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NOTE: This web page is sketchy, in near outline form, and comprised principally of links to websites or articles or simulations. It was constructed from a set of notes, in the form of logged websites, assembled out of curiosity about what's been happening in the modeling of traffic flow and not with the intent of developing a full or informed review of the field. Please expect a significant number of the referenced URL's to be dead, owing to instability of university and local government systems.
FOR A QUICK TOUR:
The measurement and monitoring of automobile traffic levels and flows was begun in the early 1900's and since then has been increasingly with us.
References, history of FHWA and methods of traffic monitoring:
http://www.fhwa.dot.gov/ctdiv/history.htm
http://www.ops.fhwa.dot.gov/Travel/Traffic_Analysis_Tools/Proceedings.pdf
http://www.fhwa.dot.gov/ohim/tmguide/tmg0.htm
Theoretical analysis of traffic flow began in the 1930's. The post-WWII growth in automobile use produced growth also in analysis of traffic flow, which continues apace. There have been a wide variety of models applied to traffic analysis: probabilistic, fluid dynamic, microscopic (vehicle-/driver-based), simulation, etc.
References, primarily to classical approaches to traffic theory and analysis:
http://www.tfhrc.gov/its/tft/tft.htm
http://www.tfhrc.gov/its/tft/chap1.pdf
http://tti.tamu.edu/product/catalog/reports/3943-1.pdf
http://publish.uwo.ca/~jmalczew/gida_5/Pursula/Pursula.html
http://www.ite.org/NationalSummit/vision/Congestion.pdf
The analyses described in the preceding paragraph often were carried out with the immediate engineering purpose of improving traffic flow, and so were tied as closely as possible to the real structures over which vehicles flow and to data on traffic flow.
One can take a different view, with the aim of understanding traffic as a particular expression of the general problem of the statistical physics of interacting objects. In this case one not uncommonly works with a model that encapsulates particular salient features of a problem. One can view such a model as a cartoon that is simple to work with but also relevant and effective because it abstracts what is most important.
The remainder of this note focuses largely on research undertaken from the latter viewpoint, that of statistical physics and complex systems theory.
Apply standard statistical-physical and similar models, especially of the condensed phase, e.g. cellular automata, Ising model, lattice gas model, etc. Use simulation, and where possible, mathematical analysis. The models are "universal" in that they hold for systems of widely different type.
To gain understanding by isolating in a model a few principal features of the traffic problem and by comparing results obtained from the model with those for more completely understood systems (abstraction and analogy - powerful tools).
Lots, from an abundant recent literature on the analysis of traffic, referenced in web pages linked below.
Human social phenomena can and often do show the properties of a phase transition, a long-studied and deeply-understood event:
At a critical density (or velocity, or ...) a new structure with very different properties emerges explosively, i.e, following only a small increment in the density (or velocity, or ...);
Such behavior is "nonlinear".
It is also "universal". The most fundamental properties of phase transitions are independent of the material or system studied: ferromagnets and protein folding, forrest fires and growth of cities, etc.
Traffic jams are a commonly-experienced nonlinear phenomenon that is characteristically human.
Examples of phase transitions (nonlinear phenomena) in the inanimate world:
gelation (a small change in temperature or in gelatin concentration leads to an explosive change in amount of gel);
melting of ice (affected by a small change in temperature, pressure, salt or other solute concentration);
etc.
The increased scale of a Big Box, though perhaps a relatively small increase, is nonlinear in its effect on adjacent neighborhoods (and adjacement businesses). Thinking about traffic jams, gelation, etc., should prepare one to accept nonlinearity in other phenomena, in this case large-scale commercial development within densely populated areas.
(Note: the increased scale of a Big Box is not just in floor area or wall area, but also in number of deliveries, hours of operation, number of customers traveling specifically to the store, etc.)
After all that relevance.... On to the physics:
http://www.theatlantic.com/issues/2000/12/budiansky.htm
THE PHYSICS OF GRIDLOCK, Stephen Budiansky
The Atlantic Online
Excellent layman's article that makes clear the spirit of the statistical physics approach to a problem. A good place to start (and even to end?)
http://www.villagevoice.com/issues/0144/davis.php
BOTTOMS UP, Erik Davis
Village Voice, Week of Oct. 31, 2001
Erik Davis reviews the book, Emergence: The Connected Lives of Ants, Brains, Cities, and Software, by Steven Johnson. The reviewer is trendy, even fatuous, but he gets the basics right: emergence, self-organization, and the parallels that can be drawn between the physics of inanimate matter and that of aggregates of organisms, including man. Off-topic for traffic, but worth a read (the review) as a different take.
http://www.sciencenews.org/20010908/mathtrek.asp
WAVES OF CONGESTION, Ivars Peterson
Science News, Week of Sept. 8, 2001; Vol. 160, No. 10
Layman's article on certain results of simulation of traffic. More focused than the Budiansky article, but worth reading as a second and shorter introduction.
http://rcswww.urz.tu-dresden.de/%7Ehelbing/foxtraffic.html
BEHIND EVERY TRAFFIC JAM IS AN ENDLESSLY COMPLEX PHYSICAL EQUATION
Amanda Onion
Fox News
Phase transitions in traffic.
http://www.inf.ethz.ch/research/next/nagel_k.html
MODELING AND SIMULATION
Prof. Kai Nagel
Overview of Kai Nagel's research (Department of Computer Science, ETH Zurich), notable for the clear statement of the logic behind the work; written for scientists not in the field and for prospective students, but likely readable by the layman.
http://amasci.com/amateur/traffic/traffic1.html
TRAFFIC WAVES
An amusing set of pages on traffic, written by an observant engineer in layman's language; somewhat lengthy, easily understood.
http://www.amasci.com/amateur/traffic/links.html
COLLECTION OF TRAFFIC-RELATED WEBSITES:
http://vwisb7.vkw.tu-dresden.de/TrafficForum/
TRAFFIC FORUM
Univ. Dresden
Advisory Board
Wide-ranging, informative, thorough, technical, excellent. Focus on physics of interacting particles. Go to the following, for information as indicated:
Library
Quick Guide (references: tutorial, background, and basic)
References (comprehensive list)
Past Issues (preprints/articles; monthly collection, 1999-date)
Links
Institutes
Traffic Projects
Online Traffic Simulation or Visualization (Java Applets)
Granular Matter
General Articles in the Media
Econophysics and Other Related Websites
Other Useful Links
Internet Journal of Cooper@tive Tr@nsport@tion Dyn@mics
A new journal (Volume 1, 2002) that covers all subjects related to the analysis, modeling, simulation, and optimization of the spatio-temporal dynamics of traffic and transportation. Contributions addressing regional development, logistics, operations research, control strategies, and economic issues related to traffic and transportation are appreciated as well. Particularly welcome are manuscripts focussing on aspects like cooperation, communication, self-organization, synchronization, adaptation, collective intelligence, or decentralized control in multi-agent systems.
http://www.tu-dresden.de/vkiwv/vwista/index.html
HOMEPAGE OF DIRK HELBING - INSTITUTE FOR ECONOMICS AND TRAFFIC
Prof. Dr. rer. nat. Dirk Helbing(Managing Director) Chair for Traffic Modeling and Econometrics
Research:
Multi-Agent Simulation of Socio-Economic Systems;
Behavioral Models, Decision and Game Theory;
Self-Organization Phenomena in Space and Time;
Optimization of Vehicle, Pedestrian, and Air Traffic;
Stochastic Systems and Monte-Carlo Simulations;
Molecular Dynamic, Gas Kinetic, Fluid Dynamic Models;
Micro-Macro Link.
http://www.helbing.org/publist.html
PUBLICATIONS
http://www.tu-dresden.de/vkiwv/vwista/media.html
RESPONSE IN THE MEDIA (interesting - layman's discussions)
http://rcswww.urz.tu-dresden.de/~helbing/kluwer.html
QUANTITATIVE SOCIODYNAMICS: STOCHASTIC METHODS AND MODELS OF SOCIAL INTERACTION PROCESSES
Theory and Decision Library B: Mathematical and Statistical Methods 31
Kluwer Academic, Dordrecht, 1995, ISBN 0-7923-3192-3 Dirk Helbing, translated from the German by R. Calek and D. Helbing
http://rcswww.urz.tu-dresden.de/~helbing/springer.html
TRAFFIC DYNAMICS: NEW PHYSICAL MODELING CONCEPTS
Springer, Berlin, 1997. ISBN 3-540-61927-5. (German)
Dirk Helbing
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/
THE TRAFFIC SIMULATION GROUP AT THE ZPR
(ZPR = Center for Parallel Computing) (old site)
(Now has become the ZAIK = Center for Applied Computer Science)
Index page:
What are we doing?
What is traffic simulation good for?
Scientific Journals.
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/ca-info.html
THE CA MODEL
Good short introductory description of traffic
simulation with CA (Cellular Automata)
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/traffic-sim.ps
CA-SIMULATIONS WRITTEN IN POSTSCRIPT (NEAT!)
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/fundamental.html
THE FUNDAMENTAL DIAGRAM
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/VERBUND_NRW/Journals.html
SCIENTIFIC JOURNALS
http://www.uni-koeln.de/rrzk/Autoren/WF/traffic/OneLaneCA.html
VERKEHRSSIMULATION MIT HILFE EINES JAVA-APPLETS
Ralf Wimmershoff
(Traffic simulation with the help of a Java applet) (may be old code)
(RRZK = Regionales Rechenzentrum der Universität zu Köln)
http://www.uni-koeln.de/rrzk/projekte/berichte/Projektbericht_ising1.ps
MONTE CARLO SIMULATIONEN ZUM ISING-mODELL, Siegert, M. und Stauffer, D.
(paper, with the information: ISING B'DAY AT 95 IN PEORIA, IL, USA)
INSTITUTE FOR THEORETICAL PHYSICS, UNIVERSITY OF COLOGNE
Research Groups (esp. those related to social or biological problems:
Statistical Physics, Physics in Biology (M. Lassig)
Statistical Physics, Random Systems (T. NAttermann)
Computational Physics (D. Stauffer)
Statistical Physics, Field Theory (J. Zittartz)
http://www.thp.Uni-Koeln.DE/~as/as_engl.html
HOMEPAGE - Priv.-Doz. Dr. Andreas Schadschneider
Stochastic Processes, Nonequilibrium Systems
Stochastic Resonance and Ratchet Systems
Traffic Flow Theory
http://www.thp.Uni-Koeln.DE/~as/Mypage/verkehr.html
TRAFFIC FLOW THEORY = VERKEHRSMODELLE (introduction, in German)
http://www.thp.Uni-Koeln.DE/~as/Mypage/publication.html
PUBLICATIONS of Priv.-Doz. Dr. Andreas Schadschneider
http://www.thp.uni-koeln.de/personal/stauffer.html
HOMEPAGE - Dietrich Stauffer
COMPUTATIONAL PHYSICS, especially lattice models of everything:
Research:
Monte Carlo simulations in Statistical Physics (percolation,
Ising models, polymers)
Biologically motivated computer simulations (ageing)
Econophysics: microscopic models for stock markets (e.g. Cont-Bouchaud)
Sociophysics: Models on Bonabeau et al, Sznajd, ...
Books:
Introduction to Percolation Theory
From Newton to Mandelbrot
Computer Simulation and Computer Algebra
Evolution, Money, War, and Computers - Non-Traditional Applications of Computational Statistical Physics
Principles of Equilibrium Statistical Mechanics
Review Articles:
Getting Older -- Monte Carlo Simulations of Biological Aging
Percolation models of financial market dynamics ?
Why care about sex ? Some Monte Carlo justification
Monte Carlo simulations of Sznajd models
http://www.traffic.uni-duisburg.de/
PHYSICS OF TRANSPORT AND TRAFFIC
Prof. Dr. Michael Schreckenberg
Home | Projects | Research | Publications | Study | Links | .....
LINKS ARE WORTH A LOOK....
http://www.moresimulation.com/Links_Frame.htm
VARIOUS MODELS AND SYSTEMS AND SIMULATION METHODS
http://www.fields.utoronto.ca/~hfuks/bibtraf.html
BIBLIOGRAPHY OF CA TRAFFIC MODELS
http://www.traffic.uni-duisburg.de/model/index.html
TRAFFIC SIMULATION BASED ON CELLULAR AUTOMATA
(excellent; various options, selected by buttons or sliders)
Try this one first
http://www.uni-koeln.de/rrzk/Autoren/WF/traffic/OneLaneCA.html
VERKEHRSSIMULATION MIT HILFE EINES JAVA-APPLETS
Ralf Wimmershoff
(Traffic simulation with the help of a Java applet) (may be old code)
(RRZK = Regionales Rechenzentrum der Universität zu Köln)
[One of the simplest to run and understand; the following explanation holds closely for the other simulations listed.]
SIMULATION OF ONE LANE OF TRAFFIC:
7 possible velocities for a vehicle: 0 to maximum in unit steps;
density of vehicles approx. 25 percent;
for each vehicle in "road", at each time step:
1. increase velocity by 1 unit if not at maximum velocity;
2. if velocity so great as to overtake next car to within a set safe distance, reduce velocity to comply with safe distance;
3. with a set probability, reduce velocity by 1 unit.
increasing time is down the page;
increasing distance along road is across the page.
trajectory of each vehicle is a left-to-right, downward-trending, curved-&-stepped line across the page;
as vehicles exit right, new vehicles are injected left.
NOTE: the simulation shows a dynamical phase transition -
a traffic jam (red) forms and dissipates;
the jam moves backward along the road;
the fraction of vehicles in the "jam" phase is *very* sensitive to velocity and to density of the vehicles (data not shown)
http://www.zpr.uni-koeln.de/GroupBachem/VERKEHR.PG/traffic-sim.ps
CA-SIMULATIONS WRITTEN IN POSTSCRIPT (NEAT!)
http://www.wsdot.wa.gov/PugetSoundTraffic/
WSDOT ---- PUGET SOUND TRAFFIC CONDITIONS
(map, with traffic level indicated by color)
http://www.wsdot.wa.gov/pugetsoundtrafficarchive/
WSDOT ---- PUGET SOUND AREA TRAFFIC CONGESTION MAP ARCHIVE
(try a Friday, at 5:00p.m. :->)
http://www.wsdot.wa.gov/pugetsoundtraffic/cameras/default.htm
WSDOT ---- PUGET SOUND AREA TRAFFIC CAMERAS
(snapshots and in some locations, video clips)
http://www.wsdot.wa.gov/traffic/current/mainbas.htm
WSDOT ---- TRAFFIC AND WEATHER-CURRENT WEATHER
(weather/pass info/travel routes==construction)
NOTE: some of the following azfms files (the most interesting) fail to display now on my Netscape browser (they left out several table end tags); one hopes for repair soon....
http://www.azfms.com/Travel/freeway.html
CURRENT PHOENIX FREEWAY CONDITIONS
(speed level indicated by color/construction areas/active warnings)
[if the above URL fails to display, try the following and wait 30'' for refresh:
http://www.azfms.com/HCRSv2/arizona.html
FREEWAY MANAGEMENT SYSTEM HIGHWAY CLOSURE AND RESTRICTION SYSTEM
(all state)
(roads closed or restricted, generally by construction)
FREEWAY MANAGEMENT SYSTEM LIVE VIDEO
http://www.azfms.com/index.html
ADOT FREEWAY MANAGEMENT SYSTEM
(index page, for above and more travel-related stuff)
http://www.traffic.uni-duisburg.de/
PUBLICATIONS:PAPERS:GENERAL: (this is the way to "papers" web pages)
ftp://traf36.uni-duisburg.de/pub/paper/origca.pdf
A CELLULAR AUTOMATON MODEL FOR FREEWAY TRAFFIC
J. Phys. I France 2, 2221 (1992)
K. Nagel and M. Schreckenberg
Mathematisches Institute, Univ. Koln
Institut fur Theoretische Physik, Univ. Koln
(earliest (?) application of CA model to simulation of traffic transitions)
(as a rule, the first papers in a field are less difficult reading)
ftp://traf36.uni-duisburg.de/pub/paper/heraeus.pdf
STATISTICAL PHYSICS OF CELLULAR AUTOMATA MODELS FOR TRAFFIC FLOW
in: Computational Statistical Physics
eds. K. H. Hoffmann, M. Schreiber (Springer, Berlin, 2001), pp. 113-126
M. Schreckenberg, R. Barlovic, W. Knospe, and H. Klüpfel
Gerhard-Mercator-Universitat Duisberg,
Physik von Transport und Verkehr
(review; easy to understand)
http://cornell.mirror.aps.org/abstract/PRA/v46/i10/pR6124_1
SELF-ORGANIZATION AND A DYNAMICAL TRANSITION IN TRAFFIC-FLOW MODELS
Phys. Rev. A 46, R6124-R6127 (1992)
Ofer Biham and A. Alan Middleton
Department of Physics, Syracuse University, Syracuse, New York 13244
Dov Levine
Department of Physics, Technion, Israel Institute of Technology, Haifa 32000, Israel
(also one of the first to apply modern physical models to traffic)
http://cornell.mirror.aps.org/abstract/PRE/v48/i6/pR4175_1
PHASE TRANSITIONS IN TWO-DIMENSIONAL TRAFFIC-FLOW MODELS
Phys. Rev. E 48, R4175-R4178 (1993)
Jose A. Cuesta, Froilan C. Martinez, Juan M. Molera, and Angel Sanchez
Escuela Politecnica Superior, Universidad Carlos III de Madrid, Avda. Mediterraneo 20, E-28913 Legans, Madrid, Spain
http://www.thp.uni-duisburg.de/~sven/_publications/publications.html
LIST OF PUBLICATIONS OF SVEN LUBECK
(wide-ranging set of papers on condensed matter theory)
http://www.thp.Uni-Duisburg.DE/Paper/sven/preprint_1999_01.ps.gz
CRITICAL BEHAVIOR OF A TRAFFIC FLOW MODEL
Physical Review E 59, 2672 (1999)
L. Roters, S. Lübeck and K. D. Usadel
Theoretische Physik, Gerhard-Mercator-Universitat Duisberg
also
http://www.thp.Uni-Duisburg.DE/Paper/sven/preprint_1998_04.ps.gz
THE DYNAMICAL STRUCTURE FACTOR AND CRITICAL BEHAVIOR OF A TRAFFIC FLOW MODEL
proceedings of the conference Complexity and Fractals in the Sciences, edited by M. M. Novak (World Scientific, Singapore, 1998), p. 261.
[same authors]
(dynamical structure factor: analysis in transform space of the Nagel-Schreckenberg model)
http://www.thp.Uni-Duisburg.DE/Paper/sven/preprint_1998_01.ps.gz
DENSITY FLUCTUATIONS AND PHASE TRANSITION IN THE NAGEL-SCHRECKENBERG TRAFFIC FLOW MODEL
Physical Review E 57, 1171 (1998)
S. Lübeck, M. Schreckenberg and K. D. Usadel
Theoretische Physik, Gerhard-Mercator-Universitat Duisberg
also
http://www.thp.Uni-Duisburg.DE/Paper/sven/preprint_1998_02.ps.gz
DENSITY FLUCTUATIONS AND PHASE SEPARATION IN A TRAFFIC FLOW MODEL
in Traffic and Granular Flow 97, edited by D. E. Wolf and M. Schreckenberg (Springer, Singapore, 1998), p. 361
[same authors]
http://www.thp.Uni-Koeln.DE/~as/Mypage/publication.html
PUBLICATIONS of Priv.-Doz. Dr. Andreas Schadschneider
http://xxx.lanl.gov/abs/cond-mat/0007053
STATISTICAL PHYSICS OF VEHICULAR TRAFFIC AND SOME RELATED SYSTEMS
Physics Reports 329, 199 (2000)
Debashish Chowdhury, Ludger Santen, Andreas Schadschneider
(review; 170pp; 50pp on earlier methods, i.e., other than CA)
http://xxx.lanl.gov/abs/cond-mat/0007418
STATISTICAL PHYSICS OF TRAFFIC FLOW
Physica A285, 101 (2000)
Andreas Schadschneider
(review; 23pp; focus on work by A.S.)
http://xxx.lanl.gov/abs/cond-mat/9910173
VEHICULAR TRAFFIC: A SYSTEM OF INTERACTING PARTICLES DRIVEN FAR FROM EQUILIBRIUM
Current Science 77 (1999) 411-419
Debashish Chowdhury, Ludger Santen, Andreas Schadschneider
(review; 9pp; focus on recent (CA) work, with some perspective)
http://www.thp.Uni-Koeln.DE/~as/Mypage/PSfiles/altenberg.ps
TRAFFIC FLOW: A STATISTICAL PHYSICS POINT OF VIEW
Physica A
Andreas Schadschneider
(review; 40pp; 7pp on pre-CA work; focus on A.S.'s work, with some perspective)
http://www.tu-dresden.de/vkiwv/vwista/publications/rmp.pdf
TRAFFIC AND RELATED SELF-DRIVEN MANY-PARTICLE SYSTEMS.
Reviews of Modern Physics 73, 1067-1141 (2001)
D. Helbing
(review; 79pp)
http://www.tu-dresden.de/vkiwv/vwista/publications/experiment.pdf
VOLATILE DECISION DYNAMICS: EXPERIMENTS, STOCHASTIC DESCRIPTION, INTERMITTENCY CONTROL, AND TRAFFIC OPTIMIZATION.
New Journal of Physics 4, 33.1-33.16 (2002)
D. Helbing, M. Schönhof, and D. Kern
http://www.inf.ethz.ch/~nagel/papers/or-review/or-review.pdf
STILL FLOWING: OLD AND NEW APPROACHES TO TRAFFIC FLOW AND TRAFFIC JAM MODELING
preprint (2002)
K Nagel, P Wagner, R Woesler
(review; 40pp)
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Last revised: August 10, 2002
John Rupley: rupley@u.arizona.edu