Hydrographic Survey Validation and Chart Adequacy Assessment Using Automated Solutions

Giuseppe Masetti
Giuseppe MasettiResearch Faculty at CCOM/JHC, UNH
USING AUTOMATED SOLUTIONS
T. FAULKES, NOAA OFFICE OF COAST SURVEY
G. MASETTI AND C. KASTRISIOS, UNH CCOM/JHC
SURVEY VALIDATION
AND
CHART ADEQUACY
2
IS CODING LIKE MOUNTAINEERING?
▪ A task to achieve …
▪ … usually a bit daunting!
▪ You get some help
▪ Results == satisfaction!
3
A NOAA Python Distribution
PYDRO UNIVERSE
A Collection of Open-Source
Hydrographic Tools
A Growing Community of
People with Interests in
Ocean Mapping
PYDRO UNIVERSE & HYDROFFICE
HYDROFFICE
A Research Framework
to facilitate R2O
in Ocean Mapping
HYDROFFICE APPS
QC TOOLS
▪ Performs automated quality
control checks on surfaces
and final feature files.
7
▪ Find Fliers
▪ Holiday Finder
▪ Grid QA
▪ Feature Scan
▪ Many more!
CA TOOLS
▪ Performs chart adequacy
tasks by comparing survey
data and current ENCs
8
9
10
11
12
Favorite Tools
13
Which tool to improve first?
14
Hydrographic Survey Validation and Chart Adequacy Assessment Using Automated Solutions
16
17
Depth
Proxies
Identified
Fliers
Flier
Heights
Identified
Fliers
18
Which tool to improve first?
19
z
20
z
TRIANGULATED IRREGULAR NETWORK
21
22
z
10.2
4.5
4.8
23
z
10.2
4.5
4.8 5.1
24
z
10.2
4.8 5.1
4.5
25
z
10.2
4.8 5.1
4.5
26
z
10.2
4.5
4.8 5.1
TILTED TRIANGLE
27
FLAT TRIANGLES > POINT-IN-POLYGON TEST
28
29
30
31
THANKS!
Any questions?
▪ Visit: https://www.hydroffice.org
1 of 31

Recommended

Pydro & HydrOffice: Open Tools for Ocean Mappers by
Pydro & HydrOffice: Open Tools for Ocean MappersPydro & HydrOffice: Open Tools for Ocean Mappers
Pydro & HydrOffice: Open Tools for Ocean MappersGiuseppe Masetti
18.5K views128 slides
HydrOffice: past, present, and future. by
HydrOffice: past, present, and future.HydrOffice: past, present, and future.
HydrOffice: past, present, and future.Giuseppe Masetti
23.5K views29 slides
INMARTECH 2018 - G.Masetti & P.Johnson - Sound Speed Management and Environme... by
INMARTECH 2018 - G.Masetti & P.Johnson - Sound Speed Management and Environme...INMARTECH 2018 - G.Masetti & P.Johnson - Sound Speed Management and Environme...
INMARTECH 2018 - G.Masetti & P.Johnson - Sound Speed Management and Environme...Giuseppe Masetti
93.3K views55 slides
Leveraging Predictions from NOAA’s Oceanographic Forecast Models to Increase ... by
Leveraging Predictions from NOAA’s Oceanographic Forecast Models to Increase ...Leveraging Predictions from NOAA’s Oceanographic Forecast Models to Increase ...
Leveraging Predictions from NOAA’s Oceanographic Forecast Models to Increase ...Giuseppe Masetti
71.6K views23 slides
ePOM - Fundamentals of Research Software Development - Introduction by
ePOM - Fundamentals of Research Software Development - IntroductionePOM - Fundamentals of Research Software Development - Introduction
ePOM - Fundamentals of Research Software Development - IntroductionGiuseppe Masetti
3.5K views34 slides
DSD-INT 2017 Urban flood forecasting in central Shanghai (Pudong Area) - Zhang by
DSD-INT 2017 Urban flood forecasting in central Shanghai (Pudong Area) - ZhangDSD-INT 2017 Urban flood forecasting in central Shanghai (Pudong Area) - Zhang
DSD-INT 2017 Urban flood forecasting in central Shanghai (Pudong Area) - ZhangDeltares
1.4K views28 slides

More Related Content

What's hot

DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, Kooi by
DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, KooiDSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, Kooi
DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, KooiDeltares
478 views12 slides
GNSS GPS Lecture by
GNSS GPS LectureGNSS GPS Lecture
GNSS GPS Lecturegeoteamnir
1.8K views23 slides
DSD-INT 2017 Delft-FEWS new features, what's coming - Ververs by
DSD-INT 2017 Delft-FEWS new features, what's coming - VerversDSD-INT 2017 Delft-FEWS new features, what's coming - Ververs
DSD-INT 2017 Delft-FEWS new features, what's coming - VerversDeltares
3K views31 slides
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a... by
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...inside-BigData.com
223 views16 slides
Action Point Case Study PVPLC by
Action Point Case Study PVPLCAction Point Case Study PVPLC
Action Point Case Study PVPLCMiriam O'Brien
169 views2 slides
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - Vermeulen by
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - VermeulenDSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - Vermeulen
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - VermeulenDeltares
426 views15 slides

What's hot(18)

DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, Kooi by Deltares
DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, KooiDSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, Kooi
DSD-INT 2016 SUB-CR: an improved subsidence package - Erkens, Kooi
Deltares478 views
GNSS GPS Lecture by geoteamnir
GNSS GPS LectureGNSS GPS Lecture
GNSS GPS Lecture
geoteamnir1.8K views
DSD-INT 2017 Delft-FEWS new features, what's coming - Ververs by Deltares
DSD-INT 2017 Delft-FEWS new features, what's coming - VerversDSD-INT 2017 Delft-FEWS new features, what's coming - Ververs
DSD-INT 2017 Delft-FEWS new features, what's coming - Ververs
Deltares3K views
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a... by inside-BigData.com
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
inside-BigData.com223 views
Action Point Case Study PVPLC by Miriam O'Brien
Action Point Case Study PVPLCAction Point Case Study PVPLC
Action Point Case Study PVPLC
Miriam O'Brien169 views
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - Vermeulen by Deltares
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - VermeulenDSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - Vermeulen
DSD-INT 2016 Subsurface modelling in iMOD - Jurong Island, Singapore - Vermeulen
Deltares426 views
DSD-INT 2016 iMOD-SEAWAT for groundwater in the coastal zone - Oude Essink by Deltares
DSD-INT 2016 iMOD-SEAWAT for groundwater in the coastal zone - Oude EssinkDSD-INT 2016 iMOD-SEAWAT for groundwater in the coastal zone - Oude Essink
DSD-INT 2016 iMOD-SEAWAT for groundwater in the coastal zone - Oude Essink
Deltares567 views
DSD-INT 2017 Breaching of coastal defences under extreme storm surges - El S... by Deltares
DSD-INT 2017 Breaching of coastal defences under extreme storm surges  - El S...DSD-INT 2017 Breaching of coastal defences under extreme storm surges  - El S...
DSD-INT 2017 Breaching of coastal defences under extreme storm surges - El S...
Deltares1.8K views
DSD-INT 2017 Application of the SPHY model for the Ganga basin and integratio... by Deltares
DSD-INT 2017 Application of the SPHY model for the Ganga basin and integratio...DSD-INT 2017 Application of the SPHY model for the Ganga basin and integratio...
DSD-INT 2017 Application of the SPHY model for the Ganga basin and integratio...
Deltares2.5K views
Rodriguez_et_al_SWOT_IGARSS2011.ppt by grssieee
Rodriguez_et_al_SWOT_IGARSS2011.pptRodriguez_et_al_SWOT_IGARSS2011.ppt
Rodriguez_et_al_SWOT_IGARSS2011.ppt
grssieee223 views
igarss11_rudiger.ppt by grssieee
igarss11_rudiger.pptigarss11_rudiger.ppt
igarss11_rudiger.ppt
grssieee243 views
DSD-INT 2017 Summary closing remarks & planned releases - Minnema by Deltares
DSD-INT 2017 Summary closing remarks & planned releases - MinnemaDSD-INT 2017 Summary closing remarks & planned releases - Minnema
DSD-INT 2017 Summary closing remarks & planned releases - Minnema
Deltares1.5K views
Hydrologic analysis by saif07amu
Hydrologic analysisHydrologic analysis
Hydrologic analysis
saif07amu2.4K views

Similar to Hydrographic Survey Validation and Chart Adequacy Assessment Using Automated Solutions

Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ... by
Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...
Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...Giuseppe Masetti
313 views45 slides
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ... by
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...GIS in the Rockies
65 views22 slides
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr... by
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...Water, Land and Ecosystems (WLE)
419 views31 slides
RINA - AOG 2017 - Ian Milne - River LAB Wave Basin by
RINA - AOG 2017 - Ian Milne - River LAB Wave BasinRINA - AOG 2017 - Ian Milne - River LAB Wave Basin
RINA - AOG 2017 - Ian Milne - River LAB Wave BasinNick Bentley
117 views37 slides
Better Customer Experience with Data Science - Bernard Burg, Comcast by
Better Customer Experience with Data Science - Bernard Burg, ComcastBetter Customer Experience with Data Science - Bernard Burg, Comcast
Better Customer Experience with Data Science - Bernard Burg, ComcastSri Ambati
1.7K views16 slides
Thailand flood v1 by
Thailand flood v1Thailand flood v1
Thailand flood v1Veerachai Tanpipat
1.1K views102 slides

Similar to Hydrographic Survey Validation and Chart Adequacy Assessment Using Automated Solutions(20)

Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ... by Giuseppe Masetti
Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...
Shallow Survey 2018 - Applications of Sonar Detection Uncertainty for Survey ...
Giuseppe Masetti313 views
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ... by GIS in the Rockies
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...
2018 ASPRS: Big Data: Utilizing Landsat to Detect Ephemeral Water Sources in ...
RINA - AOG 2017 - Ian Milne - River LAB Wave Basin by Nick Bentley
RINA - AOG 2017 - Ian Milne - River LAB Wave BasinRINA - AOG 2017 - Ian Milne - River LAB Wave Basin
RINA - AOG 2017 - Ian Milne - River LAB Wave Basin
Nick Bentley117 views
Better Customer Experience with Data Science - Bernard Burg, Comcast by Sri Ambati
Better Customer Experience with Data Science - Bernard Burg, ComcastBetter Customer Experience with Data Science - Bernard Burg, Comcast
Better Customer Experience with Data Science - Bernard Burg, Comcast
Sri Ambati1.7K views
172529main ken and_tim_software_assurance_research_at_west_virginia by CS, NcState
172529main ken and_tim_software_assurance_research_at_west_virginia172529main ken and_tim_software_assurance_research_at_west_virginia
172529main ken and_tim_software_assurance_research_at_west_virginia
CS, NcState1.8K views
water and environmental hub - geo cens by Cybera Inc.
water and environmental hub - geo censwater and environmental hub - geo cens
water and environmental hub - geo cens
Cybera Inc.275 views
Improving access to geospatial Big Data in the hydrology domain by Claudia Vitolo
Improving access to geospatial Big Data in the hydrology domainImproving access to geospatial Big Data in the hydrology domain
Improving access to geospatial Big Data in the hydrology domain
Claudia Vitolo794 views
An Introduction to DI Play Assessments by Drillinginfo
An Introduction to DI Play AssessmentsAn Introduction to DI Play Assessments
An Introduction to DI Play Assessments
Drillinginfo1.9K views
Scheme for the construction of water channels by mirzaqadeer
Scheme for the construction of water channelsScheme for the construction of water channels
Scheme for the construction of water channels
mirzaqadeer116 views
DSD-INT 2015 - Foreshore wave attenuation modelling with Xbeach using EO data... by Deltares
DSD-INT 2015 - Foreshore wave attenuation modelling with Xbeach using EO data...DSD-INT 2015 - Foreshore wave attenuation modelling with Xbeach using EO data...
DSD-INT 2015 - Foreshore wave attenuation modelling with Xbeach using EO data...
Deltares244 views
2017 ASPRS-RMR Big Data Track: Using NASA's AppEEARS to Slice and Dice Big Ea... by GIS in the Rockies
2017 ASPRS-RMR Big Data Track: Using NASA's AppEEARS to Slice and Dice Big Ea...2017 ASPRS-RMR Big Data Track: Using NASA's AppEEARS to Slice and Dice Big Ea...
2017 ASPRS-RMR Big Data Track: Using NASA's AppEEARS to Slice and Dice Big Ea...
Internship Presentation-2 by Ashford Ball
Internship Presentation-2Internship Presentation-2
Internship Presentation-2
Ashford Ball53 views
DRI and UAS Applications Research by DRIscience
DRI and UAS Applications ResearchDRI and UAS Applications Research
DRI and UAS Applications Research
DRIscience245 views
NASA World Wind Virtual Globe Technology and the WW Europa Challenge by Raffaele de Amicis
NASA World Wind Virtual Globe Technologyand the WW Europa ChallengeNASA World Wind Virtual Globe Technologyand the WW Europa Challenge
NASA World Wind Virtual Globe Technology and the WW Europa Challenge
Raffaele de Amicis122 views

More from Giuseppe Masetti

Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo... by
Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...
Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...Giuseppe Masetti
1.3K views13 slides
e-learning Python for Ocean Mapping - Empowering the next generation of ocean... by
e-learning Python for Ocean Mapping - Empowering the next generation of ocean...e-learning Python for Ocean Mapping - Empowering the next generation of ocean...
e-learning Python for Ocean Mapping - Empowering the next generation of ocean...Giuseppe Masetti
3.1K views21 slides
ePOM - Fundamentals of Research Software Development - Code Version Control by
ePOM - Fundamentals of Research Software Development - Code Version ControlePOM - Fundamentals of Research Software Development - Code Version Control
ePOM - Fundamentals of Research Software Development - Code Version ControlGiuseppe Masetti
3.5K views60 slides
ePOM - Fundamentals of Research Software Development - Integrated Development... by
ePOM - Fundamentals of Research Software Development - Integrated Development...ePOM - Fundamentals of Research Software Development - Integrated Development...
ePOM - Fundamentals of Research Software Development - Integrated Development...Giuseppe Masetti
3.5K views46 slides
ePOM - Intro to Ocean Data Science - Raster and Vector Data Formats by
ePOM - Intro to Ocean Data Science - Raster and Vector Data FormatsePOM - Intro to Ocean Data Science - Raster and Vector Data Formats
ePOM - Intro to Ocean Data Science - Raster and Vector Data FormatsGiuseppe Masetti
4K views16 slides
ePOM - Intro to Ocean Data Science - Scientific Computing by
ePOM - Intro to Ocean Data Science - Scientific ComputingePOM - Intro to Ocean Data Science - Scientific Computing
ePOM - Intro to Ocean Data Science - Scientific ComputingGiuseppe Masetti
3.9K views13 slides

More from Giuseppe Masetti(14)

Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo... by Giuseppe Masetti
Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...
Open Backscatter Toolchain (OpenBST) Project - A Community-vetted Workflow fo...
Giuseppe Masetti1.3K views
e-learning Python for Ocean Mapping - Empowering the next generation of ocean... by Giuseppe Masetti
e-learning Python for Ocean Mapping - Empowering the next generation of ocean...e-learning Python for Ocean Mapping - Empowering the next generation of ocean...
e-learning Python for Ocean Mapping - Empowering the next generation of ocean...
Giuseppe Masetti3.1K views
ePOM - Fundamentals of Research Software Development - Code Version Control by Giuseppe Masetti
ePOM - Fundamentals of Research Software Development - Code Version ControlePOM - Fundamentals of Research Software Development - Code Version Control
ePOM - Fundamentals of Research Software Development - Code Version Control
Giuseppe Masetti3.5K views
ePOM - Fundamentals of Research Software Development - Integrated Development... by Giuseppe Masetti
ePOM - Fundamentals of Research Software Development - Integrated Development...ePOM - Fundamentals of Research Software Development - Integrated Development...
ePOM - Fundamentals of Research Software Development - Integrated Development...
Giuseppe Masetti3.5K views
ePOM - Intro to Ocean Data Science - Raster and Vector Data Formats by Giuseppe Masetti
ePOM - Intro to Ocean Data Science - Raster and Vector Data FormatsePOM - Intro to Ocean Data Science - Raster and Vector Data Formats
ePOM - Intro to Ocean Data Science - Raster and Vector Data Formats
Giuseppe Masetti4K views
ePOM - Intro to Ocean Data Science - Scientific Computing by Giuseppe Masetti
ePOM - Intro to Ocean Data Science - Scientific ComputingePOM - Intro to Ocean Data Science - Scientific Computing
ePOM - Intro to Ocean Data Science - Scientific Computing
Giuseppe Masetti3.9K views
ePOM - Intro to Ocean Data Science - Data Visualization by Giuseppe Masetti
ePOM - Intro to Ocean Data Science - Data VisualizationePOM - Intro to Ocean Data Science - Data Visualization
ePOM - Intro to Ocean Data Science - Data Visualization
Giuseppe Masetti4K views
ePOM - Intro to Ocean Data Science - Object-Oriented Programming by Giuseppe Masetti
ePOM - Intro to Ocean Data Science - Object-Oriented ProgrammingePOM - Intro to Ocean Data Science - Object-Oriented Programming
ePOM - Intro to Ocean Data Science - Object-Oriented Programming
Giuseppe Masetti4K views
AusSeabed workshop - Pydro and Hydroffice - Days 2 and 3 by Giuseppe Masetti
AusSeabed workshop - Pydro and Hydroffice - Days 2 and 3AusSeabed workshop - Pydro and Hydroffice - Days 2 and 3
AusSeabed workshop - Pydro and Hydroffice - Days 2 and 3
Giuseppe Masetti16.7K views
AusSeabed workshop - Pydro and Hydroffice - Day 1 by Giuseppe Masetti
AusSeabed workshop - Pydro and Hydroffice - Day 1AusSeabed workshop - Pydro and Hydroffice - Day 1
AusSeabed workshop - Pydro and Hydroffice - Day 1
Giuseppe Masetti16.7K views
The Open Backscatter Toolchain (OpenBST) project: towards an open-source and ... by Giuseppe Masetti
The Open Backscatter Toolchain (OpenBST) project: towards an open-source and ...The Open Backscatter Toolchain (OpenBST) project: towards an open-source and ...
The Open Backscatter Toolchain (OpenBST) project: towards an open-source and ...
Giuseppe Masetti1.8K views
Backscatter Working Group Software Inter-comparison Project Requesting and Co... by Giuseppe Masetti
Backscatter Working Group Software Inter-comparison ProjectRequesting and Co...Backscatter Working Group Software Inter-comparison ProjectRequesting and Co...
Backscatter Working Group Software Inter-comparison Project Requesting and Co...
Giuseppe Masetti2.7K views
Bathymetric Attributed Grid (BAG) format by Giuseppe Masetti
Bathymetric Attributed Grid (BAG) formatBathymetric Attributed Grid (BAG) format
Bathymetric Attributed Grid (BAG) format
Giuseppe Masetti746 views
Masetti et al. - Bathymetric and reflectivity-derived data fusion for Prelimi... by Giuseppe Masetti
Masetti et al. - Bathymetric and reflectivity-derived data fusion for Prelimi...Masetti et al. - Bathymetric and reflectivity-derived data fusion for Prelimi...
Masetti et al. - Bathymetric and reflectivity-derived data fusion for Prelimi...
Giuseppe Masetti7K views

Recently uploaded

PRINCIPLES-OF ASSESSMENT by
PRINCIPLES-OF ASSESSMENTPRINCIPLES-OF ASSESSMENT
PRINCIPLES-OF ASSESSMENTrbalmagro
11 views12 slides
Open Access Publishing in Astrophysics by
Open Access Publishing in AstrophysicsOpen Access Publishing in Astrophysics
Open Access Publishing in AstrophysicsPeter Coles
725 views26 slides
himalay baruah acid fast staining.pptx by
himalay baruah acid fast staining.pptxhimalay baruah acid fast staining.pptx
himalay baruah acid fast staining.pptxHimalayBaruah
5 views16 slides
POSTER IV LAWCN_ROVER_IUE.pdf by
POSTER IV LAWCN_ROVER_IUE.pdfPOSTER IV LAWCN_ROVER_IUE.pdf
POSTER IV LAWCN_ROVER_IUE.pdfSOCIEDAD JULIO GARAVITO
8 views1 slide
CSF -SHEEBA.D presentation.pptx by
CSF -SHEEBA.D presentation.pptxCSF -SHEEBA.D presentation.pptx
CSF -SHEEBA.D presentation.pptxSheebaD7
11 views13 slides
Light Pollution for LVIS students by
Light Pollution for LVIS studentsLight Pollution for LVIS students
Light Pollution for LVIS studentsCWBarthlmew
5 views12 slides

Recently uploaded(20)

PRINCIPLES-OF ASSESSMENT by rbalmagro
PRINCIPLES-OF ASSESSMENTPRINCIPLES-OF ASSESSMENT
PRINCIPLES-OF ASSESSMENT
rbalmagro11 views
Open Access Publishing in Astrophysics by Peter Coles
Open Access Publishing in AstrophysicsOpen Access Publishing in Astrophysics
Open Access Publishing in Astrophysics
Peter Coles725 views
himalay baruah acid fast staining.pptx by HimalayBaruah
himalay baruah acid fast staining.pptxhimalay baruah acid fast staining.pptx
himalay baruah acid fast staining.pptx
HimalayBaruah5 views
CSF -SHEEBA.D presentation.pptx by SheebaD7
CSF -SHEEBA.D presentation.pptxCSF -SHEEBA.D presentation.pptx
CSF -SHEEBA.D presentation.pptx
SheebaD711 views
Light Pollution for LVIS students by CWBarthlmew
Light Pollution for LVIS studentsLight Pollution for LVIS students
Light Pollution for LVIS students
CWBarthlmew5 views
Synthesis and Characterization of Magnetite-Magnesium Sulphate-Sodium Dodecyl... by GIFT KIISI NKIN
Synthesis and Characterization of Magnetite-Magnesium Sulphate-Sodium Dodecyl...Synthesis and Characterization of Magnetite-Magnesium Sulphate-Sodium Dodecyl...
Synthesis and Characterization of Magnetite-Magnesium Sulphate-Sodium Dodecyl...
GIFT KIISI NKIN17 views
A training, certification and marketing scheme for informal dairy vendors in ... by ILRI
A training, certification and marketing scheme for informal dairy vendors in ...A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...
ILRI11 views
Pollination By Nagapradheesh.M.pptx by MNAGAPRADHEESH
Pollination By Nagapradheesh.M.pptxPollination By Nagapradheesh.M.pptx
Pollination By Nagapradheesh.M.pptx
MNAGAPRADHEESH15 views
Metatheoretical Panda-Samaneh Borji.pdf by samanehborji
Metatheoretical Panda-Samaneh Borji.pdfMetatheoretical Panda-Samaneh Borji.pdf
Metatheoretical Panda-Samaneh Borji.pdf
samanehborji16 views
ENTOMOLOGY PPT ON BOMBYCIDAE AND SATURNIIDAE.pptx by MN
ENTOMOLOGY PPT ON BOMBYCIDAE AND SATURNIIDAE.pptxENTOMOLOGY PPT ON BOMBYCIDAE AND SATURNIIDAE.pptx
ENTOMOLOGY PPT ON BOMBYCIDAE AND SATURNIIDAE.pptx
MN6 views
application of genetic engineering 2.pptx by SankSurezz
application of genetic engineering 2.pptxapplication of genetic engineering 2.pptx
application of genetic engineering 2.pptx
SankSurezz7 views
How to be(come) a successful PhD student by Tom Mens
How to be(come) a successful PhD studentHow to be(come) a successful PhD student
How to be(come) a successful PhD student
Tom Mens460 views
MODULE-9-Biotechnology, Genetically Modified Organisms, and Gene Therapy.pdf by KerryNuez1
MODULE-9-Biotechnology, Genetically Modified Organisms, and Gene Therapy.pdfMODULE-9-Biotechnology, Genetically Modified Organisms, and Gene Therapy.pdf
MODULE-9-Biotechnology, Genetically Modified Organisms, and Gene Therapy.pdf
KerryNuez121 views

Hydrographic Survey Validation and Chart Adequacy Assessment Using Automated Solutions