Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 386

The DOI matches its Crossref record; 56 of the 56 references it cites were found in a registry or an index.

Pedestrian, Crowd and Evacuation Dynamics

Helbing, Dirk, Johansson, Anders·2009·Encyclopedia of Complexity and Systems Science

Abstract

Collective intelligence Emergent functional behavior of a large number of people that results from interactions of individuals rather than from individual reasoning or global optimization. Crowd Agglomeration of many people in the same area at the same time. The density of the crowd is assumed to be high enough to cause continuous interactions with or reactions to other individuals. Crowd turbulence Unanticipated and unintended irregular motion of individuals into different directions due to strong and rapidly changing forces in crowds of extreme density. Emergence Spontaneous establishment of a qualitatively new behavior through non-linear interactions of many objects or subjects. Evolutionary optimization Gradual optimization based on the effect of frequently repeated randommutations and selection processes based on some success function (“fitness”). Faster-is-slower effect This term reflects the observation that certain processes (in evacuation situations, production, traffic dynamics, or logistics) take more time if performed at high speed. In other words, waiting can often help to coordinate the activities of several competing units and to speed up the average progress. Freezing-by-heating effect Noise-induced blockage effect caused by the breakdown of direction-segregated walking patterns (typically two or more “lanes” characterized by a uniform direction of motion). “Noise” means frequent variations of the walking direction due to nervousness or impatience in the crowd, e. g. also frequent overtaking maneuvers in dense, slowly moving crowds. Panic Breakdown of ordered, cooperative behavior of individuals due to anxious reactions to a certain event. Often, panic is characterized by attempted escape of many individuals from a real or perceived threat in situations of a perceived struggle for survival, which may end up in trampling or crushing of people in a crowd. Self-organization Spontaneous organization (i. e. formation of ordered patterns) not induced by initial or boundary conditions, by regulations or constraints. Self-organization is a result of non-linear interactions between many objects or subjects, and it often causes different kinds of spatio-temporal patterns of motion. Social force Vector describing acceleration or deceleration effects that are caused by social interactions rather than by physical interactions or fields.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1007/978-0-387-30440-3_382

Cites

56 of 56 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 56 references

Cited by

See all 386

Metadata

Authors
Helbing, D., & Johansson, A.
Venue
Encyclopedia of Complexity and Systems Science
Published
2009
Pages
6476-6495
OpenAlex
W1897582057
Cited by
386
References
56
Type
reference entry
Language
en
Open access
closed

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Pedestrian, Crowd and Evacuation Dynamics. https://app.cochat.ai/papers/10.1007/978-0-387-30440-3_382
The paper
Helbing, D., & Johansson, A. (2009). Pedestrian, Crowd and Evacuation Dynamics. Encyclopedia of Complexity and Systems Science. https://doi.org/10.1007/978-0-387-30440-3_382

Data sources

Bibliographic data: Semantic Scholar, OpenAlex, Crossref.

Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.