Title: Toward a new generation of traffic control systems
1Toward a new generation of traffic control systems
- Marco Zennaro
- Prof. Raja Sengupta
2Outline
- Current traffic control systems development
process - A new development process
- Case study
- Wireless communication, distributed computing and
traffic control systems - Distribution problems
- Proposed solution
- Approach advantages
3Todays traffic controllers
- Multiple control devices are currently in use
- 2070 controller
- General purpose computers
- Eagle 2001 (Motorola 68360 microprocessor, 25
MHz, 4MB RAM) - OS-9 operative system
- Operating as a special purpose devices
- Implement a standard set of rule of operations
- pre-defined rules that can be tuned
- It is difficult to operate these systems
according to non-standard rules
4Traffic control system development process
- The traffic control engineers develop a new
traffic control system design - The new design is given to a vendor to be
implemented - Problems
- What if there is no budget to contract an EE to
develop the system? - What if the system returned by the vendor does
not behave as expected? - Proposed approach
- ENABLE the traffic control engineers to implement
the systems - CLOSE the gap between design and implementation
?
5Proposed approach
- Develop an integrated software suite that
automatically translate the design into
executable code - TTCS Tools for the development of traffic
control systems - Design / Simulation environment abstract from the
low level details - Control logic can be expressed at high level (as
a mathematical equation for example) - Low level hw related (often platform specific)
issues hidden from the control designer - The controller logic design is automatically
converted into executable code - No need to hire electrical engineers to turn the
design into low-level C code - Potential advantages Cost reduction, reduction
of level of expertise needed
6TTCS Tools for the development of traffic
control system
Design tools
Executable code
Automatic compilation
pc104.exe
motorola.exe
Interface with Simulator
Interface with 2070
NTCIP
HW
Traffic Simulator
Interface with Control
2070
PC104
7Design tool Simulink
- High level language for control design control
laws can be expressed as a difference /
differential equation - Synchronous abstraction time is a sequence of
instants - Interconnected blocks declare the relation
between their input and outputs
Source Yuwei Li, Wei-Bin Zhang, Summary of
requirements Los Angeles Transit Priority
System, UCBerkeley
8Design tool Simulink
- The developed control system design is then
AUTOMATICALLY converted into executable code for
target architecture using RealTime Workshop. - No need to worry about low-level hardware
details - No need to hire an expert for the implementation
9Traffic Simulator / 2070 Interface
- In order to design a traffic control system is
necessary to test the design in a simulated
environment - Software simulation (e.g. Paramics, Vissim,
etc.) - Hardware in the loop simulation (e.g. PATH
arterial traffic/transit lab) - Currently under development
- Interface with the PATH HIL system
- Interface with sw traffic simulator
- Interface with 2070s
10Preliminary results
- Simulink 2 Traffic Simulation Interface
- Under development (currently in third beta)
- Socket based
- Interface with the traffic simulator used in the
PATH traffic lab - Simulink 2 2070 interface
- Design stage
- NTCIP based
Simulink (CONTROL) C(k) D(k-1) .
PATH traffic lab traffic simulator
TCP sockets
TCP sockets
S2TS
11Traffic Controller implemented so far
- Implemented
- pre-timed 2 phases NEMA control
- pre-timed 4 phases NEMA control
- Semi-actuated control
- Currently implementing
- Coordinated pre-timed control
- LADOT ACTS
- Abu-Lebdehs Integrated Adaptive-Signal
Dynamic-Speed Control
12Case study 1 pre-timed NEMA ring
- cycle_timek timek mod cycle_length
? 2 cycle_timeK gt cycle_length phase_split
Phasek ?
? 4 otherwise
Source Signalized Intersections Information
Guide. Chapter 4 Traffic Design and
Illumination, USDOT FHWA-HRT-04-091
13Case study 2 Semiactuated
- Semi-actuated intersection
- Minor road get a green only when actuated
- Green on both directions need to last at least
min_green seconds
? Phase_ACTk stop_line_sensor_activatedk
Phasek ?
? Phase_NACTk NOT stop_line_sensor_activatedk
? 2 (Phasek-1 2) AND (Main_in_greenk lt min_green)
Phase_ACTk ?
? 4 otherwise
14Todays traffic controllers
- Networked devices
- coordinate operations
- remote control
- National Transportation Communications for ITS
protocol (NTCIP) set of standards - Universal Traffic Data Format (UTDF)
- 2070 controller I/O communication ports and
sensors (Ethernet, serial, etc) - It is difficult to operate these distributed
systems according to non-standard operation
rules - Distributed system are harder to program
communication, heterogeneity, synchronization,
etc issues
15Case study LADOT ATCS approach
- In the mid-1990s LADOT recognized the
difficulty to maintain and enhance the system
because of the low-level programming language it
required - Centralized approach
Adaptive Traffic Control System
Source Yuwei Li, Wei-Bin Zhang, Summary of
requirements Los Angeles Transit Priority
System, UCBerkeley
16Case study Southern Queensland (AU)
- Scenario
- Small town (20 signals)
- 400 Km away from the TMC
- Wired communication infrastructure too expensive
(1,000/yrkm) - Wireless (mesh) DSL (67 savings over initial
and operational costs)
Source ITS International, March/April 2006 issue
17Lesson learned
- Wireless is cheap and easy but
- Bandwidth is limited
- Higher data loss
- Distributed systems are harder to program
- Main gain was obtained adding
- Flexibility
- Upgradeability
- Examples
- Switching from dedicated communication networks
(e.g. the one used in ACTS) to an open IP
architecture - Modular code (subsystem can be easily plugged-in
/ upgraded without impacting the rest of the
system)
Source ITS International, March/April 2006 issue
18Research question
- Can Simulink system be distributed over
communication networks while preserving their
semantic (i.e. behave as in simulation) and the
modular structure (so that local changes can be
handled locally)?
Embeeded System (2070)
Simulink
Control
Embeeded System (PC104)
Control (Executable code)
Interface with Simulator
Embeeded System (170)
Traffic Simulator
Interface with Control
Control (Executable code)
19Answer
- NO
- No support for code distribution
- Compiled code is NOT modular!
Cycle length control
Phase split control
Offset control
2070 controller
dependencies
20Compilation scheme problem
- Computations (read input, write outputs, internal
computations) need to be carried sequentially - The compiler fixes a computation order to avoid
deadlocks - Algorithm choosing any linearization of the I/O
causality relation and execute computations in
that order
Input 1
Output 1
Input 2
Output 2
21Compilation scheme problem
- Computations (read input, write outputs, internal
computations) need to be carried sequentially - The compiler fixes a computation order to avoid
deadlocks - Algorithm choosing any linearization of the I/O
causality relation and execute computations in
that order
4
3
Input 1
Output 1
1
2
Input 2
Output 2
22Compilation scheme problem
- Computations (read input, write outputs, internal
computations) need to be carried sequentially - The compiler fixes a computation order to avoid
deadlocks - Algorithm choosing any linearization of the I/O
causality relation and execute computations in
that order
4
3
Input 1
Output 1
1
2
Input 2
Output 2
23Formal framework
- Step 1 Develop a formal framework where to
investigate the question theoretically - A modified version of the Synchronous Transition
System1 (STS) formalism has been used to model
Simulink - Standard Reactive Automata2 (RA) formalism has
been used to model the executable sequential
code - The semantic is given in terms of traces3
- 1 Manna, Pnueli, The temporal logic of
reactive and concurrent systems, Springer-Verlag
1992 - 2 Caillaud, Caspi, Girault, Jard, Distributing
automata for asynchronous network of processors,
European Journal on Automated Systems, 1997 - 3 Benveniste, Caillaud, Guernic,
Compositionality in dataflow synchronous
languages specification and distributed code
generation. Information and Computation (2000)
24First result
- We define the map ? from RA to FSTS traces as
Benveniste3 - Implementation theorem given the map ? from RA
to STS traces the implementation map ? has the
following property for all STS s and RA r the
following holds - That is to say the RA r that implements the
FSTS s has the same set of behaviors of s. - 3 Benveniste, Caillaud, Guernic,
Compositionality in dataflow synchronous
languages specification and distributed code
generation. Information and Computation (2000) - 4 Zennaro, Sengupta, Distributing Synchronous
Systems with Modular Structure, IEEE CSS
Conference on Decision and Control, 2004 - 5 Zennaro, Sengupta, "Distributing Synchronous
Programs Using Bounded Queues", 5th ACM
International Conference on Embedded Software
(EMSOFT), 2005
25Second result
- Monomorphism ? is a monomorphism between (FSTS,
xSTS) and (RA, xRA). The following must hold for
all FSTS s1 and s2 and RA r1 and r2
4 Zennaro, Sengupta, Distributing Synchronous
Systems with Modular Structure, IEEE CSS
Conference on Decision and Control, 2004 5
Zennaro, Sengupta, "Distributing Synchronous
Programs Using Bounded Queues", 5th ACM
International Conference on Embedded Software
(EMSOFT), 2005
26Second result
- That is to say
- Since xRA can be implemented across networks,
since ? maps FSTS to RA with the same behavior,
we can implement an FSTS as a distributed RA
system - Synchronous program can be implemented across
networks taking full advantage of concurrency
while preserving the synchronous semantic - The implemented FSTS system maintain the modular
structure of the original FSTS system Because of
it changes can be handled locally
27From theory to practice
- Step 2 Based upon this theoretical framework, we
built a library to use with Simulink for the
development of Modular Distributed Systems (MDS)
library6
Source Zennaro, Sengupta, "Distributing
Synchronous Programs Using Bounded Queues", 5th
ACM International Conference on Embedded Software
(EMSOFT), 2005
28Research question
- Can Simulink system be distributed over
communication networks while preserving their
semantic (i.e. behave as in simulation) and the
modular structure (so that local changes can be
handled locally)? YES
Embeeded System (2070)
Simulink
Control
Embeeded System (PC104)
Control (Executable code)
Interface with Simulator
Embeeded System (170)
Traffic Simulator
Interface with Control
Control (Executable code)
29A more sustainable approach to traffic control
systems
- Developing countries are most affected by road
traffic accidents - The available budget is limited
- Experts availability may be limited
- The presented approach
- reduce the development / deployment /
maintenance / upgrade costs - reduce the required level of expertise
- Relying on
- Cheaper hw
- Appropriate sw environment
30Computing platforms trend
31Technology penetration
- Data source Telecom Regulatory Authority of India
32Conclusion
- Modern traffic controllers are sophisticated
general purpose computers that are hard to
program for non standard operation rules - The proposed software environment simplify the
development of the system automatically
converting the high level design into executable
code - Modern traffic controllers can be interconnected
for remote or coordinate control. Again they are
hard to program to follow non standard operation
rules - Wireless technologies can be used to reduce the
system cost - Simulink does not support distributed
compilation - The proposed compilation scheme allow distributed
modular compilation of Simulink systems - The cost and level of expertise reduction makes
the technology more accessible
33Questions?
- Software download
- TTCS http//ttcs.zennaro.net
- Related publications
- Zennaro, Sengupta, Modular Composition of
Synchronous Programs Applications to Traffic
Signal Control, submitted to ACM Transaction on
Embedded Computing Systems. - Zennaro, Sengupta, Distributing Synchronous
Programs Using Bounded Queues, a coordinated
traffic signal application, University of
California at Berkeley, Intelligent
Transportation Studies, UCB-ITS-RR-2005-4, May
2005 - Zennaro, Sengupta, Distributing Synchronous
Programs Using Bounded Queues , 5th ACM
International Conference on Embedded Software
(EMSOFT'05), December 2005 - Zennaro, Sengupta, Distributing Synchronous
Systems with Modular Structure, IEEE 2004 44th
Conference on Decision and Control, December 2004
34(No Transcript)
35Extra slides
36Western solutions
- Increasing system complexity
- single traffic light operating according to
pre-timed plans - actuated system able to sense and respond to
traffic conditions - coordinated intercommunicating traffic lights
along an arterial - systems able to accommodate different traffic
priorities.
37Previous experiences lesson learned
- Previous experiences
- Computers
- Computer networks
- Telephones
- Similar trends
- Started as
- expensive solutions
- shared by elite experts
- To became
- affordable mass gadgets
- Used everywhere around the world (120 mil cells
in India) - What made this possible?
38ENIAC
Operators / Device
Intel 4004
ENIAC (1946) Cost 500,000
Apple II
Lotus 123
IBM 5150
Apple Newton
IPOD
Mainframe (costly, tens of operators per machine)
Minicomputer (less costly, ten operators per
machine)
Microcomputer (affordable, few operators per
machine)
Personal computer (affordable, one operator per
machine)
PDAs, (many machines per person)
time
1946
today
1970
39Apple 2 (1977) Cost 1298
ENIAC
Operators / Device
Intel 4004
Intel 4040 (1971) Cost 1000
Apple II
Lotus 123
IBM 5150
Apple Newton
IPOD
Mainframe (costly, tens of operators per machine)
Minicomputer (less costly, ten operators per
machine)
Microcomputer (affordable, few operators per
machine)
Personal computer (affordable, one operator per
machine)
PDAs, (many machines per person)
time
1946
today
1970
40ENIAC
Operators / Device
Intel 4004
IMB 5150 (1981) Cost 1,565
Apple II
Lotus 123
IBM 5150
Apple Newton
IPOD
Mainframe (costly, tens of operators per machine)
Minicomputer (less costly, ten operators per
machine)
Microcomputer (affordable, few operators per
machine)
Personal computer (affordable, one operator per
machine)
PDAs, (many machines per person)
time
1946
today
1970
41ENIAC
Apple IPOD (2001) Cost 299
Operators / Device
Intel 4004
Apple Newton (1993) Cost 1000
Apple II
Lotus 123
IBM 5150
Apple Newton
IPOD
Mainframe (costly, tens of operators per machine)
Minicomputer (less costly, ten operators per
machine)
Microcomputer (affordable, few operators per
machine)
Personal computer (affordable, one operator per
machine)
PDAs, (many machines per person)
time
1946
today
1970
42Outline
- Problem statement
- Lesson learned from similar experiences
- Case study Southern Queensland Traffic Control
System - Proposed approach
- Achievements
- Current and future work
43What made this possible?
- System life-cycle
- Cost reduction in the initial investment
- ENIAC 500,000
- PC lt1,000
- Simplified deployment
- ENIAC team of scientist
- PC single operator (undergrad)
- Simplified maintenance
- ENIAC team of scientist
- PC automatic / single admin can monitor multiple
systems - Simplified upgrade
- ENIAC system shutdown
- PC plug-and-play
44Research problem
- This is due to the existing gap between
- Simulation environment
- Used during the design phase
- Must hide implementation details, traffic control
designer should not be concerned of low level
hardware details - Implementation environment
- Used in the development phase
- Need to address low level details
- GOAL close the gap between design and
implementation
45Road Traffic Injury Problem
- Problem size
- 1.2 million death worldwide
- 20 million injured people
- Disparity between high-income country and the
rest of the world - Less than 130,000 fatalities in high income
country - Second cause of death on the 5 to 29 y.o.
population in low and middle income country - Car accident ranks 8th in the global burden of
disease and injuries (DALYs scale)
Source Pedan et all, The injury Chart Book,
WHO, Geneva 2002
46Transportation Trend
Data source http//www.photius.com
47Accidents trend
Source A. Sarna, Improving Road Safety in
Developing Countries Workshop presentation, 2006
48Road Traffic Injury Problem
Source Mathers et al. Updated projections of
Global mortality and Burden of Disease, WHO 2005
49Traffic control system design process
- The traffic control engineers develop a new
traffic control system design
50Traffic control system design process
- The traffic control engineers develop a new
traffic control system design - The new design is given to a vendor to be
implemented
51Traffic control system design process
- The traffic control engineers develop a new
traffic control system design - The new design is given to a vendor to be
implemented - Problems
- What if there is no budget to contract an EE to
develop the system? - What if the system returned by the vendor does
not behave as expected? - Proposed approach
- ENABLE the traffic control engineers to implement
the systems - CLOSE the gap between design and implementation
?
52The vision
Simulink
Embeeded System (2070)
Control
RT Workshop Our libraries
Embeeded System (PC104)
Control (Executable code)
Simulated system
Control (Executable code)
Embeeded System (170)
- Use the same development process to design the
control code and compile into code to be executed
on the traffic controllers.
Control (Executable code)
53Achievements
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swsv !w(sw)
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- We implement synchronous subsystems as
asynchronous reactive automata with an equivalent
behavior - We compose automata using rendezvous composition
and we prove that every behavior of the resulting
system can be mapped to a behavior of the
original system
54Achievements
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sz2su !z(sz)
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swszsv!w(sw)
- The proposed approach take full advantage of
concurrency while hiding the complexity of the
interleaving from the user - We proved that the proposed approach maps
causal-loop free synchronous systems into
dead-lock free asynchronous systems
55Achievements
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vk 2 uk
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- A local change requires only local re-compilation
(i.e. the modularity of the synchronous system is
preserved in its asynchronous equivalent)
56Achievements
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vk 2 uk
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- Local change requires only local re-compilation
(i.e. the modularity of the synchronous system is
preserved in its asynchronous equivalent)
57Case study ASDS control system
- Step 3 Implement some simple traffic control
system as a proof of concepts - Adaptive-Signal Dynamic Speed Control
- GOAL minimize delay and number of stops
- IDEA
- treat speed as a control variable
- drivers choice is link optimal while ASDS can
select a system-optimal speed - Source Abu-Lebdeh, Integrated Adaptive-Signal
Dynamic-Speed Control of Signalized Arterials",
5th ACM International Conference on Embedded
Software (EMSOFT), 2005
58Case study ASDS control system
- The alternative control scheme was developed
using Simulink and run over wirelessly connected
laptops
59Case study 1 Paramics
60Case study Simulink
61Case study 2 Paramics
62Case study 3 Paramics
63Case study 3 Simulink
64Case study 3 Simulink
65ENIAC
Apple IPOD (2001) Cost 299
Operators / Device
Intel 4004
ENIAC (1946) Cost 500,000
Apple II
Lotus 123
IBM 5150
Apple Newton
IPOD
Mainframe (costly, tens of operators per machine)
Minicomputer (less costly, ten operators per
machine)
Microcomputer (affordable, few operators per
machine)
Personal computer (affordable, one operator per
machine)
PDAs, (many machines per person)
time
1946
today
1970
66Technology penetration
- Data source Telecom Regulatory Authority of India
67Toward a sustainable approach to traffic control
systems
- Sustainable approach
- Abating the cost in each phase of the system life
cycle - Leveraging on embedded computing and wireless
technologies (cost reduction) - Abating the level of expertise required to
develop / deploy / maintain the system
(simplification) - Leveraging on suitable software environments
68TTCS Tools for the development of traffic
control system
Design tools
Executable code
Automatic compilation
1.exe
2.exe
Interface with Simulator
Interface with 2070
NTCIP
HW
Traffic Simulator
Interface with Control
2070
PC104
69Case study 2 Utah intersection
- Multi lane intersection (somewhere, Utah)
- Pre-timed 4-phases NEMA ring