Using geographic information systems to define and map commuting patterns as inputs to agent-based models

Using geographic information systems to define and map commuting patterns as inputs to agent-based models
Author: David P. Chrest
Publisher: RTI Press
Total Pages: 24
Release: 2009-05-31
Genre: Computers
ISBN:

By understanding the movement patterns of people, mathematical modelers can develop models that can better analyze and predict the spread of infectious diseases. People can come into close contact in their workplaces. This report describes methods to develop georeferenced commuting patterns that can be used to characterize the work-related movement of US populations and help agent-based modelers predict workplace contacts that result in disease transmission. We used a census data product called "Census Spatial Tabulation: Census Track of Work by Census Tract of Residence (STP64)" as the data source to develop commuting pattern data for agent-based synthesized populations databases and to develop map products to visualize commuting patterns in the United States. The three primary maps we developed show inbound, outbound, and net change levels of inbound versus outbound commuters by census tract for the year 2000. Net change counts of commuters are visualized as elevations. The results can be used to quantify and assign commuting patterns of synthesized populations among different census tracts.

Agent-Based Models of Geographical Systems

Agent-Based Models of Geographical Systems
Author: Alison J. Heppenstall
Publisher: Springer Science & Business Media
Total Pages: 747
Release: 2011-11-24
Genre: Social Science
ISBN: 9048189276

This unique book brings together a comprehensive set of papers on the background, theory, technical issues and applications of agent-based modelling (ABM) within geographical systems. This collection of papers is an invaluable reference point for the experienced agent-based modeller as well those new to the area. Specific geographical issues such as handling scale and space are dealt with as well as practical advice from leading experts about designing and creating ABMs, handling complexity, visualising and validating model outputs. With contributions from many of the world’s leading research institutions, the latest applied research (micro and macro applications) from around the globe exemplify what can be achieved in geographical context. This book is relevant to researchers, postgraduate and advanced undergraduate students, and professionals in the areas of quantitative geography, spatial analysis, spatial modelling, social simulation modelling and geographical information sciences.

GIS-Based Simulation and Analysis of Intra-Urban Commuting

GIS-Based Simulation and Analysis of Intra-Urban Commuting
Author: Yujie Hu
Publisher: CRC Press
Total Pages: 110
Release: 2018-11-20
Genre: Mathematics
ISBN: 0429682417

Commuting, the daily link between residences and workplaces, sets up the complex interaction between the two most important land uses (residential and employment) in a city, and dictates the configuration of urban structure. In addition to prolonged time and stress for individual commuters on traffic, commuting comes with additional societal costs including elevated crash risks, worsening air quality, and louder traffic noise, etc. These issues are important to city planners, policy researchers, and decision makers. GIS-Based Simulation and Analysis of Intra-Urban Commuting, presents GIS-based simulation, optimization and statistical approaches to measure, map, analyze, and explain commuting patterns including commuting length and efficiency. Several GIS-automated easy-to-use tools will be available, along with sample data, for readers to download and apply to their own studies. This book recognizes that reporting errors from survey data and use of aggregated zonal data are two sources of bias in estimation of wasteful commuting, it studies the temporal trend of intraurban commuting pattern based on the most recent period newly-available 2006-2010, and it focuses on commuting, and especially wasteful commuting within US cities. It includes ready-to-download GIS-based simulation tools and sample data, and an explanation of optimization and statistical techniques of how to measure commuting, as well as presenting a methodology that can be applicable to other studies. This book is an invaluable resource for students, researchers, and practitioners in geography, urban planning, public policy, transportation engineering, and other related disciplines.

Agent-Based Modelling and Geographical Information Systems

Agent-Based Modelling and Geographical Information Systems
Author: Andrew Crooks
Publisher: SAGE Publications Limited
Total Pages: 0
Release: 2019-01-22
Genre: Social Science
ISBN: 9781473958647

This is the era of Big Data and computational social science. It is an era that requires tools which can do more than visualise data but also model the complex relation between data and human action, and interaction. Agent-Based Models (ABM) - computational models which simulate human action and interaction – do just that. This textbook explains how to design and build ABM and how to link the models to Geographical Information Systems. It guides you from the basics through to constructing more complex models which work with data and human behaviour in a spatial context. All of the fundamental concepts are explained and related to practical examples to facilitate learning (with models developed in NetLogo with all code examples available on the accompanying website). You will be able to use these models to develop your own applications and link, where appropriate, to Geographical Information Systems. All of the key ideas and methods are explained in detail: geographical modelling; an introduction to ABM; the fundamentals of Geographical Information Science; why ABM and GIS; using QGIS; designing and building an ABM; calibration and validation; modelling human behavior. An applied primer, that provides fundamental knowledge and practical skills, it will provide you with the skills to build and run your own models, and to begin your own research projects.

Agent-Based Models and Complexity Science in the Age of Geospatial Big Data

Agent-Based Models and Complexity Science in the Age of Geospatial Big Data
Author: Liliana Perez
Publisher: Springer
Total Pages: 111
Release: 2017-10-17
Genre: Science
ISBN: 3319659936

This book contains a selection of papers presented during a special workshop on Complexity Science organized as part of the 9th International Conference on GIScience 2016. Expert researchers in the areas of Agent-Based Modeling, Complexity Theory, Network Theory, Big Data, and emerging methods of Analysis and Visualization for new types of data explore novel complexity science approaches to dynamic geographic phenomena and their applications, addressing challenges and enriching research methodologies in geography in a Big Data Era.

Mapping Your Community

Mapping Your Community
Author:
Publisher:
Total Pages: 156
Release: 1997
Genre: Social Science
ISBN:

Powerful desktop computer systems are now affordable to local groups working to improve conditions in America1s distressed urban neighborhoods. This creates the opportunity for them to use geographic information (data that can be displayed on maps) quickly and easily to help them achieve their neighborhood improvement objectives. This report introduces the new opportunities that exist for using computer based geographic information in their work. Sections: advances in the accessibility of geographic data; using geographic data; neighborhood-level applications; citywide initiatives and policy change; and catalog of data sources. Illustrated.

Spatial Microsimulation: A Reference Guide for Users

Spatial Microsimulation: A Reference Guide for Users
Author: Robert Tanton
Publisher: Springer Science & Business Media
Total Pages: 272
Release: 2012-11-13
Genre: Social Science
ISBN: 9400746237

This book is a practical guide on how to design, create and validate a spatial microsimulation model. These models are becoming more popular as academics and policy makers recognise the value of place in research and policy making. Recent spatial microsimulation models have been used to analyse health and social disadvantage for small areas; and to look at the effect of policy change for small areas. This provides a powerful analysis tool for researchers and policy makers. This book covers preparing the data for spatial microsimulation; a number of methods for both static and dynamic spatial microsimulation models; validation of the models to ensure the outputs are reasonable; and the future of spatial microsimulation. The book will be an essential handbook for any researcher or policy maker looking to design and create a spatial microsimulation model. This book will also be useful to those policy makers who are commissioning a spatial microsimulation model, or looking to commission work using a spatial microsimulation model, as it provides information on the different methods in a non-technical way.

Synthesized population databases

Synthesized population databases
Author: William D. Wheaton
Publisher: RTI Press
Total Pages: 20
Release: 2009-04-30
Genre: Computers
ISBN:

Agent-based models simulate large-scale social systems. They assign behaviors and activities to "agents" (individuals) within the population being modeled and then allow the agents to interact with the environment and each other in complex simulations. Agent-based models are frequently used to simulate infectious disease outbreaks, among other uses. RTI used and extended an iterative proportional fitting method to generate a synthesized, geospatially explicit, human agent database that represents the US population in the 50 states and the District of Columbia in the year 2000. Each agent is assigned to a household; other agents make up the household occupants. For this database, RTI developed the methods for • generating synthesized households and persons • assigning agents to schools and workplaces so that complex interactions among agents as they go about their daily activities can be taken into account • generating synthesized human agents who occupy group quarters (military bases, college dormitories, prisons, nursing homes). In this report, we describe both the methods used to generate the synthesized population database and the final data structure and data content of the database. This information will provide researchers with the information they need to use the database in developing agent-based models. Portions of the synthesized agent database are available to any user upon request. RTI will extract a portion (a county, region, or state) of the database for users who wish to use this database in their own agent-based models.

Making Community Connections

Making Community Connections
Author: Connie L. Knapp
Publisher: ESRI, Inc.
Total Pages: 196
Release: 2003
Genre: Education
ISBN: 9781589480711

Making Community Connections: The Orton Family Foundation Community Mapping Program is designed to bring teams of teachers and their students together with community members to study a problem, a resource, a condition -- any matter of interest and importance to the community. The school work includes gathering and examining existing information, discovering new facts through field investigation, and mapping the resource using GIS/GPS tools. Not only do the students meet and work with community mentors and experts who participate in the classroom and help with the field studies, they also typically hold public forums to gather input on the resource and their work. At the end of the semester or project the students hold a public forum to present their work in a variety of forms (including video conferences, speeches and presentations, reading of narratives, display of hand-drawn maps, GIS maps, etc.), providing a body of research to the community, which can be used to address immediate concerns and help plan for the future. The use of the word "mapping" in the name of the program indicates the importance of, and the commitment to, the use of GIS/GPS mapping technology. The Orton Family Foundation Community Mapping Program has found that the use of technology, and particularly this mapping technology, excites students and provides a powerful incentive to participate. However, the program, this book, and place-based education in general call for more than just the mapping of resources; they entail a more inclusive and integrative look at the world we all live in. Invariably, the Community Mapping Program makes more clearly visible the connections of the many and varied factors influencing or affecting the particular object of study. Concepts of sustainability, responsibility, integration, and the larger picture find their way into classroom discussions and are then mapped in a variety of ways. The materials in Making Community Connections have been constructed to provide a solid foundation and flexible framework for original projects created and developed by students, their teachers, and their communities, allowing explorations and investigations of places and problems of interest and concern to them. Book jacket.