety of applications including exploration and research, habitat mapping, resource management, coastal and ocean resilience, and policy decisions. Despite the importance of these data, the majority of the ocean, and our planet, remains unmapped. As a result, we lack comprehensive integrated data and information products at the resolutions necessary to address fundamental questions about subaqueous environments. With the increasing availability of mapping technology, advances in computing and data science, an
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Inten Melinia, Ida Ayu Made, I. Dewa Nyoman Nurweda, and I. Gusti Ngurah Putra Dirgayusa. "Aplikasi Penginderaan Jauh Citra Landsat-8 Untuk Pembuatan Peta Batimetri Di Perairan Pantai Jumpai, Klungkung, Bali." Journal of Marine Research and Technology 6, no. 2 (2023): 136. http://dx.doi.org/10.24843/jmrt.2023.v06.i02.p09.

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Klungkung Regency is the smallest regency in the province of Bali, Indonesia. The waters of Jumpai Beach are one of the areas in Klungkung, which is one area that is used by the surrounding population for fishing activities for fishermen to obtain fishery products. Remote sensing technology has been applied because of its effectiveness and the significance of its use in compiling and revising resource maps. It is also helpful to support resource planning and management. A bathymetry map is a map that describes the depth of the sea and is presented using contour lines. Contour lines are abstrac
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Masetti, Giuseppe, Ove Andersen, Nicki R. Andreasen, et al. "Denmark’s Depth Model: Compilation of Bathymetric Data within the Danish Waters." Geomatics 2, no. 4 (2022): 486–98. http://dx.doi.org/10.3390/geomatics2040026.

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Denmark’s Depth Model (DDM) is a Digital Bathymetric Model based on hundreds of bathymetric survey datasets and historical sources within the Danish Exclusive Economic Zone. The DDM represents the first publicly released model covering the Danish waters with a grid resolution of 50 m. When modern datasets are not available for a given area, historical sources are used, or, as the last resort, interpolation is applied. The model is generated by averaging depths values from validated sources, thus, not targeted for safety of navigation. The model is available by download from the Danish Geodata
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Doneus, Michael, Nives Doneus, Christian Briese, Michael Pregesbauer, Gottfried Mandlburger, and Geert Verhoeven. "Airborne Laser Bathymetry – detecting and recording submerged archaeological sites from the air." Journal of Archaeological Science 40, no. 4 (2013): 2136–51. https://doi.org/10.1016/j.jas.2012.12.021.

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A new generation of airborne bathymetric laser scanners utilises short green laser pulses for high resolution hydrographic surveying in very shallow waters. The paper investigates its use for the documentation of submerged archaeological structures, introducing the concept of airborne laser bathymetry and focussing on a number of challenges this novel technology still has to face. Using this method, an archaeological pilot study on the northern Adriatic coast of Croatia has revealed sunken structures of a Roman villa. The results demonstrate the potential of this novel technique to map submerg
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Xanthakis, Michail, Kosmas Pavlopoulos, Vasilios Kapsimalis, et al. "Prediction of Soil Loss in a Reservoir Watershed Using an Erosion Model and Modern Technological Tools: A Case Study of Marathon Lake, Attica in Greece." Environmental Sciences Proceedings 2, no. 1 (2020): 63. http://dx.doi.org/10.3390/environsciproc2020002063.

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Marathon Lake is an artificial reservoir with great environmental, ecological, social, and economic significance because it was the main source of water for Athens, the capital of Greece, for many years. The present study details the first attempt to map sedimentation in Marathon Lake in detail, using bathymetric mapping and soil erosion field surveying of the torrent watershed areas. First, the results of a bathymetric survey carried out in 2011 were compared with topographic maps that pre-date the construction of the dam. Based on this comparison, an estimated 8.34 hm3 of sediment have been
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Eric, DIANGONE, AKOBE Apie Colette, Amani Etché Mireille, MONDE Sylvain, and COULIBALY Aoua. "MORPHOLOGICAL EVOLUTION OF THE BOTTOM OF THE POTOU LAGOON OVER THE LAST TEN YEARS (COASTAL ZONE OF COTE D'IVOIRE)." International Journal of Research -GRANTHAALAYAH 8, no. 10 (2020): 37–46. http://dx.doi.org/10.29121/granthaalayah.v8.i10.2020.1588.

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This study with a morphology and hydrosedimentology character was done to carry out a with an understanding the evolution of the channels and sedimentation in Potou lagoon in Ivory Coast starting from the realization of the bathymetric map. The bathymetry of this lagoon avered that the depths are lower than 2.11 m out of 22 km2, and presente three types of channels. In fact the channels in "U" represent a balance between the agents of accumulation and erosion. Channels resulting from processes of erosion which are in "V" and channels intermediate indicating an evolution of the type "V" in "U".
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Leat, Philip T., Peter T. Fretwell, Alex J. Tate, et al. "Bathymetry and geological setting of the South Sandwich Islands volcanic arc." Antarctic Science 28, no. 4 (2016): 293–303. http://dx.doi.org/10.1017/s0954102016000043.

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AbstractThe South Sandwich Islands and associated seamounts constitute the volcanic arc of an active subduction system situated in the South Atlantic. We introduce a map of the bathymetry and geological setting of the South Sandwich Islands and the associated East Scotia Ridge back-arc spreading centre that consists of two sides: side 1, a regional overview of the volcanic arc, trench and back-arc, and side 2, detailed maps of the individual islands. Side 1 displays the bathymetry at scale 1:750 000 of the intra-oceanic, largely submarine South Sandwich arc, the back-arc system and other tecto
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Wlodarczyk–Sielicka, Marta, and Andrzej Stateczny. "Clustering Bathymetric Data for Electronic Navigational Charts." Journal of Navigation 69, no. 5 (2016): 1143–53. http://dx.doi.org/10.1017/s0373463316000035.

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An electronic navigational chart is a major source of information for the navigator. The component that contributes most significantly to the safety of navigation on water is the information on the depth of an area. For the purposes of this article, the authors use data obtained by the interferometric sonar GeoSwath Plus. The data were collected in the area of the Port of Szczecin. The samples constitute large sets of data. Data reduction is a procedure to reduce the size of a data set to make it easier and more effective to analyse. The main objective of the authors is the compilation of a ne
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SALVADOR, MARCUS VINICIUS S., and MARIA AUGUSTA M. DA SILVA. "Morphology and sedimentology of the Itaipú Embayment - Niterói/RJ." Anais da Academia Brasileira de Ciências 74, no. 1 (2002): 127–34. http://dx.doi.org/10.1590/s0001-37652002000100009.

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Bathymetric and sedimentological data from water depths between 3 and 28 meters are the basis of a detailed bathymetric map of the Itaipú Embayment and an understanding of its sedimentary dynamics. Shallower than 16 meters the contours are parallel to the shoreline whereas the morphology of the deeper bottom is influenced by the Menina, Mãe, and Pai islands. Medium sand is prevalent, with local variations in more protected or less protected areas. Minor amount of black mud possibly derives from the Itaipú Lagoon. Siliciclastic granules and pebbles may be relict. The Itaipú Embayment’s bottom m
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Coley, Kira. "A Global Ocean Map is Not an Ambition, But a Necessity to Support the Ocean Decade." Marine Technology Society Journal 56, no. 3 (2022): 9–12. http://dx.doi.org/10.4031/mtsj.56.3.3.

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Abstract The Nippon Foundation-General Bathymetric Chart of the Oceans (GEBCO) Seabed 2030 Project is a collaboration between The Nippon Foundation, Japan's largest private philanthropic organization, and the GEBCO, which has more than a century of experience in ocean-floor mapping and is jointly administered by the International Hydrographic Organization and UNESCO's Intergovernmental Oceanographic Commission. Its mission is to create a comprehensive, publicly available map of the entire ocean floor by 2030, which will empower the world to make informed policy decisions, use the ocean sustain
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