Hostname: page-component-78c5997874-8bhkd Total loading time: 0 Render date: 2024-11-14T13:23:58.282Z Has data issue: false hasContentIssue false

Combining Geographic Information Systems and Agent-Based Models in Archaeology: Part 2 of 3

Published online by Cambridge University Press:  22 May 2019

Benjamin Davies*
Affiliation:
Department of Anthropology, University of Utah, 260 S. Central Campus Drive, Room 4625, Salt Lake City, UT 84112, USA
Iza Romanowska
Affiliation:
Barcelona Supercomputing Center, Carrer de Jordi Girona, 29-31, 08034 Barcelona, Spain ([email protected])
Kathryn Harris
Affiliation:
Science & Technology Policy Fellow, The American Association for the Advancement of Science and The American Geophysical Union, 2000 Florida Avenue NW, Washington, DC 20009, USA ([email protected])
Stefani A. Crabtree
Affiliation:
Utah State University Department of Environment and Society, 5200 Old Main Hill, Logan, UT 84322, USA; The Santa Fe Institute, 1399 Hyde Park Rd. Santa Fe, NM, USA; The Center for Research and Interdisciplinarity, 8 bis Rue Charles V Paris 75004, France ([email protected])
*
([email protected], corresponding author)

Abstract

Archaeologists are using spatial data in increasingly sophisticated analyses and invoking more explicit considerations of space in their interpretations. Geographic information systems (GIS) have become standard technology for professional archaeologists in the collection and management of spatial data. Many calls have been made to develop and adapt digital geospatial technologies for interpretation and understanding past social dynamics, but this has been limited to some extent by the static nature of map-oriented GIS approaches. Here, we illustrate how coupling GIS with agent-based modeling (ABM) can assist with more dynamic explorations of past uses of space and geospatial phenomena.

Los arqueólogos están usando datos espaciales en análisis cada vez más sofisticados y tomando en cuenta consideraciones más específicas en sus interpretaciones. Los sistemas de información geográficas (SIG) se han convertido en una tecnología estándar para los arqueólogos profesionales a la hora de recolectar y gestionar datos espaciales. Muchos llamaron la atención sobre la necesidad de desarrollar y adaptar tecnologías geoespaciales digitales para la interpretación y comprensión de las dinámicas sociales del pasado pero, sin embargo, se han limitado a un enfoque SIG basado en la recreación de mapas. Aquí ilustramos como la combinación de SIG con el modelado basado en agentes (ABM) puede ayudar a desarrollar exploraciones más dinámicas sobre el uso del espacio y los fenómenos geoespaciales del pasado.

Type
How to Special Section: A Step-by-Step Guide for Using Agent-Based Modeling in Archaeological Research
Copyright
Copyright 2019 © Society for American Archaeology 

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

REFERENCES CITED

Aldenderfer, Mark 2010 Seeing and Knowing: On the Convergence of Archaeological Simulation and Visualization. In Simulating Change: Archaeology into the Twenty-First Century, edited by Costopoulos, Andre and Lake, Mark, pp. 5368. University of Utah Press, Salt Lake City.Google Scholar
Alghais, Nayef, and Pullar, David 2018 Modelling Future Impacts of Urban Development in Kuwait with the Use of ABM and GIS. Transactions in GIS 22(1):2042. DOI:10.1111/tgis.12293.Google Scholar
Barton, C., Ullah, Isaac, Heimsath, Arjun, Michael Barton, C., Ullah, Isaac, and Heimsath, Arjun 2015 How to Make a Barranco: Modeling Erosion and Land-Use in Mediterranean Landscapes. Land 4(3):578606. DOI:10.3390/land4030578.Google Scholar
Bevan, Andrew 2015 The Data Deluge. Antiquity 89(348):14731484.Google Scholar
Bivand, Roger S., Pebesma, Edzer J., and Gomez-Rubio, Virgilio 2013 Applied Spatial Data Analysis with R (Use R!). 2nd ed. Springer, New York.Google Scholar
Borshchev, Andrei 2014 Multi-Method Modelling: AnyLogic. In Discrete-Event Simulation and System Dynamics for Management Decision Making, edited by Brailsford, Sally, Churilov, Leonid, and Dangerfield, Brian. Wiley Online Books. DOI:10.1002/9781118762745.ch12.Google Scholar
Brantingham, P. Jeffrey 2003 A Neutral Model of Stone Raw Material Procurement. American Anthropologist 68(3):487509. DOI:10.2307/3557105Google Scholar
Bullock, Seth 2014 Levins and the Lure of Artificial Worlds. The Monist 97(3):301320. DOI:10.5840/monist201497320.Google Scholar
Conolly, James, and Lake, Mark 2006 Geographical Information Systems in Archaeology. Cambridge University Press, Cambridge.Google Scholar
Crabtree, Stefani A., Kyle Bocinsky, R., Hooper, Paul L., Ryan, Susan C., and Kohler, Timothy A. 2017 How to Make a Polity (in the Central Mesa Verde Region). American Antiquity 82(1):7195. DOI:10.1017/aaq.2016.18.Google Scholar
Crema, Enrico R. 2014 A Simulation Model of Fission–Fusion Dynamics and Long-Term Settlement Change. Journal of Archaeological Method and Theory 21(2):385404. DOI:10.1007/s10816-013-9185-4.Google Scholar
Crooks, Andrew T., and Castle, Christian J. E. 2012 The Integration of Agent-Based Modelling and Geographical Information for Geospatial Simulation. In Agent-Based Models of Geographical Systems, edited by Heppenstall, Alison J., Crooks, Andrew T., See, Linda M., and Batty, Michael, pp. 219251. Springer, Dordrecht, Netherlands.Google Scholar
Crooks, Andrew T., and Wise, Sarah 2013 GIS and Agent-Based Models for Humanitarian Assistance. Computers, Environment, and Urban Systems 41:100111. DOI:10.1016/j.compenvurbsys.2013.05.003.Google Scholar
Cucart-Mora, Carolina, Lozano, Sergi, and Fernández-López de Pablo, Javier 2018 Bio-Cultural Interactions and Demography during the Middle to Upper Palaeolithic Transition in Iberia: An Agent-Based Modelling Approach. Journal of Archaeological Science 89:1424. DOI:10.1016/j.jas.2017.11.001.Google Scholar
Davies, Benjamin, Holdaway, Simon J., and Fanning, Patricia C. 2016 Modelling the Palimpsest: An Exploratory Agent-Based Model of Surface Archaeological Deposit Formation in a Fluvial Arid Australian landscape. The Holocene 26(3):450463. DOI:10.1177/0959683615609754.Google Scholar
Davies, Benjamin, and Romanowska, Iza 2018 An Emergent Community? Agent-Based Modelers in Archaeology. SAA Archaeological Record 18(1):2732.Google Scholar
Epstein, Joshua M. 2006 Generative Social Science: Studies in Agent-Based Computational Modeling. Princeton Studies in Complexity. Princeton University Press, Princeton, New Jersey.Google Scholar
Frachetti, Michael D., Evan Smith, C., Traub, Cynthia M., and Williams, Tim 2017 Nomadic Ecology Shaped the Highland Geography of Asia's Silk Roads. Nature 543(7644):193198. DOI:10.1038/nature21696.Google Scholar
Godfrey-Smith, Peter 2006 The Strategy of Model-Based Science. Biological Philosophy 21:725740.Google Scholar
Gravel-Miguel, Claudine, and Wren, Colin D. 2018 Agent-Based Least-cost Path Analysis and the Diffusion of Cantabrian Lower Magdalenian Engraved Scapulae. Journal of Archaeological Science 99:19. DOI:10.1016/j.jas.2018.08.014.Google Scholar
Grignard, Arnaud, Taillandier, Patrick, Gaudou, Benoit, Vo, Duc An, Huynh, Nghi Quang, and Drogoul, Alexis 2013 GAMA 1.6: Advancing the Art of Complex Agent-Based Modeling and Simulation. In PRIMA 2013: Principles and Practice of Multi-Agent Systems, pp. 117131. Lecture Notes in Computer Science. Springer, Berlin.Google Scholar
Guo, Dan, Ren, Bo, and Wang, Cheng 2008 Integrated Agent-Based Modeling with GIS for Large-Scale Emergency Simulation. In Advances in Computation and Intelligence, edited by Kang, Lishan, Cai, Zhihua, Yan, Xuesong, and Liu, Yong, pp. 618625. Lecture Notes in Computer Science. Springer, Berlin Heidelberg.Google Scholar
Hacιgüzeller, Piraye 2012 GIS, Critique, Representation, and Beyond. Journal of Social Archaeology 12(2):245263. DOI:10.1177/1469605312439139.Google Scholar
Hu, Di 2012 Advancing Theory? Landscape Archaeology and Geographical Information Systems. Papers from the Institute of Archaeology 21:8090. DOI:10.5334/pia.381.Google Scholar
Johnston, Kevin M. 2013 Agent Analyst: Agent-Based Modeling in ArcGIS. ESRI, Redlands, California.Google Scholar
Llobera, Marcos 2012 Life on a Pixel: Challenges in the Development of Digital Methods within an “Interpretive” Landscape Archaeology Framework. Journal of Archaeological Method and Theory 19(4):495509. DOI:10.1007/s10816-012-9139-2.Google Scholar
Lock, Gary, and Pouncett, John 2017 Spatial Thinking in Archaeology: Is GIS the Answer? Journal of Archaeological Science 84:129135. DOI:10.1016/j.jas.2017.06.002.Google Scholar
Luke, Sean, Cioffi-Revilla, Claudio, Panait, Liviu, Sullivan, Keith, and Balan, Gabriel 2005 MASON: A Multiagent Simulation Environment. SIMULATION 81(7):517527. DOI:10.1177/0037549705058073.Google Scholar
McCoy, Mark D. 2017 Geospatial Big Data and Archaeology: Prospects and Problems Too Great to Ignore. Journal of Archaeological Science 84:7494. DOI:10.1016/j.jas.2017.06.003.Google Scholar
McCoy, Mark D., and Ladefoged, Thegn N. 2009 New Developments in the Use of Spatial Technology in Archaeology. Journal of Archaeological Research 17(3):263295. DOI:10.1007/S10814-009-9030-1.Google Scholar
Mithen, Steven, and Reed, Melissa 2002 Stepping Out: A Computer Simulation of Hominid Dispersal from Africa. Journal of Human Evolution 43:433462.Google Scholar
North, Michael J., Collier, Nicholson T., Ozik, Jonathan, Tatara, Eric R., Macal, Charles M., Bragen, Mark, and Sydelko, Pam 2013 Complex Adaptive Systems Modeling with Repast Simphony. Complex Adaptive Systems Modeling 1(1):3. DOI:10.1186/2194-3206-1-3.Google Scholar
O'Sullivan, David, and Perry, George L. W. 2013 Spatial Simulation: Exploring Pattern and Process, Wiley, West Sussex.Google Scholar
Perry, George L. W., and O'Sullivan, David 2018 Identifying Narrative Descriptions in Agent-Based Models Representing Past Human-Environment Interactions. Journal of Archaeological Method and Theory 25(3):795817. DOI:10.1007/s10816-017-9355-x.Google Scholar
Railsback, Steven F., and Grimm, V. 2012 Agent-Based and Individual-Based Modeling: A Practical Introduction, Princeton University Press, Princeton, New Jersey.Google Scholar
Railsback, Steven F., Lytinen, Steven L., and Jackson, Stephen K. 2006 Agent-Based Simulation Platforms: Review and Development Recommendations. Simulation 82(9):609623. DOI:10.1177/0037549706073695.Google Scholar
Riris, Philip 2018 Assessing the Impact and Legacy of Swidden Farming in Neotropical Interfluvial Environments through Exploratory Modelling of Post-Contact Piaroa Land Use (Upper Orinoco, Venezuela). The Holocene 28(6):945954. DOI:10.1177/0959683617752857.Google Scholar
Romanowska, Iza, Gamble, Clive, Bullock, Seth, and Sturt, Fraser 2017 Dispersal and the Movius Line: Testing the Effect of Dispersal on Population Density through Simulation. Quaternary International 431:5363. DOI:10.1016/j.quaint.2016.01.016.Google Scholar
Romanowska, Iza, Crabtree, Stefani, Harris, Kathryn, and Davies, Benjamin. 2019 Agent-Based Modeling for Archaeologists: Part 1 of 3. Advances in Archaeological Practice 7:178184. DOI:10.1017/aap.2019.6Google Scholar
Thiele, Johannes C., and Grimm, Volker 2010 NetLogo meets R: Linking Agent-Based Models with a Toolbox for Their Analysis. Environmental Modelling & Software 25(8):972974. DOI:10.1016/j.envsoft.2010.02.008.Google Scholar
Ullah, Isaac T., and Bergin, Sean M. 2012 Modeling the Consequences of Village Site Location: Least Cost Path Modeling in a Coupled GIS and Agent-Based Model of Village Agropastoralism in Eastern Spain. In Least Cost Analysis of Social Landscapes: Archaeological Case Studies, edited by White, Devin A. and Surface-Evans, Sarah L., pp. 155173. University of Utah Press, Salt Lake City.Google Scholar
Verhagen, Philip 2018 Spatial Analysis in Archaeology: Moving into New Territories. In Digital Geoarchaeology: New Techniques for Interdisciplinary Human-Environmental Research, edited by Siart, Christopher, Forbriger, Markus, and Bubenzer, Olaf, pp. 1125. Springer International, Cham, Switzerland.Google Scholar
White, Devin A., and Barber, Sarah B. 2012 Geospatial Modeling of Pedestrian Transportation Networks: A Case Study from Precolumbian Oaxaca, Mexico. Journal of Archaeological Science 39(8):26842696. DOI:10.1016/j.jas.2012.04.017.Google Scholar
Wilensky, Uri 1999 NetLogo 5.0.4. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, Illinois, (http://ccl.northwestern.edu/netlogo).Google Scholar
Wilensky, Uri, and Rand, William 2015 An Introduction to Agent-Based Modeling: Modeling Natural, Social, and Engineered Complex Systems with NetLogo. MIT Press, Cambridge, Massachusetts.Google Scholar
Wren, Colin D., Xue, Julian Z., Costopoulos, Andre, and Burke, Ariane 2014 The Role of Spatial Foresight in Models of Hominin Dispersal. Journal of Human Evolution 69:7078. DOI:10.1016/j.jhevol.2014.02.004.Google Scholar
Supplementary material: PDF

Davies et al. supplementary material

Davies et al. supplementary material

Download Davies et al. supplementary material(PDF)
PDF 405.9 KB