Lecture 18 Constructing a Coastal Data Model for Nearshore Puget Sound: A GIS Data, Information, and Knowledge Community Perspective with connections

Size: px
Start display at page:

Download "Lecture 18 Constructing a Coastal Data Model for Nearshore Puget Sound: A GIS Data, Information, and Knowledge Community Perspective with connections"

Transcription

1 Lecture 18 Constructing a Coastal Data Model for Nearshore Puget Sound: A GIS Data, Information, and Knowledge Community Perspective with connections to Geog 462 Final Projects

2 Learning Objectives 18.1 What s the motivation for a coastal data model? 18.2 What was the information (knowledge) integration process? 18.3 What are the results? 18.4 What are the valuable conclusions and directions?

3 General Motivation CZM and GIS Coastal zone management (CZM) requires robust geospatial information to be effective Particularly for nearshore areas land development impacts surface water runoff in watersheds that drain into coastal waters CZM is a multi-stakeholder process that can make use of geographic information systems (GIS) Using GIS can help develop a shared insight about problems, challenges and solutions about how to manage coastal resources

4 Community Motivation Revitalizing Puget Sound Puget Sound is the 2nd largest estuary by area and largest by volume in the U.S. In 2007, WA State Governor Gregoire established the Puget Sound Partnership (PSP) as a state agency. Through an Action Agenda that continues to change, PSP coordinates the efforts of citizens, governments, tribes, scientists, businesses and nonprofits to set priorities, implement a regional recovery plan and ensure accountability for results. Overall revitalization activity is expected to last beyond 2020, costing billions of dollars.

5 2016 Action Agenda Prevent pollution from urban stormwater runoff. Polluted runoff from roads, roofs, parking lots, and other paved areas is the biggest threat to Puget Sound s water quality. Although we have many tools and technologies for reducing stormwater pollution, we need to make much fuller use of them if we are to stop contamination from flowing into the Sound. Protect and restore habitat. Restoring damaged shorelines and protecting salmon habitat along the many rivers and streams that flow into Puget Sound is necessary to save salmon and honor tribal treaty rights. We must stop destroying habitat, protect what we have left, and substantially restore the critical habitats that we have lost. Restore and re-open shellfish beds. Shellfish harvesting is a major Puget Sound industry, and a tribal treaty right. Both are threatened by pollution that has closed more than 7,000 acres of Puget Sound beaches. Shellfish health begins on land, through reduction of pollution from rural and agricultural lands and maintenance and repair of failing septic tanks.

6 Focusing the Motivation Linking Research, Teaching, Service Learning Puget Sound CZM is the motivating substantive theme in Geography 462/562 Coastal GIS. Geog 462/562 participation is viewed as a core activity within a learning community ; a learning community is a collection of people interested in learning about coastal GIS topics Learning about GIS data can enhance understanding of the complexities of the fish and plant life and how human activities influence nearshore habitat. Learn about the coastal GIS data community. Data community collection of people and organizations who share interests in a data theme and negotiate meaning & value about the data theme when putting it to use in theory and practice

7 Puget Sound Nearshore basis for data community area of marine and estuarine shoreline extending approximately 2,500 miles from the Canadian border, throughout Puget Sound and out the Strait of Juan de Fuca to Neah Bay.

8 Nearshore 2500 miles of shore

9 What is at issue with the PS Nearshore? The integrity of the nearshore ecosystem is in jeopardy. Nine of the ten species listed as endangered or threatened within the Puget Sound region inhabit the nearshore. Pollution in parts of Puget Sound has caused lesions and tumors in flatfish that are eaten by eagles, seals, birds, and porpoises. Urban and suburban developments along the Puget Sound coast have transformed the shoreline (areas), including (fresh and salt water) estuarine and nearshore habitats. Changes in the physical processes include limiting food and nutrient sources for marine life, deteriorating beach sediment movement, and altering the flows of surface and groundwater. Let s look at a depiction of that situation

10

11 Data modeling assists learning about CZM and GIS Conceptual, logical, physical data modeling is useful for learning about how to represent coastal features associated with water flow from watersheds into estuarine ecosystems a core issue in previous described problems Coastal data model can address many of Puget Sound Partnership concerns

12 Developing a data model Everyone has a mental model of the problem Data models help scaffold our mental models Fully articulated data model consists of three components (Codd 1981): geospatial constructs for structuring data, operations that can be performed on those structures to derive information from the data, and rules for maintaining the integrity of data.

13 Developing a Coastal Data Model through information integration Goal: Develop an overall conceptual data schema - a collection of feature classes and potential relationships that form the core of a PS nearshore database design Information integration involves identifying, comparing, contrasting, synthesizing feature classes Three steps in the method used each used a different source of community knowledge knowledge to perform integration analysis

14 Integration Analysis - Three Steps Step 1 - integrate watershed data (ArcHydro Data Model) and marine data (ArcMarine Data Model) Step 2 - identify coastal feature classes described within a textbook reader about coastal zone management and add them to the feature class list for the coastal data model. Step 3 - use recommendations from Puget Sound Nearshore Partnership report to further contextualize the coastal data model with regard to operations Knowledge from a different community of practice associated with each step together composes a diversified coastal data model

15 Step 1 - Using ArcHydro and ArcMarine Data Models ArcHydro Data Model describes geospatial and temporal data about surface water resource features in watersheds (Whiteaker, Schneider, Maidment 2001) Addresses principal water resource features on a landscape Describes how water moves from feature to feature through multiple connective networks and channels over time ArcMarine Data Model provides integration of important features of the ocean-marine realm, both natural and human-made (Wright 2006) Considers how marine and coastal data can be most effectively integrated within 4D space-time based on the multidimensional and dynamic nature of ocean data and processes

16 Step 1 Results Data Models (See table 1 in reading) Geospatial Data Types ArcHydro Data Model ArcMarine Data Model Fixed point Drainage area centroids Marker, buoy, transponder Instantaneous point Discharge measurement, dissolved oxygen value Raw bathymetry Line Stream Sediment transport line Polygon Catchment Habitat, marine boundaries Time duration points Flow gauge Current meter Time duration vectors Temperature at one point to temperature at another point Algae bloom trawl Time duration areas Water surface elevation Oil spill Feature classes Drainage, network, channel, hydrology Watershed, waterbody, monitoring points, streams

17 Step 2 - Feature Classes from a Coastal Zone Management Book Collection of feature classes and several attributes compiled from a text reader about coastal zone management Another form of expert knowledge (Coastal Zone Management - Beatley, Brower, and Schwab 2002 published by Island Press) Authors of a textbook are themselves experts in a topic, and that topic is peer reviewed by other experts familiar with the topic

18 Step 2 Results - CZM feature classes (see table 2 in reading) Barrier Islands Estuaries Coastal Marshes Coral Reefs Rocky Shores Bluffs Tides (dynamic, temporal) Currents Wind (Currents/Patterns) Erosion and Accretion Pollution and Toxic Contaminants Wetlands (Protected/Unprotected) Habitats endangered species Land use and zoning of areas Building code Soil Composition/make-up Catch Basins/ catchments Watershed areas Streams/Rivers/Water Flow Ports Freight and Passenger Ferry Systems/Water Taxi Continental Shelf/Slope Water Depth/Slope Land Cover (e.g. Beach/Dunes) Present Buildings/Structures Infrastructure (on land, underneath)

19 Step 3 Puget Sound Nearshore Partnership On October 13th, 2006, the Puget Sound Partnership executive committee released recommendations for focusing efforts in the Puget Sound area Recommendations are useful for a) identifying fundamental theme for improving the health of Puget Sound, b) identifying features that can corroborate the list identified from reviewing Beatley, Brower, and Schwab (2002) as well as those in the integration of the ArcHydro and ArcMarine Data Models, and c) identifying primary and secondary processes that encourage various GIS data analyses in which we derive information as a basis for decision support to restore the Sound

20 Step 3 Results Processes (see table 3 in reading; possible geog 462/562 final project topics) Protect existing habitat and prevent further losses Restore amount and quality of habitat; reduce fragmentation Reduce toxics entering the Sound Reduce pollution from human and animal wastes into the Sound Promote and support new and existing treatment facilities Improve water quality and habitat; managing stormwater runoff Identify, prioritize, and implement retrofits where stormwater runoff is causing environmental harm; mitigation strategies Provide water for people, fish and wildlife, and the environment Protect ecosystem biodiversity and recover imperiled species Implement existing recovery plans and create recovery programs for species at risk of extinction lacking current recovery plans

21 Overall Results Feature classes identified in steps 1, 2, and 3 are collected together in Table 4 in reading. The feature classes are grouped into feature datasets We identify the most likely geospatial data type to act as a database representation Not all features would be used in all applications, so it is important to identify which feature classes and processes are to be manipulated by what data operations PSNERP database can get you started with data

22 Coastal Data Model Features and Geospatial Data Construct Types (abbreviated Table 4) Features/Process Geospatial Data Construct Types Raster Point Line Polygon Network Physical/Natural Shoreline Human Infrastructure/Impact Dynamic Natural Phenomena Water and Water Bodies Underwater Topography But, data and operations are needed to generate information

23 Coastal Data Model Operations lead to Applications - 1 Interaction of places & spaces, for example: dairy farms and urban sites, or tsunami impacts on soil types and composition related to land cover and erosion hazards Operations: Overlays, buffering, and flow accumulation Basic interaction operations can help examine the kinds of areas that could affect one another. Identifying areas that could potentially have adverse effects on one another is called vulnerability analysis. Critical resource areas (receptors) are vulnerable to pollution (stressors or hazards)

24 Coastal Data Model Operations lead to Applications - 2 Pollution runoff/stormwater runoff, for example: finding where it occurs by identifying critical areas of concern Operations: Hydrology operations for flow, identification of spaces Hydrologic tools (fill, flow direction, flow accumulation, basin tool, and watershed tool) enable examination of how and where water and other pollutants flow from one area to another. This is useful again in establishing where and how runoff occurs, and finding areas where new infrastructure for this type of runoff needs to be placed and where mitigation retrofits need to be applied to already present infrastructure. This is a principal goal for the Puget Sound Partnership as described in the action agenda.

25 Coastal Data Model Operations lead to Applications - 3 Tidal Currents and pollution interaction with tides, for example: sanitary sewer outfall points of cleaned water moves with the tides in the water Operations: Flow direction as movement on top of water This application examines how water mixes and/or how pollution moves within currents and tides when entering bodies of water and can be performed with certain water flow/direction operations. One can digitize and create new datasets based on directionally of tides and currents. Understanding how water interacts with itself is important to understand how different substances of pollution would move within it and affect specific zones.

26 Coastal Data Model Operations lead to Applications - 4 Migratory animal movement from ecosystem to ecosystem, for example: Birds, Whales, Salmon, or Turtles Operations: Network Analyst tools Construction and mapping of networks can establish areas through which migratory animals pass. It can characterize the distances in which they travel and the times in which they arrive in those areas and the total time in takes them to move from area to area. This application might examine the overall ecosystem interaction of the animals.

27 Coastal Data Model Operations lead to Applications - 5 Transportation interaction with the coast, for example: Ferry systems and road systems for vehicles Operations: Network Analyst tools, Flow direction and Accumulation Characterizing vehicle transportation networks enable us to identify areas of concern where transportation systems pass through areas within watersheds. These are strongly linked to discovering the pollution that comes from these transportation systems. We can use traffic counts and vehicle miles traveled on particular road segments (or travel segments with say the Ferry system) to estimate how much pollution is coming from road segments and also where mitigation projects need to be developed.

28 Conclusions about Data Modeling Data models enable and limit GIS applications for data communities of practice, that is, groups of people using GIS data in various ways. Integrating perspectives from different communities of knowledge practice, e.g., per the three integration steps, results in a diversified data model. Data models for your final projects should be informed by the goals of your application. What stakeholder group, technical specialists and scientists, and/or decision makers are interested in the project application that you develop? Link your project to a broader goal in society to foster value in information.

29 Prospects for Research, Education and Outreach Service in the Community Educational activities involving multi-stakeholder participatory modeling is a social and community learning process. Geog 462 provides an opportunity for social learning about complex problems set within an engaging situation like revitalizing Puget Sound Such engagement is a basis of enhancing participatory governance with the use of GIS in regional settings; there are many such regional settings around the world.

A COASTAL DATA MODEL FOR PUGET SOUND

A COASTAL DATA MODEL FOR PUGET SOUND Previously presented at Coastal Zone 07, Portland Oregon, July 26, 2007 A COASTAL DATA MODEL FOR PUGET SOUND Timothy Nyerges*, Scott Dudgeon, Tyanne Faulkes, and Miranda Hett *Department of Geography Box

More information

Presentation Outline. Project Overview. Sea Level Rise Assessment & Decision Tools. Community Engagement. Tina Whitman, Friends of the San Juans

Presentation Outline. Project Overview. Sea Level Rise Assessment & Decision Tools. Community Engagement. Tina Whitman, Friends of the San Juans Healthy Beaches for People & Fish Sea Level Rise Adaptation Tools for San Juan County, WA Tina Whitman & Andrea MacLennan December 10, 2015 Presentation Outline Project Overview Tina Whitman, Friends of

More information

Catastrophic Events Impact on Ecosystems

Catastrophic Events Impact on Ecosystems Catastrophic Events Impact on Ecosystems Hurricanes Hurricanes An intense, rotating oceanic weather system with sustained winds of at least 74 mph and a welldefined eye Conditions for formation: Warm water

More information

Opportunities to Improve Ecological Functions of Floodplains and Reduce Flood Risk along Major Rivers in the Puget Sound Basin

Opportunities to Improve Ecological Functions of Floodplains and Reduce Flood Risk along Major Rivers in the Puget Sound Basin Opportunities to Improve Ecological Functions of Floodplains and Reduce Flood Risk along Major Rivers in the Puget Sound Basin Christopher Konrad, US Geological Survey Tim Beechie, NOAA Fisheries Managing

More information

NOAA s OCM: Services, tools and collaboration opportunities & Puerto Rico s NE Marine Corridor as a case study

NOAA s OCM: Services, tools and collaboration opportunities & Puerto Rico s NE Marine Corridor as a case study NOAA s OCM: Services, tools and collaboration opportunities & Puerto Rico s NE Marine Corridor as a case study Dr. Antares Ramos Álvarez NOAA s Office of Coastal Management September 15 th, 2016 Conservation

More information

The Refugia Concept: Using Watershed Analysis to Prioritize Salmonid Habitat for Conservation and Restoration

The Refugia Concept: Using Watershed Analysis to Prioritize Salmonid Habitat for Conservation and Restoration The Refugia Concept: Using Watershed Analysis to Prioritize Salmonid Habitat for Conservation and Restoration Christopher May Battelle & UW Cumulative Impacts of Urbanization Landscape Alterations Loss

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

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

THE USE OF GEOSPATIAL DATA TO SUPPORT VULNERABILITY MAPPING OF THE OREGON COAST. Kelvin Raiford MS Candidate Geography Department of Geosciences

THE USE OF GEOSPATIAL DATA TO SUPPORT VULNERABILITY MAPPING OF THE OREGON COAST. Kelvin Raiford MS Candidate Geography Department of Geosciences THE USE OF GEOSPATIAL DATA TO SUPPORT VULNERABILITY MAPPING OF THE OREGON COAST Kelvin Raiford MS Candidate Geography Department of Geosciences INTRODUCTION This study is an outcome of the project Geospatial

More information

An introduction to thee Urban Oases Site Selection Tool:

An introduction to thee Urban Oases Site Selection Tool: An introduction to thee Urban Oases Site Selection Tool: Created by Audubon Connecticut with assistance from a GIS Consultant/Research Assistant at the Harvard Forest Essential input provided by the New

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

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

Chapter 6. Fundamentals of GIS-Based Data Analysis for Decision Support. Table 6.1. Spatial Data Transformations by Geospatial Data Types

Chapter 6. Fundamentals of GIS-Based Data Analysis for Decision Support. Table 6.1. Spatial Data Transformations by Geospatial Data Types Chapter 6 Fundamentals of GIS-Based Data Analysis for Decision Support FROM: Points Lines Polygons Fields Table 6.1. Spatial Data Transformations by Geospatial Data Types TO: Points Lines Polygons Fields

More information

USING 3D GIS TO ASSESS ENVIRONMENTAL FLOOD HAZARDS IN MINA

USING 3D GIS TO ASSESS ENVIRONMENTAL FLOOD HAZARDS IN MINA King Fahd University of Petroleum & Minerals College of Environmental Design Geographical Information system USING 3D GIS TO ASSESS ENVIRONMENTAL FLOOD HAZARDS IN MINA Prepared by : Ali AL-Zahrani OUTLINE

More information

AP ENVIRONMENTAL SCIENCE 2013 SCORING GUIDELINES [14 pt space] Question 1

AP ENVIRONMENTAL SCIENCE 2013 SCORING GUIDELINES [14 pt space] Question 1 AP ENVIRONMENTAL SCIENCE 2013 SCORING GUIDELINES [14 pt space] Question 1 (a) Identify TWO human activities that alter the natural flow of sediments into Gulf Coast ecosystems. Explain how each of the

More information

SAGE. Systems Approach to Geomorphic Engineering. Barnegat Bay Pilot. Heather Jensen Philadelphia District. US Army Corps of Engineers BUILDING STRONG

SAGE. Systems Approach to Geomorphic Engineering. Barnegat Bay Pilot. Heather Jensen Philadelphia District. US Army Corps of Engineers BUILDING STRONG SAGE Systems Approach to Geomorphic Engineering Barnegat Bay Pilot Heather Jensen Philadelphia District US Army Corps of Engineers SAGE Nationwide program with a Regional Approach Innovative approach to

More information

Overview of Methods. Terrestrial areas that are most important for conservation Conservation

Overview of Methods. Terrestrial areas that are most important for conservation Conservation Overview of Methods The goal of the Western Lake Erie Coastal Conservation Vision project (WLECCV) is to define where we should be working locally to optimally achieve regional conservation impact. The

More information

Why Are Communities at Risk from Coastal Hazards?

Why Are Communities at Risk from Coastal Hazards? Chapter 2 Why Are Communities at Risk from Coastal Hazards? The Indian Ocean Tsunami of December 2004 raised awareness worldwide of the potentially devastating impacts of tsunamis. Coastal communities

More information

Application of GIS Technology in Watershed-based Management and Decision Making

Application of GIS Technology in Watershed-based Management and Decision Making Application of GIS Technology in Watershed-based Management and Decision Making U. Sunday Tim Iowa State University Department of Agricultural and Biosystems Engineering 100 Davidson Hall Email:

More information

George Host and Tom Hollenhorst Natural Resources Research Institute University of Minnesota Duluth

George Host and Tom Hollenhorst Natural Resources Research Institute University of Minnesota Duluth George Host and Tom Hollenhorst Natural Resources Research Institute University of Minnesota Duluth Marc Hershfield Minnesota Pollution Control Agency Duluth, MN St. Louis River watershed Duluth-Superior

More information

Regional-scale understanding of the geologic character and sand resources of the Atlantic inner continental shelf, Maine to Virginia

Regional-scale understanding of the geologic character and sand resources of the Atlantic inner continental shelf, Maine to Virginia Regional-scale understanding of the geologic character and sand resources of the Atlantic inner continental shelf, Maine to Virginia Workshop on Dredging, Beach Nourishment and Bird Conservation Atlantic

More information

Lorna V Inniss, Ph.D SAGE Workshop, New York City

Lorna V Inniss, Ph.D SAGE Workshop, New York City Lorna V Inniss, Ph.D SAGE Workshop, New York City 2014-05-21 Why me? The globally recognized success of the Barbados ICZM programme has generated requests for technical assistance and CD from many Governments

More information

The Arctic Landscape Conservation Cooperative Conservation Goals

The Arctic Landscape Conservation Cooperative Conservation Goals The Arctic Landscape Conservation Cooperative Conservation Goals Adopted by the Arctic LCC Steering Committee, 24 August 2010 Background : Landscape Conservation Cooperatives and Climate Science Centers

More information

Regional Sediment Management

Regional Sediment Management Regional Sediment Management Linda S. Lillycrop Program Manager Coastal Engineer US Army Engineer Research and Development Center Coastal and Hydraulics Laboratory Q AVG Coastal Resilience: The Environmental,

More information

This table connects the content provided by Education Perfect to the NSW Syllabus.

This table connects the content provided by Education Perfect to the NSW Syllabus. Education Perfect Geography provides teachers with a wide range of quality, engaging and innovative content to drive positive student learning outcomes. Designed by teachers and written by our in-house

More information

OCEANOGRAPHY CURRICULUM. Unit 1: Introduction to Oceanography

OCEANOGRAPHY CURRICULUM. Unit 1: Introduction to Oceanography Chariho Regional School District - Science Curriculum September, 2016 OCEANOGRAPHY CURRICULUM Unit 1: Introduction to Oceanography OVERVIEW Summary In this unit students will be introduced to the field

More information

APPENDIX PHASE 1 GREEN INFRASTRUCTURE FRAMEWORK

APPENDIX PHASE 1 GREEN INFRASTRUCTURE FRAMEWORK APPENDIX PHASE 1 GREEN INFRASTRUCTURE FRAMEWORK KANSAS MISSOURI CONTENTS A DATA WISHLIST 4 B PRECEDENTS 7 C WORKSHOP MATERIALS 13 D ANALYSIS PROCESS 124 E ATLAS & PLAYBOOK DETAILS 156 F POLICY ANALYSIS

More information

Armoring on Puget Sound: Progress towards a better baseline

Armoring on Puget Sound: Progress towards a better baseline Western Washington University Western CEDAR Salish Sea Ecosystem Conference 2016 Salish Sea Ecosystem Conference (Vancouver, BC) Armoring on Puget Sound: Progress towards a better baseline Hugh Shipman

More information

Ocean facts continued

Ocean facts continued Ocean Facts A dynamic system in which many chemical and physical changes take place Formed over millions of years as precipitation filled low areas on Earth called basins and now covers 70% of the Earth

More information

Learning Objectives: I can identify and interpret river flows and directions.

Learning Objectives: I can identify and interpret river flows and directions. Learning Objectives: I can identify and interpret river flows and directions. Bellringer Review: Check for Understanding Questions: 1 2 What Are The Key Parts Of A River s Anatomy? In your data notebooks

More information

Australian Coastal Councils Conference

Australian Coastal Councils Conference Australian Coastal Councils Conference 11 March 2015 Estimating Future Coastal Inundation and Erosion Hazards Dr Andrew McCowan Dr Christine Lauchlan-Arrowsmith Warwick Bishop Background Victorian Future

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

Flood Hazard Zone Modeling for Regulation Development

Flood Hazard Zone Modeling for Regulation Development Flood Hazard Zone Modeling for Regulation Development By Greg Lang and Jared Erickson Pierce County GIS June 2003 Abstract The desire to blend current digital information with government permitting procedures,

More information

Liana Talaue McManus. Division of Marine Affairs and Policy Rosenstiel School of Marine & Atmospheric Science University of Miami

Liana Talaue McManus. Division of Marine Affairs and Policy Rosenstiel School of Marine & Atmospheric Science University of Miami Liana Talaue McManus Division of Marine Affairs and Policy Rosenstiel School of Marine & Atmospheric Science University of Miami Outline 1. Coasts as vulnerable & resilient social ecological systems 2.

More information

Coastal Environment. Introduction. 4.1 Coastal Environment. Extent of Coastal Environment

Coastal Environment. Introduction. 4.1 Coastal Environment. Extent of Coastal Environment 4 The primary objective (set out in Chapter 2) to be implemented by this Chapter is Objective 2.4 ; the following objectives are also relevant due to the objectives integrated nature: 2.1 Tāngata whenua

More information

Introducing the. a partnership of

Introducing the. a partnership of Introducing the a partnership of Background Need for online atlas identified by managers and researchers to make coastal data available Shoreline data Ocean and coastal resources Sea-level rise potential

More information

Setting Priorities for Eelgrass Conservation and Restoration. Robert Buchsbaum Massachusetts Audubon Society

Setting Priorities for Eelgrass Conservation and Restoration. Robert Buchsbaum Massachusetts Audubon Society Setting Priorities for Eelgrass Conservation and Restoration Robert Buchsbaum Massachusetts Audubon Society Eelgrass habitat values A rich, productive habitat for many marine organisms Nursery habitat

More information

Developing a nearshore geospatial framework for recovery assessment and planning

Developing a nearshore geospatial framework for recovery assessment and planning Western Washington University Western CEDAR Salish Sea Ecosystem Conference 2018 Salish Sea Ecosystem Conference (Seattle, Wash.) Apr 6th, 10:30 AM - 10:45 AM Developing a nearshore geospatial framework

More information

The Road to Data in Baltimore

The Road to Data in Baltimore Creating a parcel level database from high resolution imagery By Austin Troy and Weiqi Zhou University of Vermont, Rubenstein School of Natural Resources State and local planning agencies are increasingly

More information

Regional Plan 4: Integrating Ecosystem Services Mapping into Regional Land Use Planning

Regional Plan 4: Integrating Ecosystem Services Mapping into Regional Land Use Planning Rural-Urban Outlooks: Unlocking Synergies (ROBUST) ROBUST receives funding from the European Union s Horizon 2020 research and innovation programme under grant agreement No 727988.* October 2018 Natural

More information

How Do Human Impacts and Geomorphological Responses Vary with Spatial Scale in the Streams and Rivers of the Illinois Basin?

How Do Human Impacts and Geomorphological Responses Vary with Spatial Scale in the Streams and Rivers of the Illinois Basin? How Do Human Impacts and Geomorphological Responses Vary with Spatial Scale in the Streams and Rivers of the Illinois Basin? Bruce Rhoads Department of Geography University of Illinois at Urbana-Champaign

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

Use of Remote Sensing and GIS for Wetland, Riparian, and Watershed Assessment, Restoration, and Monitoring

Use of Remote Sensing and GIS for Wetland, Riparian, and Watershed Assessment, Restoration, and Monitoring Use of Remote Sensing and GIS for Wetland, Riparian, and Watershed Assessment, Restoration, and Monitoring Ralph Tiner Wetland Ecologist U.S. Fish & Wildlife Service National Wetlands Inventory Program

More information

Quantifying effects of oil on coastal dune vegetation. Thomas Miller and Elise Gornish Biological Science, Florida State University

Quantifying effects of oil on coastal dune vegetation. Thomas Miller and Elise Gornish Biological Science, Florida State University Quantifying effects of oil on coastal dune vegetation Thomas Miller and Elise Gornish Biological Science, Florida State University Natural History of Barrier Islands in the Northern Gulf Make up ~70% of

More information

Planning for the Future of Humboldt Bay: Sea Level Rise, Sediment Management, Sand Spits and Salt Marshes. Joel Gerwein

Planning for the Future of Humboldt Bay: Sea Level Rise, Sediment Management, Sand Spits and Salt Marshes. Joel Gerwein Planning for the Future of Humboldt Bay: Sea Level Rise, Sediment Management, Sand Spits and Salt Marshes Joel Gerwein Introduction to Humboldt Bay Setting Economy, community, and environment Sediment

More information

Moreton Bay and Key Geographic Concepts Worksheet

Moreton Bay and Key Geographic Concepts Worksheet Moreton Bay and Key Geographic Concepts Worksheet The Australian Curriculum: Geography draws on seven key geographic concepts: place scale space environment change interconnection sustainability They are

More information

Atlas of the Upper Gila River Watershed

Atlas of the Upper Gila River Watershed Atlas of the Upper Gila River Watershed Katie Banister, David Chan, Jessica M. Driscoll, Christopher Fullerton, Aaron Lien and Kelly Mott Lacroix January 2014 The University of Arizona Water Resources

More information

From Vulnerability to Resilience And the Tools to Get There. Out of Harm s Way Partnership for the Delaware Estuary August 1, 2012

From Vulnerability to Resilience And the Tools to Get There. Out of Harm s Way Partnership for the Delaware Estuary August 1, 2012 From Vulnerability to Resilience And the Tools to Get There Out of Harm s Way Partnership for the Delaware Estuary August 1, 2012 Today s Presentation Tour of New Jersey Challenges Definitions so we re

More information

Proposed Scope of Work Village of Farmingdale Downtown Farmingdale BOA Step 2 BOA Nomination Study / Draft Generic Environmental Impact Statement

Proposed Scope of Work Village of Farmingdale Downtown Farmingdale BOA Step 2 BOA Nomination Study / Draft Generic Environmental Impact Statement Proposed Scope of Work Village of Farmingdale Downtown Farmingdale BOA Step 2 BOA Nomination Study / Draft Generic Environmental Impact Statement The scope of work that follows incorporates and covers

More information

We are interconnected, we are resilient As air temperatures warm forests change, fires increase glaciers retreat, snowpack diminishes sediment

We are interconnected, we are resilient As air temperatures warm forests change, fires increase glaciers retreat, snowpack diminishes sediment We are interconnected, we are resilient As air temperatures warm forests change, fires increase glaciers retreat, snowpack diminishes sediment increases rivers change, salmon respond base sea level rises

More information

EUSAIR on sea topics from Slovenian perspective

EUSAIR on sea topics from Slovenian perspective MINISTRY OF FOREIGN AFFAIRS REPUBLIC OF SLOVENIA EUSAIR on sea topics from Slovenian perspective Mag. Andreja Jerina National Coordinator 4 EU MRS: 270 millions of population 19 MS 12 non MS Sea basin

More information

USGS Hydrography Overview. May 9, 2018

USGS Hydrography Overview. May 9, 2018 + 1 USGS Hydrography Overview May 9, 2018 + 2 The National Geospatial Program Provides the geospatial baseline of the Nation s topography, natural landscape and built environment through The National Map,

More information

Empowered lives. Resilient nations. Data for People and Planet. powered by

Empowered lives. Resilient nations. Data for People and Planet. powered by Empowered lives. Resilient nations. Data for People and Planet powered by Overview As we enter the fourth industrial revolution, technology is revolutionizing our ability to map nature. Satellite data

More information

Biodiversity Blueprint Overview

Biodiversity Blueprint Overview Biodiversity Blueprint Overview Climate Variability Climate projections for the Glenelg Hopkins Regions suggest that the weather will be hotter and drier in the coming years which will impact on land use,

More information

Factors that Shape Places Stage 3 Geography

Factors that Shape Places Stage 3 Geography Factors that Shape Places Stage 3 Geography Summary This unit is written for Stage 3 "Factors that shape places". It is a Geographical Inquiry, enabling students to work through the 3 stages of inquiry;

More information

ICAN Great Lakes 2010 Workshop

ICAN Great Lakes 2010 Workshop ICAN Great Lakes 2010 Workshop Chris Cortina Maryland s Chesapeake & Coastal Program MD Department of Natural Resources Maryland s Coastal Atlas: What is it? The Coastal Atlas is an online mapping and

More information

Chapter 32. Australia & New Zealand

Chapter 32. Australia & New Zealand Chapter 32 Australia & New Zealand Lesson 1: Physical Geography of Australia & New Zealand Landforms Australia lies between the Pacific and Indian Oceans in the Southern Hemisphere. Although an island,

More information

Sea-level Rise on Cape Cod: How Vulnerable Are We? Rob Thieler U.S. Geological Survey Woods Hole, MA

Sea-level Rise on Cape Cod: How Vulnerable Are We? Rob Thieler U.S. Geological Survey Woods Hole, MA Sea-level Rise on Cape Cod: How Vulnerable Are We? Rob Thieler U.S. Geological Survey Woods Hole, MA Outline Sea-level and coastal processes Past sea-level change Predictions for the future Coastal responses

More information

SEEA Experimental Ecosystem Accounting

SEEA Experimental Ecosystem Accounting SEEA Experimental Ecosystem Accounting Sokol Vako United Nations Statistics Division Training for the worldwide implementation of the System of Environmental Economic Accounting 2012 - Central Framework

More information

A Comprehensive Inventory of the Number of Modified Stream Channels in the State of Minnesota. Data, Information and Knowledge Management.

A Comprehensive Inventory of the Number of Modified Stream Channels in the State of Minnesota. Data, Information and Knowledge Management. A Comprehensive Inventory of the Number of Modified Stream Channels in the State of Minnesota Data, Information and Knowledge Management Glenn Skuta Environmental Analysis and Outcomes Division Minnesota

More information

December 23 rd, 2018 Sample Current Affairs

December 23 rd, 2018 Sample Current Affairs December 23 rd, 2018 Sample Current Affairs 1. The coral reef cover in Lakshadweep has shrunk by as much as 40% in just 18 years Why the coral reefs in Lakshadweep are being eroded so fast? How do climate

More information

HAB Forecaster. For info on HABs in the Pacific Northwest see:

HAB Forecaster. For info on HABs in the Pacific Northwest see: HAB Forecaster BACKGROUND In this activity, students can take on the role as a resource manager or scientist, tasked with deciding if razor clam harvesters should go out onto the beach to harvest razor

More information

5th Caribbean Environmental Forum and Exhibition (CEF 5) Montego Bay, Jamaica June 21-25, 2010

5th Caribbean Environmental Forum and Exhibition (CEF 5) Montego Bay, Jamaica June 21-25, 2010 5th Caribbean Environmental Forum and Exhibition (CEF 5) Montego Bay, Jamaica June 21-25, 2010 Watershed Modeling in the Caribbean: Application of Geographic Information Systems (GIS) in the Assessment

More information

Use of Geospatial data for disaster managements

Use of Geospatial data for disaster managements Use of Geospatial data for disaster managements Source: http://alertsystemsgroup.com Instructor : Professor Dr. Yuji Murayama Teaching Assistant : Manjula Ranagalage What is GIS? A powerful set of tools

More information

Modeling and Predicting of Future Urban Growth in the Charleston, South Carolina Area

Modeling and Predicting of Future Urban Growth in the Charleston, South Carolina Area Modeling and Predicting of Future Urban Growth in the Charleston, South Carolina Area Jeffery Allen Testimony presented to the U.S. Commission on Ocean Policy January 15, 2002 Charleston, South Carolina

More information

Coastal Processes 101. Greg Berman (Woods Hole Sea Grant & Cape Cod Cooperative Extension)

Coastal Processes 101. Greg Berman (Woods Hole Sea Grant & Cape Cod Cooperative Extension) Coastal Processes 101 Greg Berman (Woods Hole Sea Grant & Cape Cod Cooperative Extension) January 23, 2019 Coastal Processes 101 Outline: ~30 min talk Coastal Processes What is Erosion? Value of the Ecosystem

More information

Mobrand to Jones and Stokes. Sustainable Fisheries Management Use of EDT

Mobrand to Jones and Stokes. Sustainable Fisheries Management Use of EDT Sustainable Fisheries Management Use of EDT Ecosystem Diagnosis and Treatment EDT EDT designed to provide a practical, science-based approach for developing and implementing watershed plans. Provides decision

More information

M14/3/GEOGR/SP2/ENG/TZ0/XX/Q GEOGRAPHY STANDARD LEVEL PAPER 2. Monday 19 May 2014 (morning) 1 hour 20 minutes INSTRUCTIONS TO CANDIDATES

M14/3/GEOGR/SP2/ENG/TZ0/XX/Q GEOGRAPHY STANDARD LEVEL PAPER 2. Monday 19 May 2014 (morning) 1 hour 20 minutes INSTRUCTIONS TO CANDIDATES M14/3/GEOGR/SP2/ENG/TZ0/XX/Q 22145203 GEOGRAPHY STANDARD LEVEL PAPER 2 Monday 19 May 2014 (morning) 1 hour 20 minutes INSTRUCTIONS TO CANDIDATES Do not open this examination paper until instructed to do

More information

June 2018 Sediments and Dredging at GBR Ports

June 2018 Sediments and Dredging at GBR Ports June 2018 Sediments and Dredging at GBR Ports Reef 2050 Long Term Sustainability Plan The Great Barrier Reef is over 2000 km long and covers an area of approximately 350,000 square kilometres. It is a

More information

Chapter 3 - White Oak River Subbasin Includes Bogue Sound and the Newport River

Chapter 3 - White Oak River Subbasin Includes Bogue Sound and the Newport River Chapter 3 - White Oak River Subbasin 03-05-03 Includes Bogue Sound and the Newport River 3.1 Water Quality Overview Subbasin 03-05-03 at a Glance Land and Water Area (sq. mi.) Total area: 228 Land area:

More information

Land Use Methods & Metrics Development Outcome

Land Use Methods & Metrics Development Outcome Quarterly Progress Meeting November 15, 2018 Land Use Methods & Metrics Development Outcome Peter Claggett, USGS LUWG Coordinator Through the Chesapeake Bay Watershed Agreement, the Chesapeake Bay Program

More information

Chapter 32. Australia & New Zealand

Chapter 32. Australia & New Zealand Chapter 32 Australia & New Zealand Lesson 1: Physical Geography of Australia & New Zealand Landforms Australia lies between the Pacific and Indian Oceans in the Southern Hemisphere. Although an island,

More information

LA POLÍTICA MARÍTIMA INTEGRADA

LA POLÍTICA MARÍTIMA INTEGRADA LA POLÍTICA MARÍTIMA INTEGRADA Ministerio de Agricultura, Alimentación y Medio Ambiente Juan Luís Suárez de Vivero 2 4 de abril de 2014, Madrid INTEGRATED MARINE POLICY 1. PLANES, MARCO JURÍDICO-ADMINISTRATIVO,

More information

Marine Spatial Planning as an important tool for implementing the MSFD

Marine Spatial Planning as an important tool for implementing the MSFD Marine Spatial Planning as an important tool for implementing the MSFD Risto Kalliola Tallinn, Nov. 16 th 2012 DEPARTMENT OF GEOGRAPHY AND GEOLOGY University of Turku, Finland Ten principles to provide

More information

NOAA Nautical Charts and Coastal and Marine Spatial Planning. Meredith Westington Chief Geographer NOAA/NOS/Office of Coast Survey

NOAA Nautical Charts and Coastal and Marine Spatial Planning. Meredith Westington Chief Geographer NOAA/NOS/Office of Coast Survey NOAA Nautical Charts and Coastal and Marine Spatial Planning Meredith Westington Chief Geographer NOAA/NOS/Office of Coast Survey Ocean Policy Task Force What is CMSP? A comprehensive, adaptive, integrated,

More information

Storm Surge/Coastal Inundation State of the Union. Jamie Rhome Storm Surge Team Lead NOAA/National Hurricane Center

Storm Surge/Coastal Inundation State of the Union. Jamie Rhome Storm Surge Team Lead NOAA/National Hurricane Center Storm Surge/Coastal Inundation State of the Union Jamie Rhome Storm Surge Team Lead NOAA/National Hurricane Center 2 Tampa: Cat 5 Scenario 3 4 The Stakes are High Combination of SLR and increasing coastal

More information

Geographic Response Plan Mapping and Digital Area Contingency Plan

Geographic Response Plan Mapping and Digital Area Contingency Plan Geographic Response Plan Mapping and Digital Area Contingency Plan Ryan Druyor Digital ACP Coordinator Florida Fish and Wildlife Conservation Commission Fish and Wildlife Research Institute Background

More information

Long Island Breast Cancer Study and the GIS-H (Health)

Long Island Breast Cancer Study and the GIS-H (Health) Long Island Breast Cancer Study and the GIS-H (Health) Edward J. Trapido, Sc.D. Associate Director Epidemiology and Genetics Research Program, DCCPS/NCI COMPREHENSIVE APPROACHES TO CANCER CONTROL September,

More information

The CRP stresses a number of factors that point to both our changing demographics and our future opportunities with recommendations for:

The CRP stresses a number of factors that point to both our changing demographics and our future opportunities with recommendations for: Plan Overview The CRP represents the first broad planning initiative covering Lake, Porter and LaPorte counties. Unlike previous plans released by NIRPC, which focused primarily on transportation, the

More information

Vanishing Species 5.1. Before You Read. Read to Learn. Biological Diversity. Section. What do biodiversity studies tell us?

Vanishing Species 5.1. Before You Read. Read to Learn. Biological Diversity. Section. What do biodiversity studies tell us? Vanishing Species Before You Read Dinosaurs are probably the most familiar organisms that are extinct, or no longer exist. Many plants and animals that are alive today are in danger of dying out. Think

More information

Coastal Response Research Center. Nancy Kinner University of New Hampshire (UNH) Michele Jacobi NOAA ORR. September 27, 2007

Coastal Response Research Center. Nancy Kinner University of New Hampshire (UNH) Michele Jacobi NOAA ORR. September 27, 2007 Coastal Response Research Center Nancy Kinner University of New Hampshire (UNH) Michele Jacobi NOAA ORR September 27, 2007 1 Coastal Response Research Center (CRRC) CRRC is partnership between NOAA s Office

More information

Current and Future Technology Applications for Coastal Zone Management. Bruce K. Carlisle, Acting Director Office of Coastal Zone Management

Current and Future Technology Applications for Coastal Zone Management. Bruce K. Carlisle, Acting Director Office of Coastal Zone Management Current and Future Technology Applications for Coastal Zone Management Bruce K. Carlisle, Acting Director Office of Coastal Zone Management The Massachusetts Coastal Zone Management Program Approved in

More information

MISSOURI LiDAR Stakeholders Meeting

MISSOURI LiDAR Stakeholders Meeting MISSOURI LiDAR Stakeholders Meeting East-West Gateway June 18, 2010 Tim Haithcoat Missouri GIO Enhanced Elevation Data What s different about it? Business requirements are changing.fast New data collection

More information

Welcome to NetMap Portal Tutorial

Welcome to NetMap Portal Tutorial Welcome to NetMap Portal Tutorial Potential Applications What Can you do with the Portal? At least 25 things! 1) Locate the best potential fish habitats. 2) Identify biological hotspots. 3) Map floodplain

More information

Bob Van Dolah. Marine Resources Research Institute South Carolina Department of Natural Resources

Bob Van Dolah. Marine Resources Research Institute South Carolina Department of Natural Resources Bob Van Dolah Marine Resources Research Institute South Carolina Department of Natural Resources Shoreline Change Will Occur! On our front beaches where it is not easy to retreat Shoreline Change Will

More information

Coastal Impacts of Climate Change in the Northwest: A Summary of the Findings of the upcoming National Climate Assessment

Coastal Impacts of Climate Change in the Northwest: A Summary of the Findings of the upcoming National Climate Assessment Western Washington University Western CEDAR Salish Sea Ecosystem Conference 2014 Salish Sea Ecosystem Conference (Seattle, Wash.) May 1st, 3:30 PM - 5:00 PM Coastal Impacts of Climate Change in the Northwest:

More information

Graduate Courses Meteorology / Atmospheric Science UNC Charlotte

Graduate Courses Meteorology / Atmospheric Science UNC Charlotte Graduate Courses Meteorology / Atmospheric Science UNC Charlotte In order to inform prospective M.S. Earth Science students as to what graduate-level courses are offered across the broad disciplines of

More information

Sediment Management in the Coastal Bays

Sediment Management in the Coastal Bays Sediment Management in the Coastal Bays Introduction Need for ecosystem view of sediment management in Coastal Bays Island loss and restoration Navigation needs Habitat Trade offs Living Shoreline Requirements

More information

5. MANY COASTAL COMMUNITIES AND FACILITIES WILL FACE INCREASING EXPOSURE TO STORMS.

5. MANY COASTAL COMMUNITIES AND FACILITIES WILL FACE INCREASING EXPOSURE TO STORMS. 5. MANY COASTAL COMMUNITIES AND FACILITIES WILL FACE INCREASING EXPOSURE TO STORMS. Climate change is altering the Arctic coastline and much greater changes are projected for the future as a result of

More information

Natural Resource Management Strategy. Southern Tasmania. Summary. Natural Resource Management Strategy for Southern Tasmania Summary

Natural Resource Management Strategy. Southern Tasmania. Summary. Natural Resource Management Strategy for Southern Tasmania Summary Natural Resource Management Strategy Summary Southern Tasmania 2015 2020 Natural Resource Management Strategy for Southern Tasmania 2015 2020 - Summary i Disclaimer In developing this Strategy, every effort

More information

Resolution XIII.23. Wetlands in the Arctic and sub-arctic

Resolution XIII.23. Wetlands in the Arctic and sub-arctic 13th Meeting of the Conference of the Contracting Parties to the Ramsar Convention on Wetlands Wetlands for a Sustainable Urban Future Dubai, United Arab Emirates, 21-29 October 2018 Resolution XIII.23

More information

A NEW GIS-BASED RIVER BASIN FRAMEWORK

A NEW GIS-BASED RIVER BASIN FRAMEWORK A NEW GIS-BASED RIVER BASIN FRAMEWORK FOR AQUATIC ECOSYSTEM CONSERVATION IN THE AMAZON www.amazonwaters.org info@amazonwaters.org 2 3 Introduction The Amazon Waters Initiative is a call to action to conceptualize

More information

Introduction to Geographic Information Systems

Introduction to Geographic Information Systems Introduction to Geographic Information Systems What is GIS? GIScience, Geography and Cartography GIS Maps Why is it important? What is Driving GIS? Applications of GIS Case Studies Components of a GIS

More information

Changes in Ecosystems - Natural Events

Changes in Ecosystems - Natural Events Changes in Ecosystems - Natural Events 8A predict and describe how different types of catastrophic events impact ecosystems such as floods, hurricanes, or tornadoes Textbook pages: 396-406 How can ecosystems

More information

1/29/2018 OPENING FOR SPRING 2018 HISTORICAL GEOLOGY 20 LEC M/W 8:00AM 9:0AM, RM 705. Camp in Yosemite National Park May 18, 19 and 20

1/29/2018 OPENING FOR SPRING 2018 HISTORICAL GEOLOGY 20 LEC M/W 8:00AM 9:0AM, RM 705. Camp in Yosemite National Park May 18, 19 and 20 ENVIRONMENTAL SCIENCE: The scientific study of our environment as well as our role in it. An interdisciplinary study that examines the role of humans on the earth. It is a physical, biological and social

More information

TOWARDS CLIMATE-RESILIENT COASTAL MANAGEMENT: OPPORTUNITIES FOR IMPROVED ICZM IN BELIZE

TOWARDS CLIMATE-RESILIENT COASTAL MANAGEMENT: OPPORTUNITIES FOR IMPROVED ICZM IN BELIZE TOWARDS CLIMATE-RESILIENT COASTAL MANAGEMENT: OPPORTUNITIES FOR IMPROVED ICZM IN BELIZE CHANTALLE SAMUELS Coastal Zone Management Authority and Institute The Caribbean Community Climate Change Centre VULNERABILITY

More information

Connecticut Coastal Management Program

Connecticut Coastal Management Program Connecticut Coastal Management Program Fact Sheet for SHORELINE FLOOD AND EROSION CONTROL STRUCTURES What are Shoreline Flood and Erosion Control Structures? The Connecticut General Statutes (CGS) define

More information

4. In areas where tectonic plates collide, the seafloor has deep. 5. In areas where tectonic plates separate, the seafloor has mid- ocean

4. In areas where tectonic plates collide, the seafloor has deep. 5. In areas where tectonic plates separate, the seafloor has mid- ocean Name Date Hour Table Chapter 14 Lesson One- General Directions: Use the word bank below to complete each statement. NOT all terms are used. abyssal plains brackish water condensation energy freshwater

More information

Coastal/Marine Thematic SDIs

Coastal/Marine Thematic SDIs Coastal/Marine Thematic SDIs Roger Longhorn Principal Consultant (SDI), Compass Informatics Ltd Information Policy Advisor, Coastal & Marine Union (EUCC) Information Expert, Intergovernmental Oceanographic

More information

Most people used to live like this

Most people used to live like this Urbanization Most people used to live like this Increasingly people live like this. For the first time in history, there are now more urban residents than rural residents. Land Cover & Land Use Land cover

More information