Open Access. Powered by Scholars. Published by Universities.®

Digital Commons Network

Open Access. Powered by Scholars. Published by Universities.®

GIS

2014

Discipline
Institution
Publication
Publication Type
File Type

Articles 1 - 30 of 36

Full-Text Articles in Entire DC Network

Visualizing Hydropower Across The Himalayas: Mapping In A Time Of Regulatory Decline, Kelly D. Alley, Ryan Hile, Chandana Mitra Dec 2014

Visualizing Hydropower Across The Himalayas: Mapping In A Time Of Regulatory Decline, Kelly D. Alley, Ryan Hile, Chandana Mitra

HIMALAYA, the Journal of the Association for Nepal and Himalayan Studies

This paper introduces the busy field of hydropower development in the Himalayan region of the GBM basin to press the urgency for greater information and data exchange. The paper provides an example of a mapping method and a database that will add to the existing online sources of information and analysis offered by nongovernmental agencies and some government departments. This project contributes to the general aim of many citizen groups to limit, monitor and regulate the practices of hydropower companies and the management of their infrastructure in the GBM. The monitoring pressure from citizen groups and science projects continues to …


A Gis-Centric Approach For Modeling Vessel Management Behavior System Data To Determine Oyster Vessel Behavior On Public Oyster Grounds In Louisiana, David X. Gallegos Dec 2014

A Gis-Centric Approach For Modeling Vessel Management Behavior System Data To Determine Oyster Vessel Behavior On Public Oyster Grounds In Louisiana, David X. Gallegos

University of New Orleans Theses and Dissertations

The satellite communications system called the Vessel Management System was used to provide geospatial data on oyster fishing over the nearly 1.7 million acres of the public water bottoms in Louisiana. An algorithm to analyze the data was developed in order to model vessel behaviors including docked, gearing, fishing and traveling. Vessel speeds were calculated via the Haversine formula at small and large intervals and compared to derive a measure of linearity. The algorithm was implemented into software using Python and inserted into a PostgreSQL database supporting geospatial information. Queries were developed to obtain reports on vessel activities and daily …


Gis Framework For Spatiotemporal Mapping Of Urban Flooding And Analyze Watershed Hydrological Response To Land Cover Change, Sayed Joinal Hossain Abedin Dec 2014

Gis Framework For Spatiotemporal Mapping Of Urban Flooding And Analyze Watershed Hydrological Response To Land Cover Change, Sayed Joinal Hossain Abedin

UNLV Theses, Dissertations, Professional Papers, and Capstones

Urban flooding is a manmade disaster, and a recurrent problem in cities around the globe. Increased surface imperviousness due to urbanization along with inadequate drainage infrastructure system are the chief culprits for urban flooding. Flooding in an urban area brings about severe economic, structural, and environmental damages, and can be associated with casualties too. In order to evade flooding, an efficient flood model is imperative to study current flooding, and analyze flooding behavior to urban surface characteristics.

This research aims to develop a framework using Geographic Information System (GIS) to perform modeling and mapping of flood spatiotemporal variation in urban …


Storm Water Damage Risk Assessment Along The South Carolina Heritage Trail, Charles Pellett Dec 2014

Storm Water Damage Risk Assessment Along The South Carolina Heritage Trail, Charles Pellett

All Theses

This study was conducted to better predict and assess damage to high-value small-spatial scale landscapes from storm water. Storm water damage in the form of rill formation across the South Carolina Botanic Gardens (SCBG) Natural Heritage Garden Trail has been modelled as a function of contributing area using D8 and D-infinity flow direction algorithms on a preprocessed LiDAR-derived elevation raster. D8 and D-infinity algorithms were also applied over a set of stochastic Monte Carlo simulations (n=1,000) representing elevation error. The contributing area was calculated using each of the four methods for each 5'x5' cell along the trail. The output was …


Geographic Determinants Of Rural Land Covers And The Agricultural Margin In The Central United States, Timothy J. Stoebner, Christopher L. Lant Dec 2014

Geographic Determinants Of Rural Land Covers And The Agricultural Margin In The Central United States, Timothy J. Stoebner, Christopher L. Lant

Environment and Society Faculty Publications

Geographic research on the Corn Belt and other regional landscapes of the central U.S. has not to date identified quantitatively the climatic, edaphic, topographic, and economic characteristics that determine rural land cover, and that therefore govern land cover change. Using the USDA/NASS Cropland Data Layer, this study identifies these characteristics by employing Multivariable Fractional Polynomials within a logistic regression framework. It maps the suitability distribution for corn, soybeans, spring and winter wheat, cotton, grassland, and forest, which collectively dominate the central U.S., at a 56 m resolution across 16 central U.S. states. The non-linear logistic regression models are successful in …


Gis-Based Route Risk Assessment Of Hazardous Material Transport, Myungwoo Lee Dec 2014

Gis-Based Route Risk Assessment Of Hazardous Material Transport, Myungwoo Lee

Department of Civil and Environmental Engineering: Dissertations, Theses, and Student Research

The transportation of hazardous materials keeps increasing across the United States due to the growing consumption of goods and rising need for manufactured materials. Furthermore, concerns are mounting over the safe surface transportation of hazardous materials. Highways and rails are the most common modes of transport for hazardous materials, although the risk posed from highway transport of hazardous materials may be higher due to the fact that highways are public while rails are mostly private. The majority of hazardous material cargo is carried on the highway network by trucks. Due to possible adverse effects on human and animal populations in …


Use Of Urban Tree Canopy Assessments By Localities In The Chesapeake Bay Watershed, Lele L. Kimball, P. Eric Wiseman, Susan D. Day, John F. Munsell Nov 2014

Use Of Urban Tree Canopy Assessments By Localities In The Chesapeake Bay Watershed, Lele L. Kimball, P. Eric Wiseman, Susan D. Day, John F. Munsell

Cities and the Environment (CATE)

Urban tree canopy (UTC) in the Chesapeake Bay watershed (CBW) provides numerous environmental, economic, and societal benefits. UTC assessments use remote sensing technology to deliver a comprehensive spatial snapshot of a locality’s existing UTC. Because UTC assessments delineate the extent and location of tree canopy cover in the context of other land covers (including plantable space), they are important for establishing tree canopy goals, creating and implementing strategies to achieve those goals, and monitoring progress. Over the past decade, UTC assessments have been completed for numerous localities in the CBW as a result of the Chesapeake Bay Program identifying UTC …


Harnessing Geospatial Data To Enhance Erw Clearance In Pacific Islands, Jessica Dell Nov 2014

Harnessing Geospatial Data To Enhance Erw Clearance In Pacific Islands, Jessica Dell

The Journal of Conventional Weapons Destruction

Since World War II, the prevalence of explosive remnants of war has persisted in the Pacific Island nations. Supported by the Office of Weapons Removal and Abatement in the U.S. Department of State’s Bureau of Political-Military Affairs (PM/WRA) and partnered with the Pacific Islands Forum Secretariat, iMMAP seeks to improve the region's safety through lōōm, a geospatial information management system.


Mmc 4936 Web Gis For Journalists, Susan Jacobson, Zhaohui Fu, Boyuan Guan Oct 2014

Mmc 4936 Web Gis For Journalists, Susan Jacobson, Zhaohui Fu, Boyuan Guan

Course Syllabi

Web GIS is a special topics course designed to give students a solid foundation in Web publishing and Web GIS. By the end of the semester, students will:

  • Learn the basics of HTML5 and CSS3.
  • Learn the basics of JavaScript and JQuery
  • Produce a new layout for the Zen Garden project.
  • Participate in a crowdsourced project on King Tide Day.
  • Produce an interactive photo slideshow with HTML5/CSS3.
  • Participate in a mobile-social reporting project on Election Day.
  • Produce a multimedia map story with HTML5/CSS3.
  • Learn how to give and receive constructive criticism.


No More Hidden Secrets: Human Rights Violations And Remote Sensing, Tommy O'Connell, Stephen Young Oct 2014

No More Hidden Secrets: Human Rights Violations And Remote Sensing, Tommy O'Connell, Stephen Young

Genocide Studies and Prevention: An International Journal

Aim: This study used both high resolution and medium resolution satellite imagery to test three semi-automated remote sensing methods, in an attempt to identify useful tools to support eye-witness testimony and reports on human rights violations. As huts are routinely burned down during attacks on a village, particularly in Sudan, the number of huts and villages burned can be used to corroborate on-the-ground reports.

Methods: Three remote sensing methods (Supervised Classification, Change Detection, and Feature Extraction) were performed on imagery from both before the attacks in February 2006 and after the attacks to examine any useful trends that could be …


The Implementation And Education Of Geographic Information Systems In A Local Government For Municipal Planning: A Case Study Of Dangriga, Belize, Craig Skelton Aug 2014

The Implementation And Education Of Geographic Information Systems In A Local Government For Municipal Planning: A Case Study Of Dangriga, Belize, Craig Skelton

Geosciences Theses

Implementing Geographic Information Systems (GIS) in a developing country can improve spatial planning and decision-making. Utilizing a Participatory GIS framework of maximizing community empowerment and limiting marginalization, this thesis research explores the barriers associated with implementing GIS in Dangriga, Belize and how to overcome those barriers. The research included the identification of local needs that could benefit from the use of GIS, the collection of local data through group and individual data collections, and the utilization of locally collected data to conduct GIS training sessions. It was learned that Dangriga faces many barriers found in other developing countries: institutional inertia, …


Using Gis To Assess Firearm Thefts, Recoveries And Crimes In Lincoln, Nebraska, David A. Grosso Jul 2014

Using Gis To Assess Firearm Thefts, Recoveries And Crimes In Lincoln, Nebraska, David A. Grosso

Department of Geography: Dissertations, Theses, and Student Research

Firearm use in the United States has long been of great concern and at the center of many debates. Most research, however, has either focused on the use of firearms in violent crimes or the availability of firearms compared to the violent crime rates. Few studies have focused on the theft of firearms or the relationships between stolen firearms and crime. Using seven years of data collected Lincoln, Nebraska Police Department, this thesis focuses on the geospatial dimensions of firearm thefts and recoveries. Specific attention is given to the relationship firearm thefts and recoveries have with gun-related crimes, violent crimes, …


A Geospatial Approach For Prioritizing Wind Farm Development In Northeast Nebraska, Usa, Adam Miller, Ruopu Li Jul 2014

A Geospatial Approach For Prioritizing Wind Farm Development In Northeast Nebraska, Usa, Adam Miller, Ruopu Li

School of Natural Resources: Faculty Publications

Being cleaner and climate friendly, wind energy has been increasingly utilized to meet the ever-growing global energy demands. In the State of Nebraska, USA, a wide gap exists between wind resource and actual energy production, and it is imperative to expand the wind energy development. Because of the formidable costs associated with wind energy development, the locations for new wind turbines need to be carefully selected to provide the greatest benefit for a given investment. Geographic Information Systems (GIS) have been widely used to identify the suitable wind farm locations. In this study, a GIS-based multi-criteria approach was developed to …


Assessing The Environmental Justice Implications Of Flood Hazards In Miami, Florida, Marilyn Christina Montgomery Jul 2014

Assessing The Environmental Justice Implications Of Flood Hazards In Miami, Florida, Marilyn Christina Montgomery

USF Tampa Graduate Theses and Dissertations

While environmental justice (EJ) research in the U.S. has traditionally focused on inequities in the distribution of technological hazards, the disproportionate impacts of Hurricane Katrina on racial minorities and socioeconomically disadvantaged households have prompted researchers to investigate the EJ implications of natural hazards such as flooding. Recent EJ research has also emphasized the need to examine social inequities in access to environmental amenities. Unlike technological hazards such as air pollution and toxic waste sites, areas exposed to natural hazards such as hurricanes and floods have indivisible amenities associated with them. Coastal property owners are exposed to flood hazards, but also …


Somewhere There’S A Place For Us: Linking Fedora Digital Collections And Open Geoportal, Eleta Exline, Thelma Thompson, Michael Routhier, Place Project Group Jun 2014

Somewhere There’S A Place For Us: Linking Fedora Digital Collections And Open Geoportal, Eleta Exline, Thelma Thompson, Michael Routhier, Place Project Group

PLACE Project

The University of New Hampshire Library and its partner, the UNH Earth Systems Research Center, have been awarded a grant in the amount of $474,156 from the Institute for Museum and Library Services, National Leadership Grants for Libraries Program, to build PLACE, the Position-based Location Archive Coordinate Explorer. Among project objectives is to provide a toolkit for other institutions to implement in their geospatial digital collections. The project will contribute to two open source communities: Open Geoportal (OGP) and Fedora Commons. In this poster session we will provide an overview of the PLACE project timeline and a visual representation of …


Modeling Of Urban Planning Actions By Complex Transactions On Semantic 3d City Models, Maximilian Sindram, Thomas H. Kolbe Jun 2014

Modeling Of Urban Planning Actions By Complex Transactions On Semantic 3d City Models, Maximilian Sindram, Thomas H. Kolbe

International Congress on Environmental Modelling and Software

Decision support for environmental planning requires the impact analysis of envisaged actions. These actions often are adapted from measures specified in regulations or other legal doc­uments given in natural language. Their realization involves (possibly complex) changes to specific parts of the environment. For example, the energetic retrofitting of a building typically comprises the insulation of the faҫade and replacement of the windows. In general, different actions or combinations of actions can be chosen for the optimization of certain key performance indicators (KPI) like the over­ all energy demand or C02 emission of a city district. This requires the assessment …


Investigating Virtual Globes For A Prototype Community Archive Of 3d Subsurface Data, Derek C. Whitman Jun 2014

Investigating Virtual Globes For A Prototype Community Archive Of 3d Subsurface Data, Derek C. Whitman

Theses and Dissertations

Geoscience data sharing and processing is very advanced in terms of surface data. Subsurface data sharing has not received the attention that surface data sharing has received and so there are fewer applications or software packages which focus on it. This research is funded by the NSF EarthCube GEO Domain program in an effort to develop a continental-scale repository of 3D subsurface data to facilitate the sharing of complex 3D data and to enable the development of geoprocessing tools and workflows that operate on that data. The work in this thesis is a small part of the EarthCube project with …


Environmental Data Analysis And Remote Sensing For Early Detection Of Dengue And Malaria, Md Zahidur Rahman, Leonid Roytman, Abdelhamid Kadik, Dilara A. Rosy Jun 2014

Environmental Data Analysis And Remote Sensing For Early Detection Of Dengue And Malaria, Md Zahidur Rahman, Leonid Roytman, Abdelhamid Kadik, Dilara A. Rosy

Publications and Research

Malaria and dengue fever are the two most common mosquito-transmitted diseases, leading to millions of serious illnesses and deaths each year. Because the mosquito vectors are sensitive to environmental conditions such as temperature, precipitation, and humidity, it is possible to map areas currently or imminently at high risk for disease outbreaks using satellite remote sensing. In this paper we propose the development of an operational geospatial system for malaria and dengue fever early warning; this can be done by bringing together geographic information system (GIS) tools, artificial neural networks (ANN) for efficient pattern recognition, the best available ground-based epidemiological and …


Habitat Suitability And Bioenergetics Of An Invasive Marine Fish (Pterois Volitans) In Biscayne Bay, Florida, Nicholas Andres Bernal May 2014

Habitat Suitability And Bioenergetics Of An Invasive Marine Fish (Pterois Volitans) In Biscayne Bay, Florida, Nicholas Andres Bernal

Open Access Theses

As many successful invasive species display varying degrees of plasticity across spatial and temporal habitats, it is often difficult to assess the impacts of a nascent biological invasion on native flora and fauna. Using empirically supported environmental variables (e.g., temperature, salinity, dissolved oxygen, rugosity, and benthic substrate), we created a comprehensive habitat suitability model for invasive lionfish (Pterois volitans) in Biscayne Bay, Florida. The use of Geographic Information Systems (GIS) as a platform for the modeling process allowed us to quantify correlations between temporal (seasonal) fluctuations in the above variables and the spatial distribution of discrete habitat classes, whose ranges …


Volunteered Geographical Information: An Alternative Solution For Overcoming The Chasm Between Stormwater Management And Community Participation, Yanfu Zhou May 2014

Volunteered Geographical Information: An Alternative Solution For Overcoming The Chasm Between Stormwater Management And Community Participation, Yanfu Zhou

Community and Regional Planning Program: Theses and Student Projects

It is a dramatic challenge to promote public engagement in stormwater management and green infrastructure initiatives. When traditional outreach approaches made important influence on public engagement, their limitations are also obvious. With the development of Web 2.0 technology, Volunteered Geographic Information (VGI) has been emerging as one of the most important user-generated geographic contents. The crowdsourcing data that generated by volunteers through geo-web, smartphones, and other geo-devices provides invaluable mass data for decision-making. VGI can provide a better understanding of planning issues and other challenges. The research aims to develop a mobile information platform to allow citizens to report the …


Decaf: A New Event Detection Logic For The Purpose Of Fusing Delineated-Continuous Spatial Information, Kerry Q. Hart May 2014

Decaf: A New Event Detection Logic For The Purpose Of Fusing Delineated-Continuous Spatial Information, Kerry Q. Hart

Department of Computer Science and Engineering: Dissertations, Theses, and Student Research

Geospatial information fusion is the process of synthesizing information from complementary data sources located at different points in space and time. Spatial phenomena are often measured at discrete locations by sensor networks, technicians, and volunteers; yet decisions often require information about locations where direct measurements do not exist. Traditional methods assume the spatial phenomena to be either discrete or continuous, an assumption that underlies and informs all subsequent analysis. Yet certain phenomena defy this dichotomy, alternating as they move across spatial and temporal scales. Precipitation, for example, appears continuous at large scales, but it can be temporally decomposed into discrete …


Gis Least-Cost Route Modeling Of The Proposed Trans-Anatolian Pipeline In Western Turkey, Austin Kelly May 2014

Gis Least-Cost Route Modeling Of The Proposed Trans-Anatolian Pipeline In Western Turkey, Austin Kelly

Geosciences Theses

The routing of the Trans-Anatolian Pipeline plays an important role in the future energy security of the European Union. The natural gas pipeline is planned to run from the natural gas fields in the Caspian Sea through Turkey. This project is a case study for a Geographic Information System (GIS) least-cost route analysis of a section of the proposed pipeline in Western Turkey. The route analysis comprised of weighting multiple types of criteria in a compiled risk assessment map that was analyzed by a least-cost algorithm to display the least hazardous route through the study area. Multiple varieties of criteria …


Evacuation And Shelter In Place Modeling For A Release Of Uranium Hexafluoride, Joseph B. Harris May 2014

Evacuation And Shelter In Place Modeling For A Release Of Uranium Hexafluoride, Joseph B. Harris

Electronic Theses and Dissertations

Evacuation and sheltering behaviors were modeled for a hypothetical release of uranium hexafluoride (UF6) from Nuclear Fuel Services (NFS) in Erwin, Tennessee. NFS down-blends weapons grade Cold War-era nuclear fuel material and processes highly-enriched uranium occasionally using UF6 onsite. Risk associated with a chemical release to the surrounding residential population was assessed by running 2 scenarios involving an airborne release of UF6 to compare evacuation and sheltering in place actions as effective survival strategies. Risk is minimal and evacuation is recommended for people within a 2-mile radius of the release point. Shelter in place actions are recommended for all critical …


Geologic Factors Affecting Hydrocarbon Occurrence In Paleovalleys Of The Mississippian-Pennsylvanian Unconformity In The Illinois Basin, Jeremy Taylor London May 2014

Geologic Factors Affecting Hydrocarbon Occurrence In Paleovalleys Of The Mississippian-Pennsylvanian Unconformity In The Illinois Basin, Jeremy Taylor London

Masters Theses & Specialist Projects

Paleovalleys associated with the Mississippian-Pennsylvanian unconformity have been identified as potential targets for hydrocarbon exploration in the Illinois Basin. Though there is little literature addressing the geologic factors controlling hydrocarbon accumulation in sub-Pennsylvanian paleovalleys basin-wide, much work has been done to identify the Mississippian-Pennsylvanian unconformity, characterize the Chesterian and basal Pennsylvanian lithology, map the sub-Pennsylvanian paleogeology and delineate the pre-Pennsylvanian paleovalleys in the Illinois Basin. This study uses Geographic Information Systems (GIS) to determine the geologic factors controlling the distribution of hydrocarbon-bearing sub-Pennsylvanian paleovalley fill in the Illinois Basin. A methodology was developed to identify densely-drilled areas without associated petroleum …


User Perspectives On The Implementation Of Geographic Information Systems (Gis) In Emergency Management Organizations: A Case Study, Lauren Elizabeth Goddard Apr 2014

User Perspectives On The Implementation Of Geographic Information Systems (Gis) In Emergency Management Organizations: A Case Study, Lauren Elizabeth Goddard

Electronic Theses and Dissertations

Recent natural and technological disasters have highlighted the need for a regional approach to emergency management. Technological advancements have the potential to increase both the efficiency and effectiveness of emergency planning, response, and recovery, while also supporting a regional approach. However, a number of factors suppress the diffusion of technologies, including varying access to resources and expertise. The purpose of this study is to identify end-user perspectives of barriers that exist associated with the implementation of GIS within emergency management. Comparative analysis of Lauderdale, Shelby, and Tipton Counties in Tennessee and Crittenden County in Arkansas form the basis of this …


Determining The Source Of Anomalous Segments In A Karst Stream, Kathryn Emily Schroeder Apr 2014

Determining The Source Of Anomalous Segments In A Karst Stream, Kathryn Emily Schroeder

Theses and Dissertations

Southeastern Minnesota is characterized by an extensive karst network. In Kentucky, Carter Caves State Resort Park is a similar karst area that has exhibited karst anomalies, or `bumps,' in a longitudinal stream profile. This study aimed to determine if these same karst anomalies can be found in southeast Minnesota, where LiDAR data are available, and if these bumps are actually karst features. Profiles of carbonate and siliciclastic streams were observed to determine if the presence of anomalies in only carbonate streams, both lithologies, or neither. Another objective was to determine if GIS could be an effective method at generating these …


A Spatial Analysis Of Crime In The City Of San Luis Obispo Using Free And Open Source Gis Software, Chad Bunn Mar 2014

A Spatial Analysis Of Crime In The City Of San Luis Obispo Using Free And Open Source Gis Software, Chad Bunn

Social Sciences

A study of crime in the City of San Luis Obispo using FOSSGIS programs including CartoDB and QGIS. The study was for the perio of January 1, 2012 through June 30, 2013.


At The Confluence Of Gis And Geochemistry: Identifying Geochemical Correlates Of Ripley Engraved Caddo Ceramics, Robert Z. Selden Jr., Timothy K. Perttula Jan 2014

At The Confluence Of Gis And Geochemistry: Identifying Geochemical Correlates Of Ripley Engraved Caddo Ceramics, Robert Z. Selden Jr., Timothy K. Perttula

CRHR: Archaeology

In this poster, we discuss a new approach to the identification and definition of spatial trends in archeologically-recovered ceramics associated with geochemical results produced using instrumental neutron activation analysis (INAA). Using all of the Ripley Engraved INAA samples, we posit that clays in the Claiborne and Wilcox Groups can be successfully demarcated by sodium (Na), cerium (Ce), and zinc (Zn). Using a subset of those data from the Big Cypress Creek basin, we find that ceramics manufactured in three different Caddo political communities can be successfully demarcated based upon differential concentrations of arsenic (As), iron (Fe), and vanadium (V) found …


Common Metrics For Web-Based Mapping Applications In Academic Libraries, Ningning Kong, Tao Zhang, Ilana Stonebraker Jan 2014

Common Metrics For Web-Based Mapping Applications In Academic Libraries, Ningning Kong, Tao Zhang, Ilana Stonebraker

Libraries Faculty and Staff Scholarship and Research

Purpose – This study aims to establish common metrics for web-based mapping applications to facilitate user decision making and enhance information providers’ product design.

Design/methodology/approach – The metrics were developed from a combination of literature review and case studies. From the literature review, we identified three major areas of assessment for web-based mapping applications. We then studied six online applications to refine the metrics.

Findings – Our results suggest that web-based mapping applications can be evaluated from three major aspects: data content, GIS functionality, and usability. We have developed detailed measures for each factor through our evaluation of the six …


Spatial Patterns And Physical Factors Of Smokejumper Utilization Since 2004, Tyson A. Atkinson Jan 2014

Spatial Patterns And Physical Factors Of Smokejumper Utilization Since 2004, Tyson A. Atkinson

Graduate Student Theses, Dissertations, & Professional Papers

This research examines patterns of aerial smokejumper usage in the United States. I assess landscape and environmental factors of their deployment using a detailed nine-year record of smokejumper activity in combination with terrain, fuels, and transportation network data. Specifically, the research seeks to identify commonalities in location (proximity), terrain, fuels, fire occurrence, and accessibility of smokejumper actions that inform current usage and identify opportunities for improved utilization. Terrain parameters (steep, rugged, inaccessible) of the western U.S. were classified and a baseline travel time grid was created (30 meter resolution). Fires in which smokejumpers responded were compared with all fires that …