Computing and Networking Challenges in the Transportation CPS Rudra Dutta Department of Computer...
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Transcript of Computing and Networking Challenges in the Transportation CPS Rudra Dutta Department of Computer...
Computing and Networking Challenges in the Transportation CPS
Rudra DuttaDepartment of Computer Science, NCSUNSF DriveSense Workshop, October 2014, Norfolk, VA
Rudra Dutta, CSC, NCSU, Fall, 2014 2
Personal Perspective• Analytics, coupled by sensing/actuating to
transportation infrastructure can enable a variety of innovative applications– Analytics computing– Sensing/Actuation computing, communications
• Computing, networking, and transportation together form a cyber-physical system– Requires an ecosystem of capabilities, which produce
research and development challenges• What are the problem areas, and important
problems?
Rudra Dutta, CSC, NCSU, Fall, 2014 4
Example Application• Congestion information fed over ad-hoc network to drivers –
model resulting mobility• Patwa and Dutta, ICCCN 2007
Information plane
Physical plane
Sensecongestion
(low speed)
Provide notificationto driver
disseminate
Modify behavior
Rudra Dutta, CSC, NCSU, Fall, 2014 5
Issue: Coupled Network and Congestion• Requires joint modeling• Microscopic simulation• Macroscopic modeling using Klar et al’s dense gas mesoscopic
model• Reasonable agreement
Rudra Dutta, CSC, NCSU, Fall, 2014 6
Surprising Coupling at Intermediate Regime• The very success of the network causes it to disconnect
– As drivers exit in advance of congestion– Reconnects as subsequent drivers join congestion– Sets up oscillatory behavior
Rudra Dutta, CSC, NCSU, Fall, 2014 8
Surprising Coupling at Intermediate Regime
(a) CWMsg Lifetime = 1 (b) CWMsg Lifetime = 50
Width of Cavity
Rudra Dutta, CSC, NCSU, Fall, 2014 9
Research Problem Areas• Sensing
– Observation of driving behavior– Onboard multi-sensor (similar to i2D) – design– External visual – other vehicles, poles, drones?– Observation of driver: biometrics
• Actuation– Onboard: driver notifications, safety overrides– Traffic lights, lane reversals, police dispatch
Rudra Dutta, CSC, NCSU, Fall, 2014 10
Research Problem Areas• Communication
– Opportunistic, multimode– Privacy preserving
• Analytics– Local pre-processing of sensor data, local realtime
decisions– Fusion of big data – usual V3 challenge– Sharing sensed data in cloud with anonymity,
privacy
Rudra Dutta, CSC, NCSU, Fall, 2014 11
CentMesh Facility at NCSU
• CentMesh : a project to build a versatile, open source shared resource on campus
• Provide an active testbed to support research and instruction on wireless networks
• Part of NCSU’s “Living Laboratory” vision• An extensible, programmable, open, real outdoor
wireless network• A teaching and research resource at NCSU
Centennial• centmesh.csc.ncsu.edu
Rudra Dutta, CSC, NCSU, Fall, 2014 13
Who Built CentMesh ?
• Homemade !– Built by NCSU student researchers– CoTS hardware, open-source and NCSU-developed
software– Guided by NCSU faculty– Funded by Army Research Office and NCSU– Operationalized by Institute of Technology of Next
Generation (ITng), NCSU
Firefighting Drones Challenge
Control Module - Input from joystick - Input from sensors - Plan motion - Command airframe
Operator Control & Feedback - Make operator joystick commands available to Control - Make IR/camera video available to operatorSensor Package
- 360 obstruction detection - Make fused sensor data available to Control
Airframe - VTOL, hover capability - Light, small - Payload capacity - Accept motion directives from Control
Rudra Dutta, CSC, NCSU, Fall, 2014 14