MHB A model based on two roads and traffic lights probability

AI Thread Summary
Julia is developing a probabilistic model for traffic light timing at an intersection with two roads, considering factors like traffic volume and sensor presence. She proposes a two-minute cycle where light timing is based on the probability of car arrivals on each road. The discussion highlights the complexity of traffic light management, suggesting that a simple 30-second interval may not suffice for optimal performance. Participants emphasize the need to account for various traffic conditions and network effects from nearby lights. The conversation invites further exploration of different modeling approaches and tools like MATLAB or Excel for implementation.
Juliayaho
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Hello this is Julia.
I wanted to build a model with a probability problem with the following.

Consider the intersection of two roads controlled by a traffic light. The model should consider probabilistic the arrival of automobiles in each direction. Then evaluate how you would set the timing for the length that the light is green in each direction.

These are some Factors that could be consider (Not all needed):
What if the traffic is very light in one road and very heavy in the other?
What if there are sensors to detect the presence of automobiles at the intersection?
What if there are no sensors?
What possible criteria could you use to determine the "goodness" of alternative timing schemes?
How does the optimal timing of the traffic light depend on different evaluation criteria?
What if you had to consider network effects such as two or more traffic lights relatively near each other, so that the timing at one light affects the arrival rates and optimal timing at others?This is what I think so far
Maybe all modern roads with heavy traffic require sensors now, so probability of traffic flow would not be relevant.

So if I have a two minute cycle with the lights and section the two minutes according to the probabilities assigned to the two roads. For example, if the probability that a car will arrive next in road A is P(A) = a, then the probability that a car will arrive next in road B is P(B) = 1 - a.

I could assign the lights "2a" for road A and "2(1-a)" for road B, then I think I need to decide about how long I will allow yellow/amber light from the green.Any ideas of how I can set it up? Or maybe any different ideas about a model involving traffic lights and those 2 roads?
Any help/thoughts will be much appreciated.
Thanks!

Ps. Not sure if its necessary to use mathlab or if I could use excel
 
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Re: A model based on 2 roads and traffic lights probability.

Hi Julia! :)

I've neglected to answer this thread of yours since the problem statement is really a bit too general, since these traffic light problems are really difficult.
I do not know if you're still interested, but let me make an initial statement.

In its simplest form you will want to distinguish 4 different situations.
Can you tell which ones?
The "first order" solution for that would be to set the traffic lights to green/red in each situation in 30 second intervals.
This is typically what work-in-progress traffic lights do.
Of course, in more realistic scenarios this is simply not good enough.

Care to join the discussion?
 
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