Application of GIS in Marine Fisheries Trawl Surveys

Size: px
Start display at page:

Download "Application of GIS in Marine Fisheries Trawl Surveys"

Transcription

1 Philip Politis NRS 509, Fall 2003 Application of GIS in Marine Fisheries Trawl Surveys The goal of fisheries managers today is to achieve sustainability in our marine fisheries resources. Trawl surveys are an important aspect in assessing fish populations (stock assessment), their locations and habitat use. Data collected from trawl surveys are used to make important decisions on how to manage commercial and recreational fisheries and how to limit their rate of exploitation while maximizing the economic yield of the resource. For more than a decade the use of GIS in fisheries management has gained popularity and is growing rapidly. Applying GIS to trawl surveys is a promising avenue to better interpret collected data and to eventually better manage fisheries resources. Trawl surveys usually span large areas. This can be entire bays or estuaries, or in the National Marine Fisheries Service, Northeast Fisheries Science Center (NMFS, NEFSC) trawl survey, the entire east coast of the U.S. from Nova Scotia to Florida (Azarovitz, 1981). Historically, trawl survey data have been analyzed ignoring the spatial aspects or by analysis on geographically small scales (Issak and Hubert, 1997). However, with the advent of GIS and the widespread use of GPS on survey vessels, larger scale investigations of patterns of fish distributions and abundances, and how they change over time, are possible. Huge data sets are generated from trawl surveys. This is due to the frequency of the surveys, the number of trawls made each survey, and the many different species of fish identified in each trawl of the survey (Fortunati et. al., 2002). Also, the environmental parameters at each trawl station are incorporated into the data sets, such as temperature, salinity, dissolved oxygen, etc. The ability of GIS to graphically display and analyze layers of data as well as combine several layers together, makes GIS a powerful tool for dealing with the large amounts of data generated from trawl surveys (Issak and Hubert, 1997). This use of GIS in analyzing trawl survey data has great implications for habitat conservation and management. By overlaying fish abundance data from trawl surveys and essential fish habitat data in a GIS, fisheries managers are easily able to quantify suitable habitat for various species of fish as well as investigate how the habitat changes in size and shape over time and with different seasons (Stoner et. al., 2001). The use of GIS in this type of analysis quickly brings to light dynamic patterns in the data that would otherwise be missed, allowing fisheries managers to quickly identify and predict when and where the key habitats are for specific species of fish, such as nursery grounds, spawning grounds and areas of high/low prey abundance (Stoner et. al., 2001).

2 Most bottom trawl surveys avoid certain areas of the study region in which the trawl gear may be damaged or lost due to obstructions or rocky substrate (Zimmermann, 2003). However, these untrawlable areas are excellent habitat for certain species of fish, creating problems in determining the relative abundance of these fish (Zimmermann, 2003). Typically these untrawlable areas are identified by navigational charts, echo-sounding, underwater video, and word of mouth reports of locations of obstructions (Zimmermann, 2003). Using GIS to map untrawlable locations and then overlaying catch data from the trawl survey on top allows for the quantification of untrawlable areas within a survey region and to better estimate the relative abundance of fish species inhabiting the untrawlable areas. Within the fisheries community there is some debate as to the extent of damage done to the sea floor by trawl nets during surveys and more so in commercial use. The ability to quantify and assess the damage done by a trawl net is difficult. However, using GIS is a very useful method of doing so. Shirley (1997) was able to use a GIS to quantify the effects of the NMFS trawl survey and commercial trawlers on fish populations in the trawled areas. By overlaying trawling effort with catch data for a certain time period, the effect of trawling on specific areas can be quantified. The beauty of GIS in this analysis allows for the investigator to quickly query the data for any area he wishes and look at the effects of either commercial trawlers, the survey trawlers or combined trawling effort, and the effect that they may have on total fish biomass or a specific species of fish in that area. Trawl survey data are used to determine and implement management policies for fisheries resources. Usually, the surveys and policies are conducted and implemented by government agencies. It is no secret that commercial fisherman are somewhat skeptical of such policies and fisheries scientists are reluctant to incorporate their knowledge into policy making because it is thought of as unscientific. This is mainly because of the differences in their fishing methods. Commercial fisherman seek out large abundances of fish with very large gear and try to catch as much fish as possible, whereas surveys are designed to randomly sample large areas with smaller gear, even where fish are scarce (Brehme et. al., 2001). There remains a need in fisheries management to 1) Convey the scientific data to the community in a format easily understood and 2) Incorporate the vast knowledge of skilled commercial fisherman into the management of the fishery. GIS lends itself very well to this. Most fisherman are already skilled at interpreting geographic information because so much of their work is geographic in nature, as well as being skilled in the use of GPS (Brehme et. al, 2001). GIS is a great way of conveying the scientific survey data to the fisherman and can be done fairly easily via the internet. Adding skilled fisherman s knowledge of known locations of fish abundance into a GIS is a great way of enhancing the data collected from a trawl survey. It can also be a way of checking the survey method for accuracy and helping to predict future fish stocks.

3 As GIS technology continues to become more affordable and its use more widespread, the applications to fisheries trawl surveys will continue to grow. The ability of GIS to quickly and accurately display and analyze graphically large amounts of data make it a great tool for better interpreting and implementing data collected from trawl surveys. The incorporation of GIS into the planning of a trawl survey should increase, where a net can and cannot be set can now be more precisely located. I hope to see GIS used more for conveying complicated scientific data to the public in format more easily understood. As the use of GIS continues to grow in analyses of data collected from trawl surveys, more accurate assessment of fish stocks, fish locations and habitat use will emerge, eventually leading to a greater ability to manage our fisheries resources. Annotated Bibliography Brehme, C., A. Boyce, S. Henze, and B. Neal Monitoring coastal fisheries in the Gulf of Maine with fisherman, GIS and the internet. Presented at CoastGIS 2001, Halifax, Nova Scotia, Canada This is an excellent paper. It is not concerned primarily with trawl surveys but with fisheries surveys in general, and its implications are very relevant to trawl surveys. The authors first describe the difficulties of using a GIS for analysis of the marine environment due its complexity and the need to incorporate the three dimensions of volume as well as time into the GIS. They then describe the difficulties of communication between scientist and fisherman and how GIS can be a means for better communication. The paper then describes three scenarios in which scientific studies were conducted along with local fisherman and GIS in the Gulf of Maine. Fortunati, L., G. Garafalo, and R. Demontis TSDV: A GIS tool for inspection trawl survey data. ICES Journal of Marine Science, 59: The authors of this paper do an excellent job of telling the reader about the complexities in the data collected from trawl surveys and how there is a definite need for the technology of GIS to aid in the analysis of such data. The focus of this paper is a tool developed from GIS that can be used by fisheries managers not familiar with operating a GIS, the Trawl Survey Data Viewer (TSDV). The TSDV is based on ArcView GIS 3.0 software and can take trawl survey data and geographically reference it in two dimensions (X, Y or latitude, longitude). The basic data that is geographically referenced are the locations of the hauls, both start and stop, and the location of the sample, which is essentially the midpoint between the start and stop of the haul. Species identifications are coded in the TSDV along with fish length (four classes), sex (m, f) and maturity (up to six classes). The main purpose of the TSDV is to allow non-gis fisheries managers a way of visually displaying the data, as well a run a limited amount of calculations on the data.

4 Issak, D.J. and W.A. Hubert Integrating new technologies into fisheries science: the application of geographic information systems. Fisheries, 22(1): This paper gives a great overview of what a GIS is, the components needed to successfully operate a GIS and how it can be applied to fisheries science. The need for GIS in analysis of large geographic areas of the marine environment is stressed and the paper shows how the use of data layers in a GIS can be used to analyze complex data sets together and visually display the results on a digital graph. There is also a nice section on where to go for certain types of data such as the Census Department for TIGER data or USGS for DLG s and DEM s. Marrs, S.J., I.D. Tuck, R.J.A. Atkinson, T.D.I. Stevenson, and C. Hall Position data loggers and logbooks as tools in fisheries research: results of a pilot study and some recommendations. Fisheries Research, 58: This article shows how GPS and GIS can be used together to graphically display the positions of trawl vessels. GPS position loggers were placed aboard commercial trawlers and the points were then downloaded into a GIS. The trawl paths of each vessel were mapped in vector format and then converted to raster images at a resolution of km² pixel sizes. Pixels were then assigned and attribute of fished or un-fished (fished being a pixel in which the vessel passed though). Each fished pixel was then given a fishing effort value by dividing the total number of pixels fished by the time spent fishing. Catch data obtained from the fisherman s logbooks were then added to the GIS in raster format, allowing catch per unit effort (CPUE) to be easily calculated. The authors discuss how using different (higher) resolutions may provide more accurate calculations of CPUE. This use of GPS and GIS has great potential in other trawl surveys and for investigating previous trawl survey time series. Shirley, T Retrospective analysis of the effects of trawling on benthic communities in the Gulf of Alaska and Aleutian Island region. This article makes interesting use of a GIS in quantifying the effects of trawlers on the sea floor and fish populations. The authors investigate both commercial trawling fleets in the Gulf of Alaska and the National Marine Fisheries Service s (NMFS) west coast trawl survey. Fishing vessel location data from GPS, and catch data from NMFS observer programs were downloaded into a GIS using ARCVIEW (Arc/Info 1995). This allowed for analysis of trawl effort (location and duration of tows) both spatially and temporally. By overlaying the catch data, the effects of the trawlers on the fish populations could be easily calculated.

5 Stoner, A.W., J.P. Manderson, and J.P. Pessutti Spatially explicit analysis of estuarine habitat for juvenile winter flounder: combining generalized additive models and geographic information systems. Marine Ecology Progress Series, 213: This is a great paper on how GIS can be used to analyze trawl survey data to quantify habitat use. This study was able to use a GIS to define habitat use of age 0 winter flounder in Sandy Hook, New Jersey. The use of GIS gave the investigators a tool to quantify suitable habitat and identify patterns in how the size and shape of the habitat changes with seasons and over time. By overlaying catch data from the trawl survey with environmental parameters and plotting them graphically in raster format, the visual aspects of GIS made it easy to predict the dynamics of the habitat and when and where juvenile winter flounder populations may be found. To do this type of analysis without the aid of GIS would be a huge task and most likely the dynamic patterns of habitat use would not be identified. Zimmermann, M Calculation of untrawlable areas within the boundaries of a bottom trawl survey. Can. J. Fish. Aquat. Sci. 60: The study discussed in this article is an excellent application of GIS to fisheries trawl surveys. The investigators were able to use a GIS to calculate the amount of untrawlabe area in the National Marine Fisheries Service (NMFS) west coast trawl survey. Using ArcView (v. 3.2) the trawl events were classified and coded 1-4 by the quality of the haul. These data were then converted to a vector data set in the GIS and the investigators were able to quantify the amount of trawlable/untrawlable area within each stratum of the NMFS survey. Interestingly, the study was able to obtain more precise estimates of relative biomass for rock-fish, Sebastes Spp., a species that aggregates in rocky areas that are difficult to trawl. Other References Azarovitz, T.R A brief review of the Woods Hole Laboratory trawl survey time series. In: Bottom trawl surveys, W.G. Doubleday and D. Rivard Eds. Canadian Special Publication in Fisheries and Aquatic Sciences, 58: Meaden, G.J. and T.D. Chi Geographical information systems applications to marine fisheries. FAO Fisheries Technical Paper 356 Walunda, C.M. and G.J. Pierce Temporal and spatial patterns in the distribution of squid Loligo spp. in United Kingdom waters. South African Journal of Marine Science, 20:

Courtesy of John Mitchell

Courtesy of John Mitchell Shrimp trawl fisheries Marine fish stocks are under increasing threat from a range of spatially based problems that might be natural or involve socio-economic factors. To best manage spatial problems,

More information

The Use of GIS in Studying Benthic Marine Animal Movement and Habitat Use

The Use of GIS in Studying Benthic Marine Animal Movement and Habitat Use Julie Barber Overview Paper The Use of GIS in Studying Benthic Marine Animal Movement and Habitat Use Understanding the relationship between marine species and their habitats is a fundamental step in developing

More information

Socioeconomic Profile and Spatial Analysis of Fisheries in the three central California National Marine Sanctuaries

Socioeconomic Profile and Spatial Analysis of Fisheries in the three central California National Marine Sanctuaries Socioeconomic Profile and Spatial Analysis of Fisheries in the three central California National Marine Sanctuaries 23 + 30 March 2004 Charles Steinback and Astrid Scholz Outline Who we are and why we

More information

GIS in Marine Fisheries Science: With Special Reference to Migratory Species David McElroy NRS509 Fall 04

GIS in Marine Fisheries Science: With Special Reference to Migratory Species David McElroy NRS509 Fall 04 GIS in Marine Fisheries Science: With Special Reference to Migratory Species David McElroy NRS509 Fall 04 Introduction: The use of geographic information technologies in fisheries science has rapidly expanded

More information

Marine Spatial Planning: A Tool for Implementing Ecosystem-Based Management

Marine Spatial Planning: A Tool for Implementing Ecosystem-Based Management Marine Spatial Planning: A Tool for Implementing Ecosystem-Based Management Steven Murawski, Ph.D., Ecosystem Goal Team Lead National Oceanic and Atmospheric Administration NOAA November 16, 2009 1 To

More information

Name/ Affiliation: Ben Enticknap, Fishery Project Coordinator Alaska Marine Conservation Council Address: PO Box Anchorage, AK 99510

Name/ Affiliation: Ben Enticknap, Fishery Project Coordinator Alaska Marine Conservation Council Address: PO Box Anchorage, AK 99510 Habitat Areas of Particular Concern (HAPC) Proposal Name/ Affiliation: Ben Enticknap, Fishery Project Coordinator Alaska Marine Conservation Council Address: PO Box 101145 Anchorage, AK 99510 Please check

More information

Advice September 2012

Advice September 2012 9.4.23 Advice September 2012 ECOREGION STOCK Widely distributed and migratory stocks European seabass in the Northeast Atlantic Advice for 2013 ICES advises on the basis of the approach to data-limited

More information

Geographic Information System (GIS) and its value to Large Marine Ecosystem (LME)-based management

Geographic Information System (GIS) and its value to Large Marine Ecosystem (LME)-based management Jesse Stuart Mechling Dept. of Marine Affairs NRS 509 Prof. Peter August Geographic Information System (GIS) and its value to Large Marine Ecosystem (LME)-based management Integrated or ecosystem-based

More information

Synthesis and Integrated Modeling of Long-term Data Sets to Support Fisheries and Hypoxia Management in the Northern Gulf of Mexico

Synthesis and Integrated Modeling of Long-term Data Sets to Support Fisheries and Hypoxia Management in the Northern Gulf of Mexico Synthesis and Integrated Modeling of Long-term Data Sets to Support Fisheries and Hypoxia Management in the Northern Gulf of Mexico Dan Obenour (Scientific/Hypoxia PI) Kevin Craig (Applications/Fisheries

More information

9.0 Consistency with the Magnuson-Stevens Fishery Conservation and Management Act (MSFCMA)

9.0 Consistency with the Magnuson-Stevens Fishery Conservation and Management Act (MSFCMA) 9.0 Consistency with the Magnuson-Stevens Fishery Conservation and Management Act (MSFCMA) This analysis was prepared in accordance with the requirements of the Magnuson- Stevens Fishery Conservation and

More information

The Use of Geographic Information Systems to Assess Change in Salt Marsh Ecosystems Under Rising Sea Level Scenarios.

The Use of Geographic Information Systems to Assess Change in Salt Marsh Ecosystems Under Rising Sea Level Scenarios. The Use of Geographic Information Systems to Assess Change in Salt Marsh Ecosystems Under Rising Sea Level Scenarios Robert Hancock The ecological challenges presented by global climate change are vast,

More information

Falkland Island Fisheries Department. Loligo gahi Stock Assessment Survey, First Season Argos Vigo (ZDLU1) Falkland Islands

Falkland Island Fisheries Department. Loligo gahi Stock Assessment Survey, First Season Argos Vigo (ZDLU1) Falkland Islands Falkland Island Fisheries Department Vessel Argos Vigo (ZDLU1) Flag Falkland Islands Dates 9/02/2007-23/02/2007 Author Ignacio Payá Scientific Crew Ignacio Payá, Bahadir Onsoy SUMMARY A research survey

More information

Findings and recommendations from Central Baltic case

Findings and recommendations from Central Baltic case W 1/1 Recommendations on transboundary planning from Baltic SCOPE Findings and recommendations from Central Baltic case Ingūna Urtāne Director of Spatial Planning Department of the Ministry of Environmental

More information

Kyle Griebel NRS 509 Dr. August & Dr. Wang GIS and remote sensing in Seafloor mapping

Kyle Griebel NRS 509 Dr. August & Dr. Wang GIS and remote sensing in Seafloor mapping GIS and remote sensing in Seafloor mapping Introduction to seafloor mapping Seafloor maps have a wide variety of uses for scientists and coastal planning needs. Some of these uses include biological assessment

More information

W. R. Bowering and D. Power Northwest Atlantic Fisheries Centre, P. O. Box 5667 St. John s, Newfoundland, Canada A1C 5X1. Abstract

W. R. Bowering and D. Power Northwest Atlantic Fisheries Centre, P. O. Box 5667 St. John s, Newfoundland, Canada A1C 5X1. Abstract NAFO Sci. Coun. Studies, 22: 51 61 Spatial Distribution of Greenland Halibut (Reinhardtius hippoglossoides (Walbaum)) in the Labrador-Eastern Newfoundland Area of the Canadian Northwest Atlantic W. R.

More information

CLIMAR-III Third JCOMM Workshop on Advances in Marine Climatology 6-9 May Gdynia, Poland

CLIMAR-III Third JCOMM Workshop on Advances in Marine Climatology 6-9 May Gdynia, Poland CLIMAR-III Third JCOMM Workshop on Advances in Marine Climatology 6-9 May 2008. Gdynia, Poland Catherine Marzin Historical Ecology Program Manager National Marine Sanctuary Program Stefan Claesson Research

More information

Use of Ocean Observations to Develop Forecasts in Support of Fisheries Management

Use of Ocean Observations to Develop Forecasts in Support of Fisheries Management Use of Ocean Observations to Develop Forecasts in Support of Fisheries Management Phillip R. Mundy Alaska Fisheries Science Center Juneau, Alaska Danielle F. Evenson Alaska Department of Fish and Game

More information

Marine Geomorphology as a Determinant for Essential Life Habitat III

Marine Geomorphology as a Determinant for Essential Life Habitat III Marine Geomorphology as a Determinant for Essential Life Habitat III marinecoastalgis.net/aag08 10:10 Dawn Wright, Oregon 10:30 Will McClintock, California 10:50 Daniel Sampson, Massachusetts 11:10 Gary

More information

Geographic Information Systems (GIS) and inland fishery management

Geographic Information Systems (GIS) and inland fishery management THEMATIC REPORT Geographic Information Systems (GIS) and inland fishery management Stratified inland fisheries monitoring using GIS Gertjan DE GRAAF Nefisco, Amsterdam, the Netherlands Felix MARTTIN and

More information

The Looming Threat of Rising Sea Levels to the Florida Keys

The Looming Threat of Rising Sea Levels to the Florida Keys The Looming Threat of Rising Sea Levels to the Florida Keys 1. Introduction Sea levels are rising, and possibly faster than we thought before. In a recent report in 2017 by the National Oceanic and Atmospheric

More information

Species specific geographical distribution patterns in a warm Barents Sea: haddock vs. cod

Species specific geographical distribution patterns in a warm Barents Sea: haddock vs. cod Species specific geographical distribution patterns in a warm Barents Sea: haddock vs. cod Nordic Climate-Fish 2nd Conference: Latitudinal changes in marine resources, exploitation and society within the

More information

Relatively little hard substrate occurs naturally in the

Relatively little hard substrate occurs naturally in the CHAPTER FIVE Rock Habitats Relatively little hard substrate occurs naturally in the estuary, owing mainly to the vast quantities of fine sediment that have been deposited by the rivers. Rock habitat is

More information

53 contributors for 35 individual reports in 2009 show 5% of figures today

53 contributors for 35 individual reports in 2009 show 5% of figures today A Group Approach to Understanding Ecosystem Dynamics in the Northeast Pacific Ocean William Crawford and James Irvine, Fisheries and Oceans Canada (DFO) * * * 53 contributors for 35 individual reports

More information

Use of Elevation Data in NOAA Coastal Mapping Shoreline Products. Coastal GeoTools April 1, 2015

Use of Elevation Data in NOAA Coastal Mapping Shoreline Products. Coastal GeoTools April 1, 2015 Use of Elevation Data in NOAA Coastal Mapping Shoreline Products Coastal GeoTools April 1, 2015 - NOAA s Coastal Mapping Program & CUSP - Shoreline Uses, Delineation Issues, Definitions - Current Extraction

More information

Fine-scale Survey of Right and Humpback Whale Prey Abundance and Distribution

Fine-scale Survey of Right and Humpback Whale Prey Abundance and Distribution DISTRIBUTION STATEMENT A: Approved for public release; distribution is unlimited. Fine-scale Survey of Right and Humpback Whale Prey Abundance and Distribution Joseph D. Warren School of Marine and Atmospheric

More information

SRJC Applied Technology 54A Introduction to GIS

SRJC Applied Technology 54A Introduction to GIS SRJC Applied Technology 54A Introduction to GIS Overview Lecture of Geographic Information Systems Fall 2004 Santa Rosa Junior College Presented By: Tim Pudoff, GIS Coordinator, County of Sonoma, Information

More information

Spatial dynamics of small pelagic fish in the California Current system on the regime time-scale. Parallel processes in other species-ecosystems.

Spatial dynamics of small pelagic fish in the California Current system on the regime time-scale. Parallel processes in other species-ecosystems. PICES/GLOBEC Symposium Honolulu, Hawaii April 19-21, 2006 Spatial dynamics of small pelagic fish in the California Current system on the regime time-scale. Parallel processes in other species-ecosystems.

More information

National Marine Sanctuary Program

National Marine Sanctuary Program National Marine Sanctuary Program NMSP/USGS Joint Seabed Mapping Initiative: September 2004 AA National Ocean Service National Marine Sanctuaries Interim Report September 2004 Background: Since 2002,

More information

California Sea Grant College Program

California Sea Grant College Program California Sea Grant College Program Research Completion Reports (University of California, San Diego) Year 2006 Paper MA06 01 Empirical evaluation of regional scale marine reserves and the groundfish

More information

Falkland Island Fisheries Department. Golden Chicha (ZDLC1) Falkland Islands. Ignacio Payá. - March

Falkland Island Fisheries Department. Golden Chicha (ZDLC1) Falkland Islands. Ignacio Payá. - March Falkland Island Fisheries Department Vessel Golden Chicha (ZDLC1) Flag Falkland Islands Dates 8/02/2008-23/02/2008 Author Ignacio Payá Scientific Crew Ignacio Payá, Anna Schuhbauer - March 2008 - SUMMARY

More information

Factors affecting the large scale distribution of deep sea corals and sponges in the Alaskan ecosystems of the North Pacific Ocean

Factors affecting the large scale distribution of deep sea corals and sponges in the Alaskan ecosystems of the North Pacific Ocean Factors affecting the large scale distribution of deep sea corals and sponges in the Alaskan ecosystems of the North Pacific Ocean Chris Rooper, Rachel Wilborn, and Pamela Goddard Alaska Fisheries Science

More information

Nova Scotia Department of Fisheries and Aquaculture. Environmental Monitoring Program Summary

Nova Scotia Department of Fisheries and Aquaculture. Environmental Monitoring Program Summary Nova Scotia Department of Fisheries and Aquaculture Environmental Monitoring Program Summary 2015 Table of Contents 1 Environmental Monitoring Program Overview... 1 2 2015 EMP... 5 2.1 Level I... 5 2.1.1

More information

Maryland Oyster Stock Assessment Update. December 18, 2017 St. Mary s City, MD

Maryland Oyster Stock Assessment Update. December 18, 2017 St. Mary s City, MD Maryland Oyster Stock Assessment Update December 18, 2017 St. Mary s City, MD 1 What are the goals of a stock assessment? Stock assessments : 1. Estimate current fish stock status relative to relative

More information

Techniques for Science Teachers: Using GIS in Science Classrooms.

Techniques for Science Teachers: Using GIS in Science Classrooms. Techniques for Science Teachers: Using GIS in Science Classrooms. After ESRI, 2008 GIS A Geographic Information System A collection of computer hardware, software, and geographic data used together for

More information

Studying the Ocean Using Live Data

Studying the Ocean Using Live Data Studying the Ocean Using Live Data Overview The Argo buoy project is a major oceanographic study that harnesses the power of automated unmanned buoys traveling the world s oceans (http://www.argo.ucsd.edu/).

More information

J.P. Glazer and D.S. Butterworth

J.P. Glazer and D.S. Butterworth A summary of the General Linear Modelling approach applied to standardize the CPUE data for the offshore trawl fishery for Merluccius capensis and M. paradoxus off the coast of South Africa. Introduction

More information

The Arctic Ocean. Grade Level: This lesson is appropriate for students in Grades K-5. Time Required: Two class periods for this lesson

The Arctic Ocean. Grade Level: This lesson is appropriate for students in Grades K-5. Time Required: Two class periods for this lesson The Arctic Ocean Lesson Overview: This lesson will introduce students to the Eastern Arctic Region and the benefits of the Arctic Ocean to the people who live in the Far North. This lesson can be modified

More information

Persistence of prey hot spots in southeast Alaska

Persistence of prey hot spots in southeast Alaska Persistence of prey hot spots in southeast Alaska Scott M. Gende National Park Service, Glacier Bay Field Station, 3100 National Park, Juneau, Alaska, USA; Scott_Gende Gende@nps.gov Michael Sigler National

More information

Distributional changes of west coast species and impacts of climate change on species and species groups

Distributional changes of west coast species and impacts of climate change on species and species groups Distributional changes of west coast species and impacts of climate change on species and species groups Elliott Hazen 1 Ole Shelton 2 Eric Ward 2 1 NOAA Southwest Fisheries Science Center 2 NOAA Northwest

More information

Managing Uncertainty in Habitat Suitability Models. Jim Graham and Jake Nelson Oregon State University

Managing Uncertainty in Habitat Suitability Models. Jim Graham and Jake Nelson Oregon State University Managing Uncertainty in Habitat Suitability Models Jim Graham and Jake Nelson Oregon State University Habitat Suitability Modeling (HSM) Also known as: Ecological Niche Modeling (ENM) Species Distribution

More information

Outline National legislative & policy context Regional history with ESSIM ESSIM Evaluation Phase Government Integration via RCCOM Regional ICOM Framew

Outline National legislative & policy context Regional history with ESSIM ESSIM Evaluation Phase Government Integration via RCCOM Regional ICOM Framew What MSP Implementation could change in the Maritimes Region Tim Hall, Regional Manager Oceans and Coastal Management Division Ecosystem Management Branch Fisheries and Oceans Canada Maritimes Region BIO

More information

GIS in Fisheries Management: Challenges and Prospects

GIS in Fisheries Management: Challenges and Prospects GIS in Fisheries Management: Challenges and Prospects by Geoff Meaden Director Fisheries GIS Unit Department of Geographical and Life Sciences Canterbury Christ Church University North Holmes Road Canterbury

More information

Serial No. N4754 NAFO SCR Doc. 02/132 SCIENTIFIC COUNCIL MEETING SEPTEMBER 2002

Serial No. N4754 NAFO SCR Doc. 02/132 SCIENTIFIC COUNCIL MEETING SEPTEMBER 2002 NOT TO BE CITED WITHOUT PRIOR REFERENCE TO THE AUTHOR(S) Northwest Atlantic Fisheries Organization Serial No. N4754 NAFO SCR Doc. 02/132 SCIENTIFIC COUNCIL MEETING SEPTEMBER 2002 Finding Trends on the

More information

ENV208/ENV508 Applied GIS. Week 1: What is GIS?

ENV208/ENV508 Applied GIS. Week 1: What is GIS? ENV208/ENV508 Applied GIS Week 1: What is GIS? 1 WHAT IS GIS? A GIS integrates hardware, software, and data for capturing, managing, analyzing, and displaying all forms of geographically referenced information.

More information

Progress report on development of a spatially explicit operating model for tropical tuna populations.

Progress report on development of a spatially explicit operating model for tropical tuna populations. IOTC-2018-WPTT20-27 Progress report on development of a spatially explicit operating model for tropical tuna populations. Prepared for Indian Ocean Tuna Commission September 2018 Prepared by: Simon Hoyle

More information

1.1 What is Site Fingerprinting?

1.1 What is Site Fingerprinting? Site Fingerprinting Utilizing GIS/GPS Technology 1.1 What is Site Fingerprinting? Site fingerprinting is a planning tool used to design communities where protection of natural resources is the primary

More information

The impact of anthropogenic ocean noise pollution: a risk to prey species and food supply

The impact of anthropogenic ocean noise pollution: a risk to prey species and food supply The impact of anthropogenic ocean noise pollution: a risk to prey species and food supply Lindy Weilgart, Ph.D. OceanCare, Switzerland & Department of Biology Dalhousie University Halifax, Nova Scotia

More information

EBA Engineering Consultants Ltd. Creating and Delivering Better Solutions

EBA Engineering Consultants Ltd. Creating and Delivering Better Solutions EBA Engineering Consultants Ltd. Creating and Delivering Better Solutions ENHANCING THE CAPABILITY OF ECOSYSTEM MAPPING TO SUPPORT ADAPTIVE FOREST MANAGEMENT Prepared by: EBA ENGINEERING CONSULTANTS LTD.

More information

Biogeographic Approach to Coastal Assessments & Spatial Planning

Biogeographic Approach to Coastal Assessments & Spatial Planning NOAA s Biogeographic Approach to Coastal Assessments & Spatial Planning Mark E. Monaco Mark.Monaco@noaa.gov Center for Coastal Monitoring and Assessment http://ccma.nos.noaa.gov/about/biogeography Biogeography

More information

NOAA 2011 Protected Species Studies of Eulachon Smelt in Oregon and Washington

NOAA 2011 Protected Species Studies of Eulachon Smelt in Oregon and Washington NOAA 2011 Protected Species Studies of Eulachon Smelt in Oregon and Washington PROGRESS REPORT Funded by: Grant Number: National Oceanic and Atmospheric Administration (NOAA) NA10NMF470038 Reporting Period:

More information

Introduction to Part III Examining wildlife distributions and abundance using boat surveys

Introduction to Part III Examining wildlife distributions and abundance using boat surveys Baseline Wildlife Studies in Atlantic Waters Offshore of Maryland: Final Report to the Maryland Department of Natural Resources and Maryland Energy Administration, 2015 Introduction to Part III Examining

More information

Coastal Landuse Change Detection Using Remote Sensing Technique: Case Study in Banten Bay, West Java Island, Indonesia

Coastal Landuse Change Detection Using Remote Sensing Technique: Case Study in Banten Bay, West Java Island, Indonesia Kasetsart J. (Nat. Sci.) 39 : 159-164 (2005) Coastal Landuse Change Detection Using Remote Sensing Technique: Case Study in Banten Bay, West Java Island, Indonesia Puvadol Doydee ABSTRACT Various forms

More information

Capturing a Holistic Understanding of a Large Marine Ecosystem The NOAA Gulf of Mexico Data Atlas

Capturing a Holistic Understanding of a Large Marine Ecosystem The NOAA Gulf of Mexico Data Atlas Capturing a Holistic Understanding of a Large Marine Ecosystem The NOAA Gulf of Mexico Data Atlas NODC / National Coastal Data Development Center gulfalas.noaa.gov Need: data that contribute to long-term

More information

Ecological and Economic Effects of Derelict Fishing Gear in the Chesapeake Bay. Amy V. Uhrin Chief Scientist NOAA Marine Debris Program

Ecological and Economic Effects of Derelict Fishing Gear in the Chesapeake Bay. Amy V. Uhrin Chief Scientist NOAA Marine Debris Program Ecological and Economic Effects of Derelict Fishing Gear in the Chesapeake Bay Amy V. Uhrin Chief Scientist NOAA Marine Debris Program Briefing for: Chesapeake Bay Program Management Board October 13,

More information

What Maintains the Western Gulf of Maine Cod Stock?

What Maintains the Western Gulf of Maine Cod Stock? What Maintains the Western Gulf of Maine Cod Stock? James Churchill Woods Hole Oceanographic Inst.; Woods Hole MA, jchurchill@whoi.edu, Jeffrey Runge School of Marine Sciences, University of Maine, Gulf

More information

Summary Description Municipality of Anchorage. Anchorage Coastal Resource Atlas Project

Summary Description Municipality of Anchorage. Anchorage Coastal Resource Atlas Project Summary Description Municipality of Anchorage Anchorage Coastal Resource Atlas Project By: Thede Tobish, MOA Planner; and Charlie Barnwell, MOA GIS Manager Introduction Local governments often struggle

More information

CRUISE REPORT. Spring 2014 SEAMAP Plankton Survey Cruise RV Blazing Seven

CRUISE REPORT. Spring 2014 SEAMAP Plankton Survey Cruise RV Blazing Seven CRUISE REPORT Spring 2014 SEAMAP Plankton Survey Cruise 1401 RV Blazing Seven Louisiana Department of Wildlife and Fisheries Fisheries Research Laboratory 195 Ludwig Annex Grand Isle, LA 70358 Chief Scientist

More information

DATA SOURCES AND INPUT IN GIS. By Prof. A. Balasubramanian Centre for Advanced Studies in Earth Science, University of Mysore, Mysore

DATA SOURCES AND INPUT IN GIS. By Prof. A. Balasubramanian Centre for Advanced Studies in Earth Science, University of Mysore, Mysore DATA SOURCES AND INPUT IN GIS By Prof. A. Balasubramanian Centre for Advanced Studies in Earth Science, University of Mysore, Mysore 1 1. GIS stands for 'Geographic Information System'. It is a computer-based

More information

Introduction: The Gulf of Mexico Alliance. The Gulf GAME project MERMAid and PHINS Results & Conclusions What s next? Examples

Introduction: The Gulf of Mexico Alliance. The Gulf GAME project MERMAid and PHINS Results & Conclusions What s next? Examples AAG Las Vegas March 25, 2009 Introduction: Ocean governance and Ecosystem-Based Management The Gulf of Mexico Alliance Habitat Identification and Characterization The Gulf GAME project MERMAid and PHINS

More information

Everglades National Park

Everglades National Park National Park Service U.S. Department of the Interior Water Budget, Climate Variability, and Predicting Salinity for Eastern Florida Bay Erik Stabenau and Kevin Kotun National Park Service Erik_Stabenau@nps.gov

More information

Biomass and CPUA estimation and distribution pattern of carangids in the northwest of Persian Gulf

Biomass and CPUA estimation and distribution pattern of carangids in the northwest of Persian Gulf Available online at www.scholarsresearchlibrary.com European Journal of Zoological Research, 214, 3 (1):12-17 (http://scholarsresearchlibrary.com/archive.html) ISSN: 2278 7356 Biomass and CPUA estimation

More information

LEADS. The Essential Elements of a 3-D Geographic Coordinate

LEADS. The Essential Elements of a 3-D Geographic Coordinate The Essential Elements of a 3-D Geographic Coordinate John W. Dix 13 September 2005 ESRI Homeland Security GIS Summit - Denver, CO John.W.Dix@nga.mil NATIONAL GEOSPATIAL-INTELLIGENCE AGENCY Overview is

More information

GIS and its applications in Marine Fisheries Conservation and Management in Karnataka, India

GIS and its applications in Marine Fisheries Conservation and Management in Karnataka, India GIS and its applications in Marine Fisheries Conservation and Management in Karnataka, India Shubhankar Biswas*, Dineshbabu A.P, Sujitha Thomas, T. Shailaja Salian ICAR-Central Marine Fisheries Research

More information

Post-Graduation Plans stock assessment scientist (NOAA, hopefully)

Post-Graduation Plans stock assessment scientist (NOAA, hopefully) Update Report Period 3/1/2013-2/28/2014 Project E/I-20 - NMFS Population Dynamics Sea Grant Graduate Fellowship An evaluation of the stock assessment method for eastern Bering Sea snow crab incorporating

More information

PHYTOPLANKTON AGGREGATE EVENTS AND HOW THEY RELATE TO SEA SURFACE SLOPE

PHYTOPLANKTON AGGREGATE EVENTS AND HOW THEY RELATE TO SEA SURFACE SLOPE PHYTOPLANKTON AGGREGATE EVENTS AND HOW THEY RELATE TO SEA SURFACE SLOPE Emily E. Anderson CE 394K.3 Fall 2015 4 December 2015 Objective Using skills gained in this ArcGIS class I wanted to create a map

More information

Analyzing Suitability of Land for Affordable Housing

Analyzing Suitability of Land for Affordable Housing Analyzing Suitability of Land for Affordable Housing Vern C. Svatos Jarrod S. Doucette Abstract: This paper explains the use of a geographic information system (GIS) to distinguish areas that might have

More information

Falkland Islands Fisheries Department. Loligo gahi Stock Assessment Survey, Second Season Argos Vigo (ZDLU1) Falkland Islands

Falkland Islands Fisheries Department. Loligo gahi Stock Assessment Survey, Second Season Argos Vigo (ZDLU1) Falkland Islands Loligo gahi Stock Assessment Survey, Second Season 2008 Vessel Argos Vigo (ZDLU1) Flag Falkland Islands Dates 30/06/2008-14/07/2008 Author Ignacio Payá. Scientific Crew Ignacio Payá and Alastair Baylis

More information

Estimating the relative abundance of juvenile coho salmon in the Strait of Georgia using trawls

Estimating the relative abundance of juvenile coho salmon in the Strait of Georgia using trawls NPAFC Doc. No. 348 Rev. No. Estimating the relative abundance of juvenile coho salmon in the Strait of Georgia using trawls R.J. Beamish, D. McCaughran, J. R. King, R.M. Sweeting and G. A. McFarlane Pacific

More information

Geographical Information Systems

Geographical Information Systems Geographical Information Systems Geographical Information Systems (GIS) is a relatively new technology that is now prominent in the ecological sciences. This tool allows users to map geographic features

More information

Marine Spatial Planning Leslie-Ann McGee Battelle Memorial Institute

Marine Spatial Planning Leslie-Ann McGee Battelle Memorial Institute Marine Spatial Planning Leslie-Ann McGee Battelle Memorial Institute Rev061708 1 Marine Spatial Planning What is it? Why is it different? Where is it currently being employed? What is happening in the

More information

GEOGRAPHIC INFORMATION SYSTEMS Session 8

GEOGRAPHIC INFORMATION SYSTEMS Session 8 GEOGRAPHIC INFORMATION SYSTEMS Session 8 Introduction Geography underpins all activities associated with a census Census geography is essential to plan and manage fieldwork as well as to report results

More information

Mapping Maine s Working Waterfront: for Our Heritage and Economy

Mapping Maine s Working Waterfront: for Our Heritage and Economy Mapping Maine s Working Waterfront: for Our Heritage and Economy Abstract Mapping Maine s Working Waterfronts is a collaborative project led by the Island Institute that inventories the state s current

More information

French FIS August th Int. Symposium on FISH-GIS/Spatial Analyses Rio de Janeiro 1

French FIS August th Int. Symposium on FISH-GIS/Spatial Analyses Rio de Janeiro 1 GIS interface to the French FIS V. Harscoat, E. Leblond, M. Tréguer, P. Berthou 25-29 August 2008 4th Int. Symposium on FISH-GIS/Spatial Analyses Rio de Janeiro 1 The french Fisheries Information System

More information

2017 ESRI CANADA GIS SCHOLARSHIP REPORT CURRENT POLLUTION PROBLEMS IN THE OCEANS

2017 ESRI CANADA GIS SCHOLARSHIP REPORT CURRENT POLLUTION PROBLEMS IN THE OCEANS MAY 31, 2017 2017 ESRI CANADA GIS SCHOLARSHIP REPORT CURRENT POLLUTION PROBLEMS IN THE OCEANS HASSAAN RAFIQUE BACHELOR OF APPLIED TECHNOLOGY GEOGRAPHIC INFORMATION SYSTEMS SOUTHERN ALBERTA INSTITUTE OF

More information

The United States & Canada. A Regional Study of Anglo America

The United States & Canada. A Regional Study of Anglo America A Regional Study of Anglo America Landform Regions of the United States & Canada world leaders in agricultural and industrial production because of... VAST LANDS stretch from the Atlantic Ocean on the

More information

CORRELATION ANALYSIS BETWEEN PALAEMONETES SHRIMP AND VARIOUS ALGAL SPECIES IN ROCKY TIDE POOLS IN NEW ENGLAND

CORRELATION ANALYSIS BETWEEN PALAEMONETES SHRIMP AND VARIOUS ALGAL SPECIES IN ROCKY TIDE POOLS IN NEW ENGLAND CORRELATION ANALYSIS BETWEEN PALAEMONETES SHRIMP AND VARIOUS ALGAL SPECIES IN ROCKY TIDE POOLS IN NEW ENGLAND Douglas F., Department of Biology,, Worcester, MA 01610 USA (D@clarku.edu) Abstract Palamonetes

More information

6 th Meeting of the Scientific Committee Puerto Varas, Chile, 9-14 September 2018

6 th Meeting of the Scientific Committee Puerto Varas, Chile, 9-14 September 2018 6 th Meeting of the Scientific Committee Puerto Varas, Chile, 9-14 September 2018 SC6-DW11 Methods for designing spatial management areas using outputs from Zonation software and other spatial data Martin

More information

Introducing GIS analysis

Introducing GIS analysis 1 Introducing GIS analysis GIS analysis lets you see patterns and relationships in your geographic data. The results of your analysis will give you insight into a place, help you focus your actions, or

More information

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared.

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared. WHAT IS GIS? A geographic information system (GIS) integrates hardware, software, and data for capturing, managing, analyzing, and displaying all forms of geographically referenced information. GIS allows

More information

What is GIS? G: Geographic, Geospatial, Geo

What is GIS? G: Geographic, Geospatial, Geo GEOG 488/588: GIS I Introduction Instructor: Geoffrey Duh TA: David Graves What is GIS? G: Geographic, Geospatial, Geo Alternatives: Spatial Information Systems, Land Information Systems Geography diverse

More information

Pelagic fisheries study using GIS and Remote Sensing imagery in Galicia (Spain).

Pelagic fisheries study using GIS and Remote Sensing imagery in Galicia (Spain). ICES CM 24/ P:44 (Physical-biological Interactions: Experiments, Models and Observation) Pelagic fisheries study using GIS and Remote Sensing imagery in Galicia (Spain). Jesús M. Torres Palenzuela, Gema

More information

Nikki Sacha. NRS 509 Restoration Ecology

Nikki Sacha. NRS 509 Restoration Ecology Nikki Sacha NRS 509 Restoration Ecology There were several ways that GIS was incorporated into restoration ecology that was repeated in the eight articles that I reviewed. The first was that it served

More information

Salinity Gradients in the Mission-Aransas National Estuarine Research Reserve. Kimberly Bittler GIS and Water Resources Fall 2011

Salinity Gradients in the Mission-Aransas National Estuarine Research Reserve. Kimberly Bittler GIS and Water Resources Fall 2011 Salinity Gradients in the Mission-Aransas National Estuarine Research Reserve Kimberly Bittler GIS and Water Resources Fall 2011 INTRODUCTION Freshwater inflow has a widely recognized influence on estuary

More information

International Journal of Scientific & Engineering Research, Volume 6, Issue 11, November ISSN

International Journal of Scientific & Engineering Research, Volume 6, Issue 11, November ISSN International Journal of Scientific & Engineering Research, Volume 6, Issue 11, November-2015 42 Geospatial Mapping of Fish Farms in Anambra State Using GIS Approach Ojiako, J.C., Okafor, C. M., Igbokwe,

More information

INDOT Office of Traffic Safety

INDOT Office of Traffic Safety Intro to GIS Spatial Analysis INDOT Office of Traffic Safety Intro to GIS Spatial Analysis INDOT Office of Traffic Safety Kevin Knoke Section 130 Program Manager Highway Engineer II Registered Professional

More information

GIS and Coastal Nutrients Luke Cole

GIS and Coastal Nutrients Luke Cole GIS and Coastal Nutrients Luke Cole Human population density has been widely utilized as a valid predictor of terrestrial nitrogen loads into marine systems. As 50% of the world s population lives within

More information

Abstract. Keywords: blue ling, GIS, marine protection areas, spatial management. 1. Introduction. P. Posen, P. Large and J. Lee

Abstract. Keywords: blue ling, GIS, marine protection areas, spatial management. 1. Introduction. P. Posen, P. Large and J. Lee Estimating uncertainty in deriving spatial distribution of blue ling landings from vessel monitoring system (VMS) data and implications for delineating marine protection boundaries to the northwest of

More information

An Internet-based Agricultural Land Use Trends Visualization System (AgLuT)

An Internet-based Agricultural Land Use Trends Visualization System (AgLuT) An Internet-based Agricultural Land Use Trends Visualization System (AgLuT) Prepared for Missouri Department of Natural Resources Missouri Department of Conservation 07-01-2000-12-31-2001 Submitted by

More information

an accessible interface to marine environmental data Russell Moffitt

an accessible interface to marine environmental data Russell Moffitt an accessible interface to marine environmental data Russell Moffitt The Atlas Project GOAL: To provide a single point of access to oceanographic and environmental data for use by marine resource researchers,

More information

Cartographic and Geospatial Futures

Cartographic and Geospatial Futures Cartographic and Geospatial Futures 1. Web Cartography, WebGIS, & Virtual Globes--New Roles for Maps, GIS, and GIS professionals 2. Map Mashups, the Neo Neo-geography Movement, & Crowd-sourcing Geospatial

More information

SEDAR 42- DW November 2014

SEDAR 42- DW November 2014 Red Grouper Abundance Indices from NMFS Bottom Longline Surveys in the Northern Gulf of Mexico Adam G. Pollack and G. Walter Ingram, Jr. SEDAR 42- DW- 06 19 November 2014 This information is distributed

More information

A Comparison of the Social Valuation of Ecosystem Services in Urban and Rural Contexts

A Comparison of the Social Valuation of Ecosystem Services in Urban and Rural Contexts A Comparison of the Social Valuation of Ecosystem Services in Urban and Rural Contexts Jarrod L. Loerzel College of Charleston Zachary D. Cole University of Florida Presentation Map 1. What is SolVES?

More information

Spatial Effects on Current and Future Climate of Ipomopsis aggregata Populations in Colorado Patterns of Precipitation and Maximum Temperature

Spatial Effects on Current and Future Climate of Ipomopsis aggregata Populations in Colorado Patterns of Precipitation and Maximum Temperature A. Kenney GIS Project Spring 2010 Amanda Kenney GEO 386 Spring 2010 Spatial Effects on Current and Future Climate of Ipomopsis aggregata Populations in Colorado Patterns of Precipitation and Maximum Temperature

More information

Alaska ShoreZone Coastal Habitat Mapping Program

Alaska ShoreZone Coastal Habitat Mapping Program Alaska ShoreZone Coastal Habitat Mapping Program Auke Bay Laboratories Alaska Fisheries Science Center Mandy Lindeberg Coastal Issues in Alaska Resource development Coastal development Climate change Loss

More information

Seagrass research & ecosystem services

Seagrass research & ecosystem services PROTECTING DUGONGS CONSERVING SEAGRASS CHANGE FOR COMMUNITIES Seagrass research & ecosystem services INCEPTION WORKSHOP THE GEF DUGONG AND SEAGRASS CONSERVATION PROJECT 20-21 October 2015 Colombo, Sri

More information

1) make sure folks know what s available in terms of geospatial data and resources that could contribute to their decision support toolkits;

1) make sure folks know what s available in terms of geospatial data and resources that could contribute to their decision support toolkits; Introduction 1 2001 It was born out of the recognition that several of the regions prominent resource management agencies have similar, if not shared, requirements for GIS data. Some of the underlying

More information

GIS Geographical Information Systems. GIS Management

GIS Geographical Information Systems. GIS Management GIS Geographical Information Systems GIS Management Difficulties on establishing a GIS Funding GIS Determining Project Standards Data Gathering Map Development Recruiting GIS Professionals Educating Staff

More information

CHAPTER 4 CRITICAL GROWTH SEASONS AND THE CRITICAL INFLOW PERIOD. The numbers of trawl and by bag seine samples collected by year over the study

CHAPTER 4 CRITICAL GROWTH SEASONS AND THE CRITICAL INFLOW PERIOD. The numbers of trawl and by bag seine samples collected by year over the study CHAPTER 4 CRITICAL GROWTH SEASONS AND THE CRITICAL INFLOW PERIOD The numbers of trawl and by bag seine samples collected by year over the study period are shown in table 4. Over the 18-year study period,

More information

Natalie Cabrera GSP 370 Assignment 5.5 March 1, 2018

Natalie Cabrera GSP 370 Assignment 5.5 March 1, 2018 Network Analysis: Modeling Overland Paths Using a Least-cost Path Model to Track Migrations of the Wolpertinger of Bavarian Folklore in Redwood National Park, Northern California Natalie Cabrera GSP 370

More information

Spatial variation in the abundance of eelgrass (Zostera marina) at eight sites in western Newfoundland, Canada 5/5/2015 V2.0

Spatial variation in the abundance of eelgrass (Zostera marina) at eight sites in western Newfoundland, Canada 5/5/2015 V2.0 Spatial variation in the abundance of eelgrass (Zostera marina) at eight sites in western Newfoundland, Canada 5/5/2015 V2.0 1 Summary The abundance of eelgrass (Zostera marina) was quantified at eight

More information