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PROPORTIONALLY
FAIR SCHEDULING
FOR TRAFFIC LIGHT
NETWORKS
Neil Walton
University of Manchester
Joint work with Peter Kovacs, Tung Le, Rudesindo
Núñez-Queija, Hai Vu.
Urban road traffic
Urban road traffic
• Densely populated urban areas
• Increasing demand
• Policy Objectives: Decentralized,
optimal, stable, adaptive,
scalable, non-anticipative
Outline
I. Proportionally fair policy
II. Choice of cycle lengths
A. The square root rule
B. Connection with the capacity
region
III. Stability results
I. Proportionally fair policy –
notation
 
 
Road network:
I. Proportionally fair policy –
cycles 
       
    
     
I. Proportionally fair policy –
service
Setup phase
 
 
 
Linear phase
I. Proportionally fair policy –
control
• Cycle lengths – in advance
• Proportions allocated to phases – cycle
to cycle
Restrictions:
• Every phase needs to be enacted
• Every switch requires a switching
period of constant length
I. Proportionally fair policy
• Estimate the expected queue lengths,
• Determine cycle lengths for each junction by
the square root rule:
• Allocate green times by the optimization
problem
II. Choice of cycle length
Trade-off between capacity and average
waiting times:
• Shorter cycles provide shorter average
waiting times in a stable system
• Longer cycles provide broader capacity
region
What is the optimal scaling of cycle
lengths?
II.A The square root rule
Polling model for a single junction:
 
 
 
 
II.A The square root rule
Use the following notation for the expected
cycle length,
Introduce condition which imposes similarity
to proportional fairness:
Stability condition:
II.A The square root rule
Formula for the expected queue lengths as a
function of the expected cycle length,
• PF-condition
• Little’s Law:
• Relation:
II.A The square root rule –
symmetric case
 
II.A The square root rule –
heavy traffic
 
II.B Network capacity
Possible
schedules
 
  Load in
queue 1
Load in
queue 2
Problems:
• Admissible set of rates < Capacity
region?
• Convexity?
II.B Network capacity
• Switching times and setups decrease the set
of admissible rates
• In longer cycles these effects are present to
a lesser extent
• We can find sufficient cycle lengths where
these problems vanish:
III. Stability results – routes
 
   
 
 
III. Stability results –
dynamics
• Route-wise accounting for queueing
dynamics:
• External arrivals are assumed to be
Poisson on every route, thus they are
Poisson for every in-road with
III. Stability results – fluid
limit
With the assumption that vehicles
on separate routes are distributed
homogeneously on the in-roads the
fluid limit is as follows:
III. Stability results – main
theorem
Proof: by Lyapunov-function.
THANK YOU
FOR YOUR
ATTENTION!

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Proportionally fair scheduling for traffic light networks

  • 1. PROPORTIONALLY FAIR SCHEDULING FOR TRAFFIC LIGHT NETWORKS Neil Walton University of Manchester Joint work with Peter Kovacs, Tung Le, Rudesindo Núñez-Queija, Hai Vu.
  • 3. Urban road traffic • Densely populated urban areas • Increasing demand • Policy Objectives: Decentralized, optimal, stable, adaptive, scalable, non-anticipative
  • 4. Outline I. Proportionally fair policy II. Choice of cycle lengths A. The square root rule B. Connection with the capacity region III. Stability results
  • 5. I. Proportionally fair policy – notation     Road network:
  • 6. I. Proportionally fair policy – cycles                    
  • 7. I. Proportionally fair policy – service Setup phase       Linear phase
  • 8. I. Proportionally fair policy – control • Cycle lengths – in advance • Proportions allocated to phases – cycle to cycle Restrictions: • Every phase needs to be enacted • Every switch requires a switching period of constant length
  • 9. I. Proportionally fair policy • Estimate the expected queue lengths, • Determine cycle lengths for each junction by the square root rule: • Allocate green times by the optimization problem
  • 10. II. Choice of cycle length Trade-off between capacity and average waiting times: • Shorter cycles provide shorter average waiting times in a stable system • Longer cycles provide broader capacity region What is the optimal scaling of cycle lengths?
  • 11. II.A The square root rule Polling model for a single junction:        
  • 12. II.A The square root rule Use the following notation for the expected cycle length, Introduce condition which imposes similarity to proportional fairness: Stability condition:
  • 13. II.A The square root rule Formula for the expected queue lengths as a function of the expected cycle length, • PF-condition • Little’s Law: • Relation:
  • 14. II.A The square root rule – symmetric case  
  • 15. II.A The square root rule – heavy traffic  
  • 16. II.B Network capacity Possible schedules     Load in queue 1 Load in queue 2 Problems: • Admissible set of rates < Capacity region? • Convexity?
  • 17. II.B Network capacity • Switching times and setups decrease the set of admissible rates • In longer cycles these effects are present to a lesser extent • We can find sufficient cycle lengths where these problems vanish:
  • 18. III. Stability results – routes          
  • 19. III. Stability results – dynamics • Route-wise accounting for queueing dynamics: • External arrivals are assumed to be Poisson on every route, thus they are Poisson for every in-road with
  • 20. III. Stability results – fluid limit With the assumption that vehicles on separate routes are distributed homogeneously on the in-roads the fluid limit is as follows:
  • 21. III. Stability results – main theorem Proof: by Lyapunov-function.