lighthill-whitham-richards model · lwr model relating speed, volume, and density the slope of the...

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Lighthill-Whitham-Richards Model CE 391F January 24, 2013 LWR Model

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Page 1: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Lighthill-Whitham-Richards Model

CE 391F

January 24, 2013

LWR Model

Page 2: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

OUTLINE

Page 3: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

1 Review

2 Fundamental relationship and fundamental diagram

3 PDE formulation of LWR model

LWR Model Outline

Page 4: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

REVIEW

Page 5: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Fundamental quantities...

q

k

u

u

Headways

N

LWR Model Review

Page 6: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

These quantities can be visualized on a trajectory diagram.

LWR Model Review

Page 7: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

The flow q is the rate trajectories cross a horizontal line.

LWR Model Review

Page 8: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

The density k is the rate trajectories cross a vertical line.

How is speed represented in a trajectory diagram?

LWR Model Review

Page 9: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

RELATING SPEED,VOLUME, AND DENSITY

Page 10: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

How are these three quantities related to each other?

I sit at the side of the road for one hour, while cars drive by at 70 mi/hr.If the density is 10 veh/mi, how many vehicles pass by?

In one hour, every car within 70 mi will drive by. Since the density is 10veh/mi, I will see 700 vehicles.

LWR Model Relating speed, volume, and density

Page 11: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

This is a demonstration of the fundamental relationship between speed,flow, and density:

q = uk

Think units: [veh/hr] = [mi/hr][veh/mi]

LWR Model Relating speed, volume, and density

Page 12: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

How are flow and density related?

If q = 0, either k = 0 or u = 0.

If u = 0, then the density is at its maximum value kj , the jam density.

So, q = 0 if k = 0 or k = kj .

The major assumption in the LWR model is that q is a function of k alone.(k determines u, so q(k) = u(k) · k)

LWR Model Relating speed, volume, and density

Page 13: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Therefore, Q(k) must be a concave function with zeros atk = 0 and k = kj

This is the fundamental diagram, denoted Q(k). The fundamental diagramcan be calibrated to data, resulting in different traffic flow models.

LWR Model Relating speed, volume, and density

Page 14: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Therefore, Q(k) must be a concave function with zeros atk = 0 and k = kj

Also notice that there is some point at which flow is maximal. This maxi-mum flow is the capacity qmax , which occurs at the critical density kc .

LWR Model Relating speed, volume, and density

Page 15: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

We can get speed information from the fundamentaldiagram: q = uk , so u = q/k .

LWR Model Relating speed, volume, and density

Page 16: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

This is the same slope as on a trajectory diagram.

LWR Model Relating speed, volume, and density

Page 17: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

What happens if something interrupts this flow?

LWR Model Relating speed, volume, and density

Page 18: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Shockwaves

LWR Model Relating speed, volume, and density

Page 19: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Let’s say one car stops for a while. What happens to thenext vehicles?

LWR Model Relating speed, volume, and density

Page 20: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

LWR Model Relating speed, volume, and density

Page 21: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

LWR Model Relating speed, volume, and density

Page 22: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

LWR Model Relating speed, volume, and density

Page 23: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

We can identify regions of constant density. Theboundaries between these regions are shockwaves.

LWR Model Relating speed, volume, and density

Page 24: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Let’s label these regions I, II, III, and IV.

LWR Model Relating speed, volume, and density

Page 25: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Let’s look at a vertical slice of the trajectory diagram.

LWR Model Relating speed, volume, and density

Page 26: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

How quickly are these shockwaves moving? (In other words, when will thelink fill up?)

LWR Model Relating speed, volume, and density

Page 27: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Consider an arbitrary shockwave.

LWR Model Relating speed, volume, and density

Page 28: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

What rate are vehicles entering the shockwave?

LWR Model Relating speed, volume, and density

Page 29: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

What rate are vehicles leaving the shockwave?

LWR Model Relating speed, volume, and density

Page 30: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

These flow rates should be identical, since vehicles are not appearing ordisappearing at the shockwave. Thus

(uA − uAB)kA = (uB − uAB)kB

or

uAB =qA − qBkA − kB

LWR Model Relating speed, volume, and density

Page 31: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

The slope of the shockwaves on a trajectory diagram is theslope of the line connecting the points on the fundamentaldiagram.

LWR Model Relating speed, volume, and density

Page 32: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

LWR Model Relating speed, volume, and density

Page 33: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

PDE FORMULATION

Page 34: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

In general, the values of q, k , and u can vary with x and t, subject to thefundamental relationship and fundamental diagram. Denote these q(x , t),k(x , t), and u(x , t).

We can also define cumulative counts N as a function of x and t. Whileactual vehicle trajectories are discrete, we can “smooth” them so N(x , t)is continuous.

LWR Model PDE Formulation

Page 35: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

Flow and density are related to the cumulative counts:

q(x , t) =∂N(x , t)

∂t

k(x , t) = −∂N(x , t)

∂x

LWR Model PDE Formulation

Page 36: Lighthill-Whitham-Richards Model · LWR Model Relating speed, volume, and density The slope of the shockwaves on a trajectory diagram is the slope of the line connecting the points

The “solution” to the LWR problem is to find the values N(x , t), q(x , t),and k(x , t) such that

q(x , t) =∂N(x , t)

∂t

k(x , t) = −∂N(x , t)

∂x

q(x , t) = Q(k(x , t))

given boundary conditions (typically values of N for certain x and t)

Over the next few weeks, we will see several ways to solve this formulation.

LWR Model PDE Formulation