paper review: ami technology helps to sustain speed while merging

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Paper Review: AmI Technology Helps To Sustain Speed While Merging A Data Driven Simulation Study on Madrid Motorway Ring M30

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Paper Review: AmI Technology Helps To Sustain Speed While Merging. A Data Driven Simulation Study on Madrid Motorway Ring M30. Objectives & Results. To determine whether or not vehicle speed can be sustained while merging onto a motorway, leading to more harmonious integration of merging cars - PowerPoint PPT Presentation

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Page 1: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Paper Review:AmI Technology Helps To Sustain Speed

While Merging

A Data Driven Simulation Study on Madrid Motorway Ring M30

Page 2: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Objectives & ResultsTo determine whether or not vehicle speed can be

sustained while merging onto a motorway, leading to more harmonious integration of merging cars

Simulations showed that with Ambient Intelligence technology:

1. Increase in road throughput – 14% increase2. Reduced variance in traffic flow

Page 3: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline

I. Motivation

II. Object of Study: The Madrid Motorway

III. Achievement of Traffic Merging

IV. CA-Based Simulation

V. Conclusions

Page 4: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: MotivationMerges on crowded motorways are a major

influence on traffic fluidity and on road safetyI. Safety rules are disregardedII. Related work: no general solution for mergingIII. Research Hypothesis

I. To reduce merging delays Ambient Intelligence (AmI) technology was applied as an assistance system to help drivers make decisions

Page 5: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Motivation

Cellular Automata (CA) based simulation model, operating data driven and continually evaluating lane change possibilities- Discrete model used in computability theory, mathematics, etc.

Page 6: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Object of Study – The Madrid Motorway

M30 Motorway • Built in 1970• 32.5km (20.2 miles)• 300,000 vehicles/day• 500,000 passengers/day

Page 7: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Object of Study – The Madrid MotorwayIntelligent Transport System

(ITS) controls the open air and buried tunneled roads

2km -segment used for real traffic flow analysis

• Peak: 7,290 veh/hr• 87,800 veh/workday• Traffic shapes repeat each day• Lower & upper main road: 3

lanes

Page 8: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Object of Study – The Madrid Motorway

Page 9: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Object of Study – The Madrid Motorway

Page 10: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: Achievement of Traffic MergingReal traffic flow analysis:1. During high traffic situations, driver is highly focused on

safely steering car from ramp onto main road2. General optimization problem:• Drivers often keep rightmost lane instead of changing the lane early• Range of visibility: 100’s of meters (normal conditions), shortened in

dense traffic/bad weather

AmI Solution:3. Vibro-tactile notification integrated into seat4. Extending range of perception:

1. Inform driver of upcoming merging section2. Overrule driver’s decision to keep on driving on current lane

Page 11: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Outline: CA-Based SimulationData Driven Simulation• 14% increase in throughput

Control Experiment• Up to 9% increase in throughput from lower to higher

perception coupled with decreasing inter-car lane changing distance

Page 12: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Details

For observed throughput of 5,270 vehicles/hour with average spacing of 50.94m, simulated throughput was 6,000veh/h with inter-car spacing of 52.20m

Throughput vs inter-car gaps. Range of perception of driver has almost no effect on throughput for high density traffic

Page 13: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Details

Generated one of hour constant traffic for upper and lower at a rate of 3000 veh/h and 6000veh/h. Up to a 9% increase in throughput

Throughput vs inter-car gaps for artificial traffic at a rate of 6,000veh/h

Page 14: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Details

Page 15: Paper Review: AmI  Technology Helps To Sustain Speed While Merging

Details

Iner-Car Spacing=10m

Iner-Car Spacing=25m

Iner-Car Spacing=50m

Through put at logging point (L16) for perception range 100m over a 10-hour time period

Page 16: Paper Review: AmI  Technology Helps To Sustain Speed While Merging