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1. Course introduction, History of GIS, GIS applications Reading: Longley: Chpts 1, 2 Demers: Ch 1 Ormsby: Ch 1, 2 Aug 25 Monday Course introduction, history of GIS, GIS applicationsReading: Longley: Chpts 1, 2 Demers: Ch 1Ormsby: Ch 1, 2Aug 25 Monday Course introduction, history of GIS, GIS applicationsReading: Longley: Chpts 1, 2 Demers: Ch 1Ormsby: Ch 1, 2
2. Almost everything that happens, happens somewhere!
*We are confined in our activities to the surface
and near surface of the Earth.
*We travel over it and in the lower levels of the atmosphere.
*Through tunnels dug just below the surface.
*We dig ditches and burry pipelines and cables
*Construct mines to extract mineral deposits
*Drill wells to access oil and gas.
*Keeping track of all this activity is important, and knowing
where it occurs can be the most convenient basis for tracking.
Knowing where something happens is critically important!
If we want go there ourselves or send someone there, to find
other information about the same place, or to inform people nearbyAlmost everything that happens, happens somewhere!
*We are confined in our activities to the surface
and near surface of the Earth.
*We travel over it and in the lower levels of the atmosphere.
*Through tunnels dug just below the surface.
*We dig ditches and burry pipelines and cables
*Construct mines to extract mineral deposits
*Drill wells to access oil and gas.
*Keeping track of all this activity is important, and knowing
where it occurs can be the most convenient basis for tracking.
Knowing where something happens is critically important!
If we want go there ourselves or send someone there, to find
other information about the same place, or to inform people nearby
3. Almost everything that happens, happens somewhere!
*We are confined in our activities to the surface
and near surface of the Earth.
*We travel over it and in the lower levels of the atmosphere.
*Through tunnels dug just below the surface.
*We dig ditches and burry pipelines and cables
*Construct mines to extract mineral deposits
*Drill wells to access oil and gas.
*Keeping track of all this activity is important, and knowing
where it occurs can be the most convenient basis for tracking.
Knowing where something happens is critically important!
If we want go there ourselves or send someone there, to find
other information about the same place, or to inform people nearbyAlmost everything that happens, happens somewhere!
*We are confined in our activities to the surface
and near surface of the Earth.
*We travel over it and in the lower levels of the atmosphere.
*Through tunnels dug just below the surface.
*We dig ditches and burry pipelines and cables
*Construct mines to extract mineral deposits
*Drill wells to access oil and gas.
*Keeping track of all this activity is important, and knowing
where it occurs can be the most convenient basis for tracking.
Knowing where something happens is critically important!
If we want go there ourselves or send someone there, to find
other information about the same place, or to inform people nearby
4. Geographic information systems are a special class of information systems that keep track not only of events, activities, and things happen or exist, but also of where these events, activities, and things happen or exist.
Definitions of GIS can vary considerably!
Why do we need GIS?
Because location is important, It is an issue in many
of the problems society must solve. Problems that involve an aspect of location,
either in the information used to solve them, or in the solutions themselves, are
termed geographic problems.Geographic information systems are a special class of information systems that keep track not only of events, activities, and things happen or exist, but also of where these events, activities, and things happen or exist.
Definitions of GIS can vary considerably!
Why do we need GIS?
Because location is important, It is an issue in many
of the problems society must solve. Problems that involve an aspect of location,
either in the information used to solve them, or in the solutions themselves, are
termed geographic problems.
5. Examples of geographic problems:
*Health care managers solve geographic problems
Where to locate new clinics and hospitals
*Delivery companies solve geographic problems when they decide the routes, and schedules of their vehicles, often on a daily basis.
*Transportation authorities solve geographic problems
When they select routes for new highways
*Forestry companies: They determine how best to manage forests, etc.
Governments solve geographic problems when they decide how to allocate funds
for building sea defenses
Examples of geographic problems:
*Health care managers solve geographic problems
Where to locate new clinics and hospitals
*Delivery companies solve geographic problems when they decide the routes, and schedules of their vehicles, often on a daily basis.
*Transportation authorities solve geographic problems
When they select routes for new highways
*Forestry companies: They determine how best to manage forests, etc.
Governments solve geographic problems when they decide how to allocate funds
for building sea defenses
6. If so many problems are geographic, what distinguishes them from each other?
First: Scale or level of geographic detailIf so many problems are geographic, what distinguishes them from each other?
First: Scale or level of geographic detail
7. If so many problems are geographic, what distinguishes them
from each other?
*First, Scale or level of geographic detail is an essential property of
any GIS project.
*Second, geographic problems can be distinguished on the basis
of intent. Some problems are strictly practical in nature- they must
be solved as quickly as possible,
At a minimum cost. Normative Uses of GIS, for example finding new
locations of retailers. Others are better characterized as driven by
human curiosity. Positive uses that advance science, for example
social scientist studies how people make choices between alternative retail outlets,
or to analyze the patterns of early agriculture evident in
archeological discoveries.
*Third, geographic problems can be distinguished on the basis of
their time scale. Some decisions are operational, are required for
the smooth functioning of an organization. Other are tactical, and concerned with medium term decisions, such as where to cut trees
In next years forest harvesting plan. Others are strategic, and are
required to give an organization long-term direction.
If so many problems are geographic, what distinguishes them
from each other?
*First, Scale or level of geographic detail is an essential property of
any GIS project.
*Second, geographic problems can be distinguished on the basis
of intent. Some problems are strictly practical in nature- they must
be solved as quickly as possible,
At a minimum cost. Normative Uses of GIS, for example finding new
locations of retailers. Others are better characterized as driven by
human curiosity. Positive uses that advance science, for example
social scientist studies how people make choices between alternative retail outlets,
or to analyze the patterns of early agriculture evident in
archeological discoveries.
*Third, geographic problems can be distinguished on the basis of
their time scale. Some decisions are operational, are required for
the smooth functioning of an organization. Other are tactical, and concerned with medium term decisions, such as where to cut trees
In next years forest harvesting plan. Others are strategic, and are
required to give an organization long-term direction.
8. Third, geographic problems can be distinguished on the basis of
their time scale. Some decisions are operational, are required for
the smooth functioning of an organization. Other are tactical, and concerned with medium term decisions, such as where to cut trees
In next years forest harvesting plan. Others are strategic, and are
required to give an organization long-term direction.
Third, geographic problems can be distinguished on the basis of
their time scale. Some decisions are operational, are required for
the smooth functioning of an organization. Other are tactical, and concerned with medium term decisions, such as where to cut trees
In next years forest harvesting plan. Others are strategic, and are
required to give an organization long-term direction.
9. Geographic refers to the Earths surface and near surface.
Spatial refers to any space.
Many of the methods used in GIS are also applicable to other
non-geographic spaces, such as the space of human body that
is captured by medical images.
GIS techniques have been applied to genome sequences on DNAGeographic refers to the Earths surface and near surface.
Spatial refers to any space.
Many of the methods used in GIS are also applicable to other
non-geographic spaces, such as the space of human body that
is captured by medical images.
GIS techniques have been applied to genome sequences on DNA
10. Reasons why geographic information is special
*it is multidimensional, at least two coordinates must be specified to define a location
*it is voluminous, can easily reach a terabyte in size
*It must be projected onto a flat surface
*it requires many spatial methods for its analysis
*it can be time-consuming to integrate and analyze the many varied types of geographic information
*Although much geographic information is static, the process of updating is complex, and expensive
*Display of geographic information in the form of a map requires the retrieval of large amounts of data
Reasons why geographic information is special
*it is multidimensional, at least two coordinates must be specified to define a location
*it is voluminous, can easily reach a terabyte in size
*It must be projected onto a flat surface
*it requires many spatial methods for its analysis
*it can be time-consuming to integrate and analyze the many varied types of geographic information
*Although much geographic information is static, the process of updating is complex, and expensive
*Display of geographic information in the form of a map requires the retrieval of large amounts of data
12. GIS Is a Visual Language
GIS Is a Visual Language
13. GIS Provides the Framework for Studying Complex Systems
GIS Provides the Framework for Studying Complex Systems
14. Visualizing
Connecting
Relating GIS can integrate data
Visualizing
Connecting
Relating
GIS can integrate data
Visualizing
Connecting
Relating
15. GIS Facilitates Learning About Earth and Its Life
GIS Facilitates Learning About Earth and Its Life
16. People: This is the most important component in a GIS. People must develop the procedures and define the tasks of the GIS. People can often overcome shortcomings in other components of the GIS, but the best software and computers in the world cannot compensate for the incompetence of people.
Data: The availability and accuracy of data can affect the results of any query or analysis.
Hardware: hardware capabilities affect processing speed, ease of use, and the type of output
Software; This includes not only actual GIS software, but also various database, drawing, statistical, imaging, or other software.
Procedures or Methods: Analysis requires well-defined, consistent methods to produce accurate, reproducible results.People: This is the most important component in a GIS. People must develop the procedures and define the tasks of the GIS. People can often overcome shortcomings in other components of the GIS, but the best software and computers in the world cannot compensate for the incompetence of people.
Data: The availability and accuracy of data can affect the results of any query or analysis.
Hardware: hardware capabilities affect processing speed, ease of use, and the type of output
Software; This includes not only actual GIS software, but also various database, drawing, statistical, imaging, or other software.
Procedures or Methods: Analysis requires well-defined, consistent methods to produce accurate, reproducible results.
17. People: This is the most important component in a GIS. People must develop the procedures and define the tasks of the GIS. People can often overcome shortcomings in other components of the GIS, but the best software and computers in the world cannot compensate for the incompetence of people.
Data: The availability and accuracy of data can affect the results of any query or analysis.
Hardware: hardware capabilities affect processing speed, ease of use, and the type of output
Software; This includes not only actual GIS software, but also various database, drawing, statistical, imaging, or other software.
Procedures or Methods: Analysis requires well-defined, consistent methods to produce accurate, reproducible results.
People: This is the most important component in a GIS. People must develop the procedures and define the tasks of the GIS. People can often overcome shortcomings in other components of the GIS, but the best software and computers in the world cannot compensate for the incompetence of people.
Data: The availability and accuracy of data can affect the results of any query or analysis.
Hardware: hardware capabilities affect processing speed, ease of use, and the type of output
Software; This includes not only actual GIS software, but also various database, drawing, statistical, imaging, or other software.
Procedures or Methods: Analysis requires well-defined, consistent methods to produce accurate, reproducible results.
People: This is the most important component in a GIS. People must develop the procedures and define the tasks of the GIS. People can often overcome shortcomings in other components of the GIS, but the best software and computers in the world cannot compensate for the incompetence of people.
Data: The availability and accuracy of data can affect the results of any query or analysis.
Hardware: hardware capabilities affect processing speed, ease of use, and the type of output
Software; This includes not only actual GIS software, but also various database, drawing, statistical, imaging, or other software.
Procedures or Methods: Analysis requires well-defined, consistent methods to produce accurate, reproducible results.
18. Homes
School Districts
Streets
Zip Codes
Cities
Counties Any GIS should be capable of the following fundamental operations in order to be useful for finding solutions to real world problems:
Capturing Data: A GIS must provide methods for inputting geographic (coordinate) or tabular (attribute) data. The more input methods available, the more versatile the GIS.
Storing Data: There are two basic data models for geographic data storage: vector and raster. A GIS should be able to store geographic data in both models.
Querying data: A GIS must provide utilities for finding specific features based on location or attribute value.
Analyzing data: A GIS must be able to answer questions regarding the interaction of spatial relationships between multiple data sets.
Displaying Data: A GIS must have tools for visualizing geographic features using a variety of symbology.
Output: A GIS must be able to display results in a variety of formats, such as maps, reports, and graphs.
Any GIS should be capable of the following fundamental operations in order to be useful for finding solutions to real world problems:
Capturing Data: A GIS must provide methods for inputting geographic (coordinate) or tabular (attribute) data. The more input methods available, the more versatile the GIS.
Storing Data: There are two basic data models for geographic data storage: vector and raster. A GIS should be able to store geographic data in both models.
Querying data: A GIS must provide utilities for finding specific features based on location or attribute value.
Analyzing data: A GIS must be able to answer questions regarding the interaction of spatial relationships between multiple data sets.
Displaying Data: A GIS must have tools for visualizing geographic features using a variety of symbology.
Output: A GIS must be able to display results in a variety of formats, such as maps, reports, and graphs.
19.
Capturing Data: A GIS must provide methods for inputting geographic (coordinate) or tabular (attribute) data. The more input methods available, the more versatile the GIS.
Storing Data: There are two basic data models for geographic data storage: vector and raster. A GIS should be able to store geographic data in both models.
Querying data: A GIS must provide utilities for finding specific features based on location or attribute value.
Analyzing data: A GIS must be able to answer questions regarding the interaction of spatial relationships between multiple data sets.
Displaying Data: A GIS must have tools for visualizing geographic features using a variety of symbology.
Output: A GIS must be able to display results in a variety of formats, such as maps, reports, and graphs.
Capturing Data: A GIS must provide methods for inputting geographic (coordinate) or tabular (attribute) data. The more input methods available, the more versatile the GIS.
Storing Data: There are two basic data models for geographic data storage: vector and raster. A GIS should be able to store geographic data in both models.
Querying data: A GIS must provide utilities for finding specific features based on location or attribute value.
Analyzing data: A GIS must be able to answer questions regarding the interaction of spatial relationships between multiple data sets.
Displaying Data: A GIS must have tools for visualizing geographic features using a variety of symbology.
Output: A GIS must be able to display results in a variety of formats, such as maps, reports, and graphs.
Capturing Data: A GIS must provide methods for inputting geographic (coordinate) or tabular (attribute) data. The more input methods available, the more versatile the GIS.
Storing Data: There are two basic data models for geographic data storage: vector and raster. A GIS should be able to store geographic data in both models.
Querying data: A GIS must provide utilities for finding specific features based on location or attribute value.
Analyzing data: A GIS must be able to answer questions regarding the interaction of spatial relationships between multiple data sets.
Displaying Data: A GIS must have tools for visualizing geographic features using a variety of symbology.
Output: A GIS must be able to display results in a variety of formats, such as maps, reports, and graphs.
20. Major events that shaped GIS
Date Type Event
The Era of Innovation
1963 Tehnology CGIS development initiated
1963 general URISA established
1964 Academic Harvard lab established
1966 Acdemic SYMAP first raster gis is created by harvard researchers
1967 Technology DIME developed, for 1970 census
1969 Commercial ESRI Inc. formed
1969 Commercial Intergraph Inc. formed
1969 Academic Design with nature published
1972 Technology landsat 1 launched
1974 Academic Autocarto 1 Conference
1977 Academic Topological Data Structures Conference
The Era of Commercialization
1981 Commercial ArcInfo launched
1984 Academic Basic readings in GIS published
1985 Technology GPS operational
1986 Acdemic Principles of GIS for Land Resources Assessment published
1986 Commercial MapInfo. Corp. formed
1987 Academic International journal of GIScience introduced
1987 general Chorley Report
1988 general GISWOrld begins
1988 Technology TIGER announced
1988 Academic US and UK research centers announced
1991 Academic Big Book 1 published
1992 Technical DCW released
1994 general executive ordered by president Clinton
1994 general OpenGIS Consortium born
1996 Technology Internet GIS products introduced
1996 Commercial MapQuest
1999 general GIS Day
The Era of Exploitation
2000 Commercial GIS passes $7 bn
2000 general GIS has 1 million users
Major events that shaped GIS
Date Type Event
The Era of Innovation
1963 Tehnology CGIS development initiated
1963 general URISA established
1964 Academic Harvard lab established
1966 Acdemic SYMAP first raster gis is created by harvard researchers
1967 Technology DIME developed, for 1970 census
1969 Commercial ESRI Inc. formed
1969 Commercial Intergraph Inc. formed
1969 Academic Design with nature published
1972 Technology landsat 1 launched
1974 Academic Autocarto 1 Conference
1977 Academic Topological Data Structures Conference
The Era of Commercialization
1981 Commercial ArcInfo launched
1984 Academic Basic readings in GIS published
1985 Technology GPS operational
1986 Acdemic Principles of GIS for Land Resources Assessment published
1986 Commercial MapInfo. Corp. formed
1987 Academic International journal of GIScience introduced
1987 general Chorley Report
1988 general GISWOrld begins
1988 Technology TIGER announced
1988 Academic US and UK research centers announced
1991 Academic Big Book 1 published
1992 Technical DCW released
1994 general executive ordered by president Clinton
1994 general OpenGIS Consortium born
1996 Technology Internet GIS products introduced
1996 Commercial MapQuest
1999 general GIS Day
The Era of Exploitation
2000 Commercial GIS passes $7 bn
2000 general GIS has 1 million users
23. GIS is used to improve many of our day-to-day working and
living arrangements.
-Can be used to foster effective short and long term decision-making
-Has great practical importance
-Can be applied to many socio-economic and environmental problems
-Supports measurement, management, monitoring, and modeling operations
-Generates measurable economic benefits
-Requires key management skills for effective implementation
-Provides a challenging and stimulating educational experience for students
-Can be used to generate direct income
-Can be combined with other technologies
-Dynamic, stimulating area in which to work
GIS is used to improve many of our day-to-day working and
living arrangements.
-Can be used to foster effective short and long term decision-making
-Has great practical importance
-Can be applied to many socio-economic and environmental problems
-Supports measurement, management, monitoring, and modeling operations
-Generates measurable economic benefits
-Requires key management skills for effective implementation
-Provides a challenging and stimulating educational experience for students
-Can be used to generate direct income
-Can be combined with other technologies
-Dynamic, stimulating area in which to work
24. Why GIS?
-Wider availability of GIS through the internet, as well as organization-wide
local area networks
-Reductions in the price of GIS hardware and software
-Greater awareness of why decision-making has a geographic dimension
-Greater ease of user interaction, using standard windowing environments
-Better technology to support applications, specifically in terms of
visualization, Data management and analysis, and linkage to other software
-The proliferation of geographically referenced digital data, such as GPS
-Availability of packaged applications
-The accumulated experience of applications that work
Why GIS?
-Wider availability of GIS through the internet, as well as organization-wide
local area networks
-Reductions in the price of GIS hardware and software
-Greater awareness of why decision-making has a geographic dimension
-Greater ease of user interaction, using standard windowing environments
-Better technology to support applications, specifically in terms of
visualization, Data management and analysis, and linkage to other software
-The proliferation of geographically referenced digital data, such as GPS
-Availability of packaged applications
-The accumulated experience of applications that work
25. GIS is fundamentally about solving real-world problems.
What are the goals of applied problem solving?
-Rational, effective, and efficient allocation of resources, for example
physical construction of infrastructure
-Monitoring and understanding observed spatial distributions of
attributes, such as the geography of environmental health
-Understanding the difference that place makes, identifying which
characteristics are inherently similar between places, and what is
distinctive and possibly unique about them
For example, regional and local differences in alcohol consumption
-Understanding of processes in the natural and human environments,
such as processes of coastal erosion or river delta deposition in the
natural environment
-Prescription of strategies for environmental maintenance and
conservation, as in national park management
GIS is fundamentally about solving real-world problems.
What are the goals of applied problem solving?
-Rational, effective, and efficient allocation of resources, for example
physical construction of infrastructure
-Monitoring and understanding observed spatial distributions of
attributes, such as the geography of environmental health
-Understanding the difference that place makes, identifying which
characteristics are inherently similar between places, and what is
distinctive and possibly unique about them
For example, regional and local differences in alcohol consumption
-Understanding of processes in the natural and human environments,
such as processes of coastal erosion or river delta deposition in the
natural environment
-Prescription of strategies for environmental maintenance and
conservation, as in national park management
26. GIS Applications
Traditional: Military, government, education, utilities
Developing: Mid 1990s, Business uses, such as banking,
financial services, transportation logistics, real estate, market analysis
New forward-looking applications: Small office/home office and personal
or consumer applications
GIS USe
Innovators: Risk takers, 1970s researchers, universities
Early adapters: Opinion formers or role models, military and Gov. 1980s
Early majority: Willing to consider adoption only after peers have
Adapted. Mid 1990s business people
Late majority: overwhelming pressure from peers is needed before
adoption occurs
Traditional laggards: People oriented to the past
GIS Applications
Traditional: Military, government, education, utilities
Developing: Mid 1990s, Business uses, such as banking,
financial services, transportation logistics, real estate, market analysis
New forward-looking applications: Small office/home office and personal
or consumer applications
GIS USe
Innovators: Risk takers, 1970s researchers, universities
Early adapters: Opinion formers or role models, military and Gov. 1980s
Early majority: Willing to consider adoption only after peers have
Adapted. Mid 1990s business people
Late majority: overwhelming pressure from peers is needed before
adoption occurs
Traditional laggards: People oriented to the past
27. Representative application areas Local Government
Business, and service planning
Logistics (transportation, etc)
Environment Representative Application Areas
Local Government
Business, and service planning
Logistics (transportation, etc)
EnvironmentRepresentative Application Areas
Local Government
Business, and service planning
Logistics (transportation, etc)
Environment
28. GIS applications in Local government Economic development
Transportation and Service Routing
Housing
Infrastructure
Health
Tax Maps
Human Services
Law Enforcement
Land use planning
Parks and Recreation
Environmental Monitoring
Emergency Management
Geodemographics
GIS applications in Local government
Economic development
Transportation and Service Routing
Housing
Infrastructure
Health
Tax Maps
Human Services
Law Enforcement
Land use planning
Parks and Recreation
Environmental Monitoring
Emergency Management
Geodemographics
GIS applications in Local government
Economic development
Transportation and Service Routing
Housing
Infrastructure
Health
Tax Maps
Human Services
Law Enforcement
Land use planning
Parks and Recreation
Environmental Monitoring
Emergency Management
Geodemographics
29. Business and Service planning(Retailing) Focus on the use of geographic data to provide operational, tactical, and strategic context to decisions that involve the fundamental questions, where?
Geodemographics, composite indicators of Consumer behavior
For example, distribution of retail outlets Business and Service planning(Retailing)
Focus on the use of geographic data to provide operational, tactical, and strategic context to decisions that involve the fundamental questions, where?
Geodemographics, composite indicators of Consumer behavior
For example, distribution of retail outletsBusiness and Service planning(Retailing)
Focus on the use of geographic data to provide operational, tactical, and strategic context to decisions that involve the fundamental questions, where?
Geodemographics, composite indicators of Consumer behavior
For example, distribution of retail outlets
30. Logistics Fields of logistics that deal with the movement of goods and people from one place to another, and the infrastructure (highways, canals, railroads)
Parcel delivery companies, shipping companies
Where to place their sorting warehouses, facilities that transfer goods from one mode to another (from truck to ship) Logistics
Fields of logistics that deal with the movement of goods and people from one place to another, and the infrastructure (highways, canals, railroads)
Parcel delivery companies, shipping companies
Where to place their sorting warehouses, facilities that transfer goods from one mode to another (from truck to ship)
Logistics
Fields of logistics that deal with the movement of goods and people from one place to another, and the infrastructure (highways, canals, railroads)
Parcel delivery companies, shipping companies
Where to place their sorting warehouses, facilities that transfer goods from one mode to another (from truck to ship)
31. Environmental Applications Strong motivating force in the development of the very first GIS
CGIS was driven by the need for policies over the use of land
-GAP analysis, protection of endangered species
-Modeling nitrogen runoff in the Rhine basin
-Land cover and land use analysis
-Deforestation Environmental Applications
Strong motivating force in the development of the very first GIS
CGIS was driven by the need for policies over the use of land
-GAP analysis, protection of endangered species
-Modeling nitrogen runoff in the Rhine basin
-Land cover and land use analysis
-Deforestation
Environmental Applications
Strong motivating force in the development of the very first GIS
CGIS was driven by the need for policies over the use of land
-GAP analysis, protection of endangered species
-Modeling nitrogen runoff in the Rhine basin
-Land cover and land use analysis
-Deforestation
32. What Are Some Industries Using GIS Solutions Electric/Gas Utilities
Business/Marketing
Telecommunications
Transportation Logistics
Petroleum & Mining
Pipeline
Water & Wastewater
Health Care
Federal Government
National Agencies
Environmental Mgmt.
Local Government
What Are Some Industries Using GIS Solutions
Electric/Gas Utilities
Business/Marketing
Telecommunications
Transportation Logistics
Petroleum & Mining
Pipeline
Water & Wastewater
Health Care
Federal Government
National Agencies
Environmental Mgmt.
Local Government
Public Sector
Retail
Military/Intelligence
CAD
Mapping
Land Use Planning
Real Estate & Cadastral
Site Location
Agriculture
Forestry
Land Use Planning
Risk Management
What Are Some Industries Using GIS Solutions
Electric/Gas Utilities
Business/Marketing
Telecommunications
Transportation Logistics
Petroleum & Mining
Pipeline
Water & Wastewater
Health Care
Federal Government
National Agencies
Environmental Mgmt.
Local Government
Public Sector
Retail
Military/Intelligence
CAD
Mapping
Land Use Planning
Real Estate & Cadastral
Site Location
Agriculture
Forestry
Land Use Planning
Risk Management
33. Social Factors
Biodiversity
Engineering
Land Use
Environmental
ConsiderationsSocial Factors
Biodiversity
Engineering
Land Use
Environmental
Considerations