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The course is designed for explore and download of VIIRS-375m Active Fire Data of specific study area. The Visible Infrared Imaging Radiometer Suite (VIIRS), which was produced by NASA's Fire Information for Resource Management System (FIRMS), is a recent developed moderate resolution sensor provides daily global active fire products at finer spatial resolution of 375m with strong fire sensitivity since 2012. So, the VIIRS-375m fire product have high capability to detect cooler and smaller fires. Further, using of Spatial Statistics Tools of ArcGIS, fire hotspots area were identified for the acquired active fire dataset. Hot spot analysis that performs to show where you have clusters and where you don’t have clusters in any data that you are working with. In other words, it finds places where values that are very different from the average, either really high or really low, cluster together spatially in a nonrandom way. The Hotspot analysis tool returns three levels of confidence ie 90%, 95% and 99% confident. A feature belongs to a nonrandom cluster of high values ie a hot spot or to a nonrandom cluster of low values ie a cold spot. In addition, Spatial autocorrelation helps to understand the degree to which one object is similar to other nearby objects. Moran’s I (Index) measures spatial autocorrelation. Positive spatial autocorrelation is when similar values cluster together in a map. Negative spatial autocorrelation is when dissimilar values cluster together in a map. Moran’s I can be classified as positive, negative, and no spatial auto-correlation. Positive spatial autocorrelation occurs when Moran’s I is close to +1. A value of 0 for Moran’s I typically indicates no autocorrelation. The statistical analysis such as preparation of chart, graph and pattern provides an addition information about the fire data distribution in space and time. The course is ended with the preparation of an informative and comprehensive fire hotspots map layout design. The proper compilation of each analyzed data into ArcGIS platform finally concluded into a better and informative map design and presentation. The process of map composition starts with preparation of appropriate layout for the map. Apart from the data, a map has certain other essential components that make map, a package of effective and clear communication.
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Explores active fire analysis using VIIRS-375m data, which is highly relevant to environmental sciences and disaster management
Addresses spatial analysis concepts and techniques, providing a strong foundation for understanding spatial patterns
Develops skills in using ArcGIS tools for spatial analysis, which is widely used in the field of GIS
Provides practical guidance on map composition and design, enhancing the presentation of spatial data
Requires prior knowledge of GIS and spatial analysis concepts, which may be a prerequisite for some learners
Assumes access to ArcGIS software, which may present a barrier for learners without access to the software
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Fire Hotspots Analysis using GIS with these
activities:
Review basics of satellite remote sensing data
Show steps
Review key concepts and principles of satellite remote sensing to strengthen the foundation for course content.
Browse courses on
Earth Observation
Show steps
-
Read introductory articles or textbooks on satellite remote sensing.
-
Review lecture notes or online materials from previous courses in remote sensing.
-
Watch video tutorials on the basics of satellite image processing.
Practice using ArcMap
Show steps
Refresh your skills in using ArcMap by completing a hands-on tutorial.
Show steps
-
Open ArcMap and create a new map.
-
Add a basemap and some data layers.
-
Perform some basic spatial analysis operations.
ArcGIS Spatial Analysis Tutorial
Show steps
Complete guided tutorials to enhance proficiency in utilizing ArcGIS for spatial analysis, enabling more effective analysis of fire hotspot data.
Browse courses on
ArcGIS
Show steps
-
Access online tutorial resources on ArcGIS spatial analysis.
-
Follow step-by-step instructions to perform spatial analysis tasks.
-
Apply acquired knowledge to analyze fire hotspot data.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Explore online tutorials on VIIRS-375m Active Fire Data and ArcGIS
Show steps
Seek out tutorials and resources to deepen understanding of VIIRS-375m Active Fire Data and ArcGIS, expanding knowledge beyond course materials.
Show steps
-
Search online for tutorials on using VIIRS-375m Active Fire Data.
-
Watch video tutorials on advanced ArcGIS techniques for fire hotspot analysis.
Practice Identifying Hotspots
Show steps
Perform practice exercises to reinforce the identification of hotspots in spatial data, fostering a deeper understanding of wildfire patterns.
Browse courses on
Spatial Data Analysis
Show steps
-
Acquire and prepare spatial data on wildfires.
-
Define criteria for hotspot identification.
-
Apply statistical analysis tools to identify hotspots.
Practice identifying and mapping fire hotspots using ArcGIS
Show steps
Gain hands-on experience in using ArcGIS tools for fire hotspot identification and mapping, enhancing practical skills.
Browse courses on
ArcGIS
Show steps
-
Use ArcGIS to load and explore VIIRS-375m Active Fire Data.
-
Identify fire hotspots using spatial statistics tools such as Hot Spot Analysis and Moran's I.
-
Create maps visualizing the distribution of fire hotspots.
Fire Hotspot Analysis Presentation
Show steps
Develop a comprehensive presentation on fire hotspot analysis, showcasing findings and insights gained through the course, promoting effective communication of acquired knowledge.
Show steps
-
Gather and organize data on fire hotspots.
-
Create visuals and charts to illustrate analysis results.
-
Prepare a presentation outlining the significance and impact of fire hotspots.
Develop a comprehensive report on fire hotspots in a specific study area
Show steps
Synthesize knowledge and skills acquired in the course by creating a comprehensive report on fire hotspots, showcasing analytical and communication abilities.
Browse courses on
Report Writing
Show steps
-
Select a specific study area and gather relevant VIIRS-375m Active Fire Data.
-
Conduct fire hotspot analysis using ArcGIS tools.
-
Develop a detailed report summarizing the findings, including maps, graphs, and statistical analysis.
Participate as a mentor in online forums or study groups related to fire hotspot analysis
Show steps
Share knowledge and reinforce learning by mentoring others in fire hotspot analysis, fostering a collaborative learning environment.
Browse courses on
Mentorship
Show steps
-
Join online forums or study groups dedicated to fire hotspot analysis.
-
Identify opportunities to provide guidance and support to other learners.
-
Share your insights and experiences to assist others in their understanding of the subject matter.
Review basics of satellite remote sensing data
Show steps
Review key concepts and principles of satellite remote sensing to strengthen the foundation for course content.
Browse courses on
Earth Observation
Show steps
Show steps
Show steps
- Read introductory articles or textbooks on satellite remote sensing.
- Review lecture notes or online materials from previous courses in remote sensing.
- Watch video tutorials on the basics of satellite image processing.
Practice using ArcMap
Show steps
Refresh your skills in using ArcMap by completing a hands-on tutorial.
Show steps
Show steps
Show steps
- Open ArcMap and create a new map.
- Add a basemap and some data layers.
- Perform some basic spatial analysis operations.
ArcGIS Spatial Analysis Tutorial
Show steps
Complete guided tutorials to enhance proficiency in utilizing ArcGIS for spatial analysis, enabling more effective analysis of fire hotspot data.
Browse courses on
ArcGIS
Show steps
Show steps
Show steps
- Access online tutorial resources on ArcGIS spatial analysis.
- Follow step-by-step instructions to perform spatial analysis tasks.
- Apply acquired knowledge to analyze fire hotspot data.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Explore online tutorials on VIIRS-375m Active Fire Data and ArcGIS
Show steps
Seek out tutorials and resources to deepen understanding of VIIRS-375m Active Fire Data and ArcGIS, expanding knowledge beyond course materials.
Show steps
Show steps
Show steps
- Search online for tutorials on using VIIRS-375m Active Fire Data.
- Watch video tutorials on advanced ArcGIS techniques for fire hotspot analysis.
Practice Identifying Hotspots
Show steps
Perform practice exercises to reinforce the identification of hotspots in spatial data, fostering a deeper understanding of wildfire patterns.
Browse courses on
Spatial Data Analysis
Show steps
Show steps
Show steps
- Acquire and prepare spatial data on wildfires.
- Define criteria for hotspot identification.
- Apply statistical analysis tools to identify hotspots.
Practice identifying and mapping fire hotspots using ArcGIS
Show steps
Gain hands-on experience in using ArcGIS tools for fire hotspot identification and mapping, enhancing practical skills.
Browse courses on
ArcGIS
Show steps
Show steps
Show steps
- Use ArcGIS to load and explore VIIRS-375m Active Fire Data.
- Identify fire hotspots using spatial statistics tools such as Hot Spot Analysis and Moran's I.
- Create maps visualizing the distribution of fire hotspots.
Fire Hotspot Analysis Presentation
Show steps
Develop a comprehensive presentation on fire hotspot analysis, showcasing findings and insights gained through the course, promoting effective communication of acquired knowledge.
Show steps
Show steps
Show steps
- Gather and organize data on fire hotspots.
- Create visuals and charts to illustrate analysis results.
- Prepare a presentation outlining the significance and impact of fire hotspots.
Develop a comprehensive report on fire hotspots in a specific study area
Show steps
Synthesize knowledge and skills acquired in the course by creating a comprehensive report on fire hotspots, showcasing analytical and communication abilities.
Browse courses on
Report Writing
Show steps
Show steps
Show steps
- Select a specific study area and gather relevant VIIRS-375m Active Fire Data.
- Conduct fire hotspot analysis using ArcGIS tools.
- Develop a detailed report summarizing the findings, including maps, graphs, and statistical analysis.
Participate as a mentor in online forums or study groups related to fire hotspot analysis
Show steps
Share knowledge and reinforce learning by mentoring others in fire hotspot analysis, fostering a collaborative learning environment.
Browse courses on
Mentorship
Show steps
Show steps
Show steps
- Join online forums or study groups dedicated to fire hotspot analysis.
- Identify opportunities to provide guidance and support to other learners.
- Share your insights and experiences to assist others in their understanding of the subject matter.
Career center
Learners who complete Fire Hotspots Analysis using GIS will develop knowledge and skills
that may be useful to these careers:
GIS Analyst
GIS Analyst
GIS Analysts use geographic information systems (GIS) software to analyze and interpret data, create maps, and solve problems. Their detailed understanding of GIS software and spatial analysis techniques makes them qualified to use this course to detect fire hotspots and identify areas at risk of fire. Ultimately, learning about fire hotspot analysis may help GIS Analysts contribute to fire prevention efforts.
Environmental Scientist
Environmental Scientist
Environmental Scientists study the environment and its natural resources. A background in fire hotspot analysis complements an Environmental Scientist's knowledge of environmental processes and their ability to assess the impact of fires. The skills they learn in this course can help Environmental Scientists in their work to protect and restore the environment.
Forester
Forester
Foresters manage and protect forests. Their work includes developing and implementing forest management plans, conducting forest inventories, and fighting wildfires. By completing this course, Foresters can develop skills in fire hotspot analysis, which can improve their ability to prepare for and respond to wildfires.
Firefighter
Firefighter
Firefighters protect lives and property from fires. They respond to fires, rescue people and animals, and extinguish fires. Taking this course can help Firefighters learn how to use fire hotspot analysis to identify and target areas at risk of fire, enabling them to better protect their communities.
Geographer
Geographer
Geographers study the Earth's surface and its human and natural environment. They use a variety of methods, including GIS, to collect and analyze data. The skills Geographers learn in this course can help them to understand the spatial distribution of fires and identify areas at risk of fire.
Fire Management Officer
Fire Management Officer
Fire Management Officers plan and coordinate fire management activities. Their work includes developing and implementing fire management plans, conducting fire risk assessments, and training firefighters. This course may be useful for Fire Management Officers because it can help them to identify areas at risk of fire and develop strategies to prevent and suppress fires.
Natural Resources Manager
Natural Resources Manager
Natural Resources Managers oversee the management of natural resources, such as forests, water, and minerals. Their work includes developing and implementing management plans, conducting research, and educating the public. This course may be useful for Natural Resources Managers because it can help them to understand the spatial distribution of fires and identify areas at risk of fire.
Environmental Planner
Environmental Planner
Environmental Planners develop and implement plans to protect the environment. Their work includes conducting environmental impact assessments, developing land use plans, and working with communities to promote sustainable development. This course may be useful for Environmental Planners because it can help them to understand the spatial distribution of fires and identify areas at risk of fire.
Wildlife Biologist
Wildlife Biologist
Wildlife Biologists study the biology and behavior of wildlife. Their work includes conducting research, managing wildlife populations, and developing conservation plans. This course may be useful for Wildlife Biologists because it can help them to understand the impact of fires on wildlife and develop strategies to protect wildlife from fires.
Climatologist
Climatologist
Climatologists study climate and its impact on the environment and human society. Their work includes collecting and analyzing climate data, developing climate models, and providing information to policymakers. This course may be useful for Climatologists because it can help them to understand the relationship between climate and fire and develop strategies to mitigate the effects of climate change on fire regimes.
Land Use Planner
Land Use Planner
Land Use Planners develop and implement plans to guide the use of land. Their work includes conducting land use studies, developing zoning regulations, and working with communities to create sustainable land use plans. This course may be useful for Land Use Planners because it can help them to understand the spatial distribution of fires and identify areas at risk of fire.
Soil Scientist
Soil Scientist
Soil Scientists study the physical, chemical, and biological properties of soils. Their work includes conducting soil surveys, developing soil management plans, and providing information to farmers and other land managers. This course may be useful for Soil Scientists because it can help them to understand the relationship between soil and fire and develop strategies to prevent and suppress fires.
Hydrologist
Hydrologist
Hydrologists study water and its movement through the environment. Their work includes conducting water quality studies, developing water management plans, and providing information to policymakers. This course may be useful for Hydrologists because it can help them to understand the relationship between water and fire and develop strategies to prevent and suppress fires.
Meteorologist
Meteorologist
Meteorologists study the atmosphere and its impact on the environment and human society. Their work includes collecting and analyzing weather data, developing weather models, and providing information to policymakers. This course may be useful for Meteorologists because it can help them to understand the relationship between weather and fire and develop strategies to mitigate the effects of weather on fire regimes.
Biologist
Biologist
Biologists study the biology and behavior of living organisms. Their work includes conducting research, teaching, and working in a variety of fields, such as environmental protection, healthcare, and agriculture. This course may be useful for Biologists because it can help them to understand the impact of fires on ecosystems and develop strategies to protect ecosystems from fires.
For more career information including salaries, visit:
OpenCourser.com/course/zed4sr/fire
Reading list
We've selected eight books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Fire Hotspots Analysis using GIS.
A foundational text on geographic information systems, it provides a strong background in the theoretical underpinnings of GIS.
Provides a comprehensive overview of the statistical methods used to analyze spatial data, covering a wide range of topics, including spatial sampling, spatial regression, and spatial prediction.
Provides a comprehensive guide to using Python scripting to automate and enhance your work with ArcGIS.
This approachable introduction to GIS is an excellent choice for an introduction to the field.
Provides a comprehensive overview of the principles and practices of cartography and GIS, covering a wide range of topics, including map design, data collection, and data analysis.
Provides a comprehensive tutorial for ArcGIS Pro, covering a wide range of topics, including data management, data analysis, and map creation.
Provides a comprehensive overview of the principles and practices of remote sensing and image interpretation, covering a wide range of topics, including image acquisition, image processing, and image analysis.
Provides a comprehensive overview of the principles and practices of GIS, covering a wide range of topics, including data acquisition, data processing, and spatial analysis.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/zed4sr/fire
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Good to know
Explores active fire analysis using VIIRS-375m data, which is highly relevant to environmental sciences and disaster management
Addresses spatial analysis concepts and techniques, providing a strong foundation for understanding spatial patterns
Develops skills in using ArcGIS tools for spatial analysis, which is widely used in the field of GIS
Provides practical guidance on map composition and design, enhancing the presentation of spatial data
Requires prior knowledge of GIS and spatial analysis concepts, which may be a prerequisite for some learners
Assumes access to ArcGIS software, which may present a barrier for learners without access to the software
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