sensors and safety measures for pedestrians in crosswalks · sensors and safety measures for...
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![Page 1: Sensors and Safety Measures for Pedestrians in Crosswalks · Sensors and Safety Measures for Pedestrians in Crosswalks. Sept 30, 2015 MTC Tech Transfer Seminar 1 Introduction •](https://reader030.vdocuments.us/reader030/viewer/2022040118/5e1eaacf6ddc0c02234e5368/html5/thumbnails/1.jpg)
MTC- Tech Transfer SeminarATM Strategies for Arterials
Sept 30, 2015Oakland, CA
Christopher Flores,Director, Product Management
Sensys Networks
Sensors and Safety Measures for Pedestrians in Crosswalks
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Sept 30, 2015 MTC Tech Transfer Seminar 1
Introduction
• Data fusion of Intersection detection data (vehicles, pedestrians) and signal event data to provide analytics for intersection mobility and safety– Builds on existing intersection infrastructure– Non-intrusive : does not affect controller operations
• Uses– 24x7 monitoring/data collection– Intersection mobility performance measurement– Multi-modal / Pedestrian mobility and safety analytics– Vehicle safety and conflict analysis
SAMS – Safety and Mobility System - Project
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Sept 30, 2015 MTC Tech Transfer Seminar 2
SAMSSystem Configuration
• No controller access required.• Quick installation/upgrade.
Test site in Danville, CA
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Sept 30, 2015 MTC Tech Transfer Seminar 3
Pedestrian detection
Sensys MicroRadar : parking/bicycle/pedestrian detection • In-ground sensor transmit high frequency RF pulses and measure
reflections.• For pedestrians, detection zone covers 2-8 ft.• Sampling rate of 1 – 8 Hz• Can detect stationary/moving pedestrians.
MicroRadar
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Sept 30, 2015 MTC Tech Transfer Seminar 4
Pedestrian detectionField setup
Installation at Diablo/Green Valley
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Sept 30, 2015 MTC Tech Transfer Seminar 6
Pedestrian detection
• Generate detection events – Detect event – Time corresponding to object entering zone of
detection – Undetect event – Time corresponding to object leaving
detection zone
• Data filtering, for sensors inside crosswalk– Bulk data analysis for vehicle/ped differentiation– Signal phase information – to segregate active pedestrian
signal– Data fusion with magnetometers, to flag vehicle detection
events
Data processing
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Sept 30, 2015 MTC Tech Transfer Seminar 7
Pedestrian DetectionDemo
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Sept 30, 2015 MTC Tech Transfer Seminar 8
Applications - Safety
• Indirect safety/exposure statistics– Cycle by cycle pedestrian occupancy, along with
conflicting vehicle counts– Obtained with limited detection setup
• Direct safety/exposure statistics– Measure and reliably detect vehicle/pedestrians
within the crosswalk– Obtained with enhanced coverage of crosswalk
Pedestrian safety.
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Sept 30, 2015 MTC Tech Transfer Seminar 9
Applications - Safety
• Cycle by cycle pedestrian occupancy obtained using data fusion.• A proxy for pedestrian counts (which are difficult to measure).
Crosswalk occupancy/utilization with limited detection
Measure at center of crosswalk
Total Occupancy time – 1s
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Sept 30, 2015 MTC Tech Transfer Seminar 10
Applications - Safety
• Cycle by cycle pedestrian occupancy obtained using data fusion.• A proxy for pedestrian counts (which are difficult to measure).
Crosswalk occupancy/utilization with limited detection
Measure at center of crosswalk
Total Occupancy time – 2.2s
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Sept 30, 2015 MTC Tech Transfer Seminar 11
Applications - Safety
• Cycle by cycle pedestrian occupancy obtained using data fusion.• A proxy for pedestrian counts (which are difficult to measure).
Crosswalk occupancy/utilization with limited detection
Measure at center of crosswalk
Total Occupancy time – 12.8s
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Sept 30, 2015 MTC Tech Transfer Seminar 12
Applications - SafetyCrosswalk occupancy/utilization with limited detection
0 0.1 0.2 0.3 0.4 0.5 0.6 0.70
5
10
15
20
Crosswalk utilization Time
Num
ber o
f ins
tanc
es
C𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟𝑟 𝑢𝑢𝑢𝑢𝑢𝑢𝑟𝑟𝑢𝑢𝑢𝑢𝑟𝑟𝑢𝑢𝑢𝑢𝑟𝑟𝑢𝑢 𝑟𝑟𝑟𝑟𝑢𝑢𝑢𝑢𝑟𝑟
=𝑇𝑇𝑟𝑟𝑢𝑢𝑟𝑟𝑟𝑟 𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑃𝑟𝑟𝑢𝑢𝑟𝑟𝑢𝑢𝑟𝑟𝑢𝑢 𝑟𝑟𝑜𝑜𝑜𝑜𝑢𝑢𝑜𝑜𝑟𝑟𝑢𝑢𝑜𝑜𝑜𝑜𝑇𝑇𝑟𝑟𝑢𝑢𝑟𝑟𝑟𝑟 𝑃𝑃𝑃𝑃𝑃𝑃 𝑊𝑊𝑟𝑟𝑟𝑟𝑟𝑟 + 𝐹𝐹𝐹𝐹𝑊𝑊
• Uses– Dynamic Right turn
on red signs.• Determine portions of
day when pedestrian crosswalk usage is heavy, and dynamically not allow right turns on red.
– Determine Time of day pedestrian signal actuation schedule.
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Sept 30, 2015 MTC Tech Transfer Seminar 13
Applications - Safety
• Compare proportion of time a car, pedestrian occupies the far side of the crosswalk. (Measure of conflicts).
Vehicle obstruction of pedestrian signals – Cycle by cycle measures..
0 5 10 15 200
1
2
3
4
5
6
7
8
9
Pedestrian occupancy [s]
Car
Occ
upan
cy[s
]
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Sept 30, 2015 MTC Tech Transfer Seminar 14
Applications - Safety
• Red Light Violations.– Detect Red light violators, year round statistics.– Vehicle speeds for right turn on red.
• Yellow light behavior.– Determine statistics of vehicles crossing during yellow.
• Permissive left turns.– Compute headways gaps, and speeds in opposing through lanes.
• Intersection safety analysis.– Detect, capture conflicts.
Intersection safety characterization – Measuring rare events
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Sept 30, 2015 MTC Tech Transfer Seminar 15
Applications - SafetyRed light violations
SB – Through/Left turn shared lane
0 5 10 15 20 250
0.2
0.4
0.6
0.8Violator rate. All weekdays by Time of day
Time of Day [hr]
Rat
e pe
r 15
min
.
Total (6 months) - 666
0 5 10 15 20 250
0.2
0.4
0.6
0.8
1
Time of Day [hr]
Viol
atio
ns p
er 1
5 m
in.
Total violations by weekday over 6 months by Time of day
MonTueWedThuFri
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Sept 30, 2015 MTC Tech Transfer Seminar 16
Safety-Critical Dynamics in Multi-Modal Transportation Systems
• Evaluating multi-modal safety at signalized intersections using surrogate measures of traffic safety
• Emphasis on routine monitoring over long periods of time so as to develop and validate theories with statistical significance
• A report card of multi-modal safety-critical dynamics:– Layer 1: Volume counts/mode shares– Layer 2: Mode-specific safety-critical dynamics (red-light
running, jaywalking)– Layer 3: Multi-modal safety-critical dynamics (cars yielding
to pedestrians)
Ongoing research by SafeTREC, UC Berkeley
2
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Sept 30, 2015 MTC Tech Transfer Seminar 17
SummaryIntersection Safety and Mobility System
• Reliable detection of
pedestrians and vehicles
• Independent of controller
• 24x7 Safety Measures
• Cross-walk Utilization
• Vehicle-Pedestrian
Occupancy
• Red Light Violations
• 24x7 Mobility Measures
• Turn Movement Counts
• V/C Ratios
• Signal Coordination
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MTC- Tech Transfer SeminarATM Strategies for Arterials
Sept 30, 2015Oakland, CA
Questions?
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Demo - Pedestrian crosswalk active15 25 46
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Demo - Pedestrian crosswalk active15 25 47
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Demo - Pedestrian crosswalk active15 25 48
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Demo - Pedestrian crosswalk active15 25 49
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Demo - Pedestrian crosswalk active15 25 50
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Demo - Pedestrian crosswalk active15 25 51
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Demo - Pedestrian crosswalk active15 25 52
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Demo - Pedestrian crosswalk active15 25 55
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