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The Hidden Geometry of Complex, Network-Driven Contagion Phenomena Dirk Brockmann and Dirk Helbing Alice Wittig

The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

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Page 1: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

The Hidden Geometry of Complex, Network-Driven Contagion

PhenomenaDirk Brockmann and Dirk Helbing

Alice Wittig

Page 2: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

1. Wo ist die Epidemie ausgebrochen?

2. Wie schnell bewegt sich die Epidemie?

3. Wann erreicht die Epidemie einen bestimmten Ort?

4. Wie viele Menschen werden sich anstecken?

(1)

(2)

(3)

Page 3: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Global Mobility Network

4069 Flughäfen

25453 direkte Verbindungen

Φ = 8.91 106 Passagiere/Tag

(4)

Page 4: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Dynamik Gleichungen

Hypotetischer Ausbruch in Atlanta

Page 5: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

SIR Model

Page 6: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Passagier Flux Matrix

a = 3200 Pers/dPFT = 3.1 % PTF = 9.0 %

rel. Fluss

rel. Pop.

b = 1400 Pers/d PFB = 1.3 % PBF = 2.3 %

Page 7: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Mastergleichung

7

Detailed Balance Mobilität

Page 8: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Hill-Funktion

Spez. Typ

Heavyside-Funktion

Bedingungen

Page 9: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Fragen

1. Ausbruchsort?

2. Schnelligkeit?

3. Ankunftszeit?

v

Page 10: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Effektive Länge

ab

c

W(Γ) = a b c

log W(Γ) = log a + log b + log c

effektive Länge

effektiver Abstand = kürzester Weg

Page 11: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven
Page 12: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Fragen

1. Ausbruchsort?

2. Schnelligkeit?

3. Ankunftszeit?

v

Page 13: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

H1N1 (Schweinegrippe), 2009

Epidemie nach 81 Tagen, Ausbruchsort: ORD = Chicago β = 0.28 d-1, R0 = 1.9, γ = 2.8 10-3 d-1, ε = 10-6

Page 14: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Quellen

Brockmann, D. & Helbing, D. The hidden geometry of complex, network-driven contagion phenomena. Science 342, 1337–1342 (2013)

(1) http://cdn.sheknows.com/articles/2012/12/zombie-apoc-tips-tv.jpg

(2) http://images.zeit.de/bilder/2009/22/wissen/maske-grippe/maske-grippe-artikel-410.jpg

(3) http://www1.wdr.de/themen/archiv/stichtagaugustvierundzwanzig100_v-ARDFotogalerie.jpg

(4) http://pradeepclicks.com/wp-content/uploads/2015/01/wan.png

Page 15: The Hidden Geometry of Complex, Network-Driven Contagion ...rocs.hu-berlin.de/complex_sys_2015/resources/Presentations/A_Witti… · The Hidden Geometry of Complex, Network-Driven

Fragen?

Vielen Dank fürs Zuhören.