How do differential equations relate to traffic flow?

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SUMMARY

Differential equations play a crucial role in modeling traffic flow, particularly through the work of Whitham in his book "Linear and Non-linear Waves." Whitham introduces the concept of modeling traffic flow as a quasi-linear hyperbolic partial differential equation (PDE), specifically for a one-lane road without exits or entrances. The conservation equation derived from this model demonstrates how car density and flow rate can be quantified. The Federal Highway Administration also provides valuable resources, particularly in chapters 4, 5, and 6 of their monograph on traffic flow.

PREREQUISITES
  • Understanding of partial differential equations (PDEs)
  • Familiarity with traffic flow concepts
  • Knowledge of conservation equations
  • Basic calculus for modeling and analysis
NEXT STEPS
  • Read Whitham's "Linear and Non-linear Waves," focusing on Chapter 3 for traffic flow modeling
  • Explore the Federal Highway Administration's monograph on traffic flow, especially chapters 4, 5, and 6
  • Study the derivation and application of quasi-linear hyperbolic PDEs in traffic modeling
  • Investigate the impact of traffic lights and other phenomena on traffic flow using differential equations
USEFUL FOR

Students, researchers, and professionals in transportation engineering, applied mathematics, and urban planning who are interested in understanding and modeling traffic flow dynamics.

cmkluza
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Hello, I'm trying to learn about the role that differential equations play in traffic flow, and how I can use them to model/predict/whatever you do with them with traffic flow. Do you guys know of any good and in-depth (preferably online and free) resources I can use to learn about this?
 
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The [US] Federal Highway Administration has published a monograph on the subject, which may be found http://www.fhwa.dot.gov/publications/research/operations/tft/index.cfm[/url . Chapters 4, 5 and 6 seem to be the most relevant for your purpose.
 
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cmkluza said:
Hello, I'm trying to learn about the role that differential equations play in traffic flow, and how I can use them to model/predict/whatever you do with them with traffic flow. Do you guys know of any good and in-depth (preferably online and free) resources I can use to learn about this?

An old book is Whitham's Linear and Non-linear Waves. Chapter 3 begins with a discussion of traffic flow.
 
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pasmith said:
The [US] Federal Highway Administration has published a monograph on the subject, which may be found http://www.fhwa.dot.gov/publications/research/operations/tft/index.cfm[/url . Chapters 4, 5 and 6 seem to be the most relevant for your purpose.

Thanks, I'll have to read over that when I get a chance, but it seems promising!

lavinia said:
An old book is Whitham's Linear and Non-linear Waves. Chapter 3 begins with a discussion of traffic flow.

Alright, I'll have to see if I can find that in my library or online somewhere to check it out. Thanks for the suggestion!
 
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cmkluza said:
Thanks, I'll have to read over that when I get a chance, but it seems promising!
Alright, I'll have to see if I can find that in my library or online somewhere to check it out. Thanks for the suggestion!
Whitham was one the the first to model traffic flow with PDE's.
 
BTW; Whitham, in his book, describes how to model a simple traffic flow as a quasi-linear hyperbolic PDE. This is the case of a one lane road with no exit or entrance ramps. If the traffic is sufficiently dense, one can define quantities such as the density of cars per unit of road and the flow rate(flux) of cars past any point on the road. Since there are no exits or entrances cars are preserved so one can write down the standard conservation equation,

## d/dt ∫_a^bρdx + q(b,t) - q(a,t) = 0##

Dividing by ##b-a## and letting ##b## approach ##a## one gets the limiting equation ##∂ρ/∂t + ∂q/∂x = 0## If one assumes that the flux, ##q##, depends on the local density of cars (which is not completely unreasonable) then there is some function, ##φ(ρ) = q##, so ##∂q/∂x = φ^{'}(ρ)∂ρ/∂x## and the conservation equation becomes

##∂ρ/∂t + φ^{'}(ρ)∂ρ/∂x = 0##

and this is a 1 dimensional quasi-linear PDE. This is a simple case, but shows some ideas on how to do this modeling. Whitham also illustrates how to model traffic lights and other traffic phenomena.
 
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