Intelligent Transportation System - I

Lecture Notes in Transportation Systems Engineering

Prof. Tom V. Mathew
 
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Contents

1 Overview
2 Introduction
3 ITS user services
 3.1 Travel and traffic management
  3.1.1 Pre trip information
  3.1.2 En-route driver information
  3.1.3 Route guidance
  3.1.4 Ride matching and reservation
  3.1.5 Traveler Services Information
  3.1.6 Traffic Control
  3.1.7 Incident Management
  3.1.8 Travel Demand Management
  3.1.9 Emissions Testing and Mitigation
  3.1.10 Highway Rail Intersection
 3.2 Public transportation operations
  3.2.1 Public Transportation Management
  3.2.2 En-Route Transit Information
  3.2.3 Personalized Public Transit
  3.2.4 Public Travel Security
 3.3 Electronic payment
 3.4 Commercial Vehicle operations
  3.4.1 Commercial Vehicle Electronic Clearance
  3.4.2 Automated Roadside Safety Inspection
  3.4.3 On-board Safety Monitoring
  3.4.4 Commercial Vehicle Administrative Processes
  3.4.5 Hazardous Materials Incident Response
  3.4.6 Freight Mobility
 3.5 Advanced vehicle control and safety systems
  3.5.1 Longitudinal Collision Avoidance
  3.5.2 Lateral Collision Avoidance
  3.5.3 Intersection Collision Avoidance
  3.5.4 Vision Enhancement for Crash Avoidance
  3.5.5 Safety Readiness
  3.5.6 Pre-Crash Restraint Deployment
  3.5.7 Automated Vehicle Operations (AVO)
 3.6 Emergency management
 3.7 Information management
 3.8 Maintenance and construction management
4 ITS Architecture
 4.1 National ITS architecture
 4.2 User services and their requirements
 4.3 Logical architecture
 4.4 Physical architecture
 4.5 Equipment packages
 4.6 Market package
5 ITS Planning
 5.1 Transportation planning and ITS
 5.2 Planning and ITS architecture
 5.3 Planning for ITS
 5.4 Integrating ITS into Transportation planning
6 Summary
Exercises
References
Acknowledgments
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1 Overview

Intelligent Transportation Systems (ITS) is the application of computer, electronics, and communication technologies and management strategies in an integrated manner to provide traveler information to increase the safety and efficiency of the road transportation systems. This paper mainly describes ITS user services, ITS architecture and ITS planning. The various user services offered by ITS have been divided in eight groups have been briefly described. The ITS architecture which provides a common framework for planning, defining, and integrating intelligent transportation systems is briefly described emphasizing logical and physical architecture. Integration of ITS in transportation planning process which follows a systems engineering approach to develop a transportation plan is also briefly described in this paper.

2 Introduction

Intelligent Transportation Systems (ITS) is the application of computer, electronics, and communication technologies and management strategies in an integrated manner to provide traveler information to increase the safety and efficiency of the surface transportation systems. These systems involve vehicles, drivers, passengers, road operators, and managers all interacting with each other and the environment, and linking with the complex infrastructure systems to improve the safety and capacity of road systems.

As reported by Commission for Global Road Safety(June 2006) , the global road deaths were between 750,000 to 880,000 in the year 1999 and estimated about 1.25 million deaths per year and the toll is increasing further. World health organization report (1999), showed that in the year 1990 road accidents as a cause of death or disability were the ninth most significant cause of death or disability and predicted that by 2020 this will move to sixth place. Without significant changes to the road transport systems these dreadful figures are likely to increase significantly. Traditional driver training, infrastructure and safety improvements, may contribute to certain extent to reduce the number of accidents but not enough to combat this menace. Intelligent Transport Systems are the best solution to the problem. Safety is one of the principal driving forces behind the evolution, development, standardization, and implementation of ITS systems.

ITS improves transportation safety and mobility and enhances global connectivity by means of productivity improvements achieved through the integration of advanced communications technologies into the transportation infrastructure and in vehicles. Intelligent transportation systems encompass a broad range of wireless and wire line communication based information and electronics technologies to better manage traffic and maximize the utilization of the existing transportation infrastructure. It improves driving experience, safety and capacity of road systems, reduces risks in transportation, relieves traffic congestion, improves transportation efficiency and reduces pollution.

3 ITS user services

In order to deploy ITS, a framework is developed highlighting various services the ITS can offer to the users. A list of 33 user services has been provided in the National ITS Program Plan. The number of user services, keep changing over time when a new service is added. All the above services are divided in eight groups. The division of these services is based on the perspective of the organization and sharing of common technical functions. Some of the user services offered by ITS are shown in Fig. 1. The eight groups are described as follows:

  1. Travel and traffic management
  2. Public transportation operations
  3. Electronic payment
  4. Commercial vehicle operations
  5. Advance vehicle control and safety systems
  6. Emergency management
  7. Information management
  8. Maintenance and construction management


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Figure 1: ITS user services


3.1 Travel and traffic management

The main objective of this group of services is to use real time information on the status of the transportation system to improve its efficiency and productivity and to mitigate the adverse environmental impacts of the system. This group of user service is further divided in 10 user services. Most of these services share information with one another in a highly integrated manner for the overall benefit of the road transportation system. These services are described as below:

3.1.1 Pre trip information

This user service provides information to the travelers about the transportation system before they begin their trips so that they can make more informed decisions regarding their time of departure, the mode to use and route to take to their destinations. The travelers can access this information through computer or telephone systems at home or work and at major public places. Pre travel information can be accessed through mobile phones as shown in Fig. 2. Different routes and respective travel time durations indicated on VMS are shown in Fig. 3. The information include real time flow condition, real incidents and suggested alternate routes, scheduled road construction and maintenance tasks, transit routes, schedules, fares, transfers, and parking facilities.


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Figure 2: Pre trip information



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Figure 3: VMS showing routes


3.1.2 En-route driver information

This user service provides travel related information to the travelers en route after they start their trips through variable message signs (VMS), car radio, or portable communication devices. Fig. 4 shows the various congested and non congested routes shown on display screen. VMS indicating different routes and travel time is shown in Fig. 5. This helps the travelers to better utilize the existing facility by changing routes etc to avoid congestion. This also provides warning messages for roadway signs such as stop signs, sharp curves, reduced speed advisories, wet road condition flashed with in vehicle displays to the travelers to improve the safety of operating a vehicle. The information can be presented as voice output also.


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Figure 4: Showing congested routes



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Figure 5: VMS showing routes and travel times


3.1.3 Route guidance

This service provides information to the travellers with a suggested route to reach a specified destination, along with simple instructions on upcoming turns and other manoeuvres. This also provides travellers of all modes the real-time information about the transportation system, including traffic conditions, road closures, and the status and schedule of transit systems. The benefits of this service are reduced delay and drivers stress levels particularly in an unfamiliar area.

3.1.4 Ride matching and reservation

This user service provide real-time ride matching information to travellers in their homes, offices or other locations, and assists transportation providers with vehicle assignments and scheduling. Travellers give information to the service center and get number of ride sharing options from which they can choose the best.

3.1.5 Traveler Services Information

This service provides a business directory of information on travel-related services and facilities like the location, operating hours, and availability of food, lodging, parking, auto repair, hospitals, gas stations and police facilities. This also makes reservations for many of these traveler services. The traveler services information are accessible in the home, office or other public locations to help plan trips. These services are available en-route also.

3.1.6 Traffic Control

This service collects the real time data from the transportation system, processes it into usable information, and uses it to determine the optimum assignment of right-of-way to vehicles and pedestrians. This helps in improving the flow of traffic by giving preference to transit and other high occupancy vehicles or by adjusting the signal timing to current traffic conditions. The information collected by the Traffic Control service is also disseminated for use by many other user services.

3.1.7 Incident Management


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Figure 6: Incident management


This service aims to improve the incident management and response capabilities of transportation and public safety officials, the towing and recovery industry, and others involved in incident response. Advanced sensors (close circuit TV cameras), data processors and communication technologies are used to identify incidents quickly and accurately and to implement response which minimizes traffic congestion and the effects of these incidents on the environment and the movement of people and goods. Fig. 6 shows the occurrence of incident and its detection by the center and decision implemented responding to the incident on a highway pertaining to incident management.

3.1.8 Travel Demand Management

This user service develop and implement strategies to reduce the number of single occupancy vehicles while encouraging the use of high occupancy vehicles and the use of more efficient travel mode. The strategies adopted are:

  1. Congestion pricing
  2. Parking management and control
  3. Mode change support
  4. Telecommuting and alternate work schedule.

3.1.9 Emissions Testing and Mitigation

The main objective of this service is to monitor and implement strategies to divert traffic away from sensitive air quality areas, or control access to such areas using advanced sensors. This also used to identify vehicles emitting pollutants exceeding the standard values and to inform drivers to enable them to take corrective action. This helps in facilitating implementation and evaluation of various pollution control strategies by authorities.

3.1.10 Highway Rail Intersection

This service is to provide improved control of highway and train traffic to avoid or decrease the severity of collisions between trains and vehicles at highway-rail intersections. This also monitors the condition of various HRI equipments.

3.2 Public transportation operations

This group of service is concerned with improving the public transportation systems and encouraging their use. Fig. 7 shows different public transportation facilities. This group is divided in four services which are described as below:


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Figure 7: Different public transportation systems


3.2.1 Public Transportation Management

This user service collects data through advanced communications and information systems to improve the operations of vehicles and facilities and to automate the planning and management functions of public transit systems. This offers three tasks:

  1. To provide real-time computer analysis of vehicles and facilities to improve transit operations and maintenance by monitoring the location of transit vehicles, by identifying deviations from the schedule, and offering potential solutions to dispatchers and operators.
  2. To maintain transportation schedules and to assure transfer connections from vehicle to vehicle and between modes to facilitate quick response to service delays .
  3. To enhance security of transit personnel by providing access management of transit vehicles.

3.2.2 En-Route Transit Information

This service is intended to provide information on expected arrival times of t vehicles, transfers, and connections to travellers after they begin their trips using public transportation. This also provide real-time, accurate transit service information on-board the vehicle, at transit stations and bus stops to assist travellers in making decisions and modify their trips underway.

3.2.3 Personalized Public Transit

The aim of this service is to offer public transport facility to travellers by assigning or scheduling vehicles by

  1. diverting flexibly routed transit vehicles.
  2. assigning privately operated vehicles on demand which include small buses, taxicabs, or other small, shared-ride vehicles.

Under this service, travellers provide information of their trip origin and destination to service station. The center then assigns the closest vehicle to service the request and to inform the travellers regarding arrival of such vehicles well in advance to reduce their anxiety.

3.2.4 Public Travel Security

This user service creates a secure environment for public transportation operators and support staff and monitors the environment in transit facilities, transit stations, parking lots, bus stops and on-board transit vehicles and generates alarms (either automatically or manually) when necessary. It also provides security to the systems that monitor key infrastructure of transit (rail track, bridges, tunnels, bus guide ways, etc.).

3.3 Electronic payment

This user service allows travellers to pay for transportation services with a common electronic payment medium for different transportation modes and functions. Toll collection, transit fare payment, and parking payment are linked through a multi-modal multi-use electronic system. With an integrated payment system a traveller driving on a toll road, using parking lot would be able to use the same electronic device to pay toll, parking price and the transit fare. Fig. 8 shows the electronic payment facility by radio car tag.


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Figure 8: Electronic payment facility


3.4 Commercial Vehicle operations

The aim is to improve the efficiency and safety of commercial vehicle operations. This involves following services:

  1. CV electronic clearance
  2. Automated road side safety inspection
  3. On-board safety monitoring administrative process
  4. Hazardous material incident response
  5. Freight Mobility

3.4.1 Commercial Vehicle Electronic Clearance

This service allows enforcement personnel to electronically check safety status, vehicle’s credentials, and size and weight data for the commercial vehicles before they reach an inspection site. The authorities send the illegal or potentially unsafe vehicles only for inspection and bypass safe and legal carriers to travel without stopping for compliance checks at weigh stations and other inspection sites.

3.4.2 Automated Roadside Safety Inspection

At inspection station the safety requirements are checked more quickly and more accurately during a safety inspection using automated inspection capabilities. Advanced equipments are used to check brake, steering and suspension performance and also the driver’s performance pertaining to driver alertness and fitness for duty.

3.4.3 On-board Safety Monitoring

This service monitors the driver, vehicle, and cargo and notify the driver, carrier, and, also to the enforcement personnel, if an unsafe situation arises during operation of the vehicle. This is user service also assures freight container, trailer, and commercial vehicle integrity by monitoring on-board sensors for a breach or tamper event.

3.4.4 Commercial Vehicle Administrative Processes

This service allows carriers to purchase credentials such as fuel use taxes, trip permits, overweight permit, or hazardous material permits automatically. The mileage and fuel reporting and auditing components are provided to the carriers automatically which reduce significant amount of time and paperwork.

3.4.5 Hazardous Materials Incident Response

This user service provides immediate information regarding the types and quantities of hazardous materials present at incident location to the emergency personnel in order to facilitate a quick and appropriate response. The emergency personnel are informed regarding shipment of any sensitive hazardous materials so that timely action could be taken in case of accidents.

3.4.6 Freight Mobility

This service provides information to the drivers, dispatchers, and inter-modal transportation providers, enabling carriers to take advantage of real-time traffic information, as well as vehicle and load location information, to increase productivity.

3.5 Advanced vehicle control and safety systems

This user service aims to improve the safety of the transportation system by supplementing drivers’ abilities to maintain vigilance and control of the vehicle by enhancing the crash avoidance capabilities of vehicles. Following user services are included in this group:

3.5.1 Longitudinal Collision Avoidance

This user service provides assistance to vehicle operators in avoiding longitudinal collisions to the front and/or rear of the vehicle. This is achieved by implementing rear-end collision warning and control, Adaptive Cruise Control (ACC), head-on collision warning and control, and backing collision warning to the drivers.

3.5.2 Lateral Collision Avoidance

This helps drivers in avoiding accidents that result when a vehicle leaves its own lane of travel, by warning drivers and by assuming temporary control of the vehicle. This service provides to the drivers the lane change/blind spot situation display, collision warning control and lane departure warning and control.

3.5.3 Intersection Collision Avoidance

This user service is specifically aimed at providing vehicle operators with assistance in avoiding collisions at intersections. The system tracks the position of vehicles within the intersection area through the use of vehicle-to-vehicle communications or vehicle to infrastructure communications.

3.5.4 Vision Enhancement for Crash Avoidance

This service helps in reducing the number of vehicle crashes that occur during periods of poor visibility by in vehicle sensors capable of capturing an image of driving environment and providing a graphical display of the image to the drivers.

3.5.5 Safety Readiness

This helps to provide drivers with warnings regarding their own driving performance, the condition of the vehicle, and the condition of the roadway as sensed from the vehicle.

3.5.6 Pre-Crash Restraint Deployment

This service helps in reducing the number and severity of injuries caused by vehicle collisions by anticipating an imminent collision and by activating passenger safety systems prior to the actual impact.

3.5.7 Automated Vehicle Operations (AVO)

This service provides a fully automated vehicle-highway system in which instrumented vehicles operate on instrumented roadways without operator intervention.

3.6 Emergency management

This service has two functions:

  1. Emergency notification and personal security - This is to provide travellers the ability to notify appropriate emergency response personnel regarding the need for assistance due to emergency or non-emergency situations either by manually or automatically from the vehicle on the occurrence of an accident.
  2. Emergency vehicle management - This user service is to reduce the time from the receipt of an emergency notification to the arrival of the emergency vehicles at incident location thereby reducing the severity of accident injuries.

3.7 Information management

This service is aimed to provide the functionality needed to store and archive the huge amounts of data being collected on a continuous basis by different ITS technologies.

3.8 Maintenance and construction management

This user service is aimed to provide the functionality needed for managing the fleets of maintenance vehicles, managing the roadway with regards to construction and maintenance and safe roadway operations.

4 ITS Architecture

The ITS Architecture provides a common framework for planning, defining, and integrating intelligent transportation systems. It specifies how the different ITS components would interact with each other to help solving transportation problems. It provides the transportation professionals to address their needs with wide variety of options. It identifies and describes various functions and assigns responsibilities to various stake-holders of ITS. The ITS architecture should be common and of specified standards throughout the state or region so that it can address solution to several problems while interacting with various agencies.

  1. Interoperability - The ITS architecture should be such that the information collected, function implemented or any equipment installed be interoperable by various agencies in different state and regions.
  2. Capable of sharing and exchanging information - The information by traffic operations may be useful to the emergency services.
  3. Resource sharing - regional communication towers constructed by various private agencies are required to be shared by ITS operations.

4.1 National ITS architecture

This is developed by US Department of Transportation to provide guidance and co-ordinate all regions in deploying ITS. It documents all information available and keep updating continuously. The national architecture contains the following components:

4.2 User services and their requirements

A number of functions are needed to accomplish the user services. These functional statements are called user services requirements. For all the user services the requirements have been specified. If any new function is added, new requirements are to be defined. Table. 1 shows an illustration of user service requirements for traffic control user service.



Table 1: User service requirements for Traffic Control user service

Traffic Control provides the capability to efficiently manage the movement of traffic
on streets and highways. Four functions are provided which are
(1) Traffic Flow Optimization,
(2) Traffic Surveillance,
(3) Control, and
(4) Provide Information.
This will also include control of network signal systems with integration of freeway
control. The specified User service requirements
(1) TC shall include a Traffic Flow Optimization function to provide the capability
to optimize traffic flow.
(1.1) Traffic Flow Optimization shall employ control strategies that seek to maximize
traffic-movement efficiency.
(1.2) Traffic Flow Optimization shall include a wide area optimization capability, to
include several jurisdictions.
(1.2.1) Wide area optimization shall integrate the control of network signal systems
with the control of freeways.
(1.2.2) Wide area optimization shall include features that provide preferential
treatment for transit vehicles.
(2) TC shall include a Traffic Surveillance function.


4.3 Logical architecture

To accomplish user service requirements many functions or processes are needed. The logical architecture defines a set of functions (or processes) and information flows (or data flows) that respond to the user service requirements. It describes the lower end interaction of different components of ITS. Processes and data flows are grouped to form a particular functions. These are represented graphically by data flow diagrams (DFDs). Fig. 9 shows the interaction of Manage Traffic process with other processes. Each process is broken down into more sub processes. The sub process is further broken into sub process which are called process specifications (P-specs) lowest level. These p specs are required to be performed to fulfill user services requirements. Fig. 10 shows process decomposition into process specifications.


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Figure 9: High level ITS logical architecture



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Figure 10: Decomposition of process into P-specs


4.4 Physical architecture

The functions from logical architecture that serve the same need are grouped into sub systems. With these subsystems a physical entity is developed to deliver functions. The data flow of logical architecture are also combined to define interface between subsystems. Fig. 11 shows the functions A and B of logical architecture assigned to subsystem A in physical architecture. Both the architecture forms the core of ITS.


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Figure 11: Assigning function from logical to the physical architecture


The physical architecture of ITS defines the physical subsystems and architectural flows based on the logical architecture. The 22 subsystems are broadly classified in four groups as centers, field, vehicle, and travelers. Fig. 12 shows the subsystems and communications that comprise the national physical architecture. The subsystem represent aggregation of functions that serve the same transportation need and closely correspond to physical elements of transportation management system.

Vehicle group consists of five different types of vehicles. The traveler group represents different ways a traveler can access information on the status of the transportation system. There are four different types of communication systems.

  1. Fixed point to fixed point
  2. Wide area wireless
  3. Vehicle - vehicle communication
  4. Field - vehicle communication


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Figure 12: National ITS physical architecture showing subsystems and communications


Through the communication systems all the subsystems are interconnected and transfer the required data. Fig. 13 shows the communication between traffic management subsystem and the roadway subsystem. Traffic management subsystem is connected to communications which gets real time information of the transportation system through roadway subsystem which comprise of signal control, detectors, camera, VMS etc.


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Figure 13: Communications between subsystems of physical architecture


4.5 Equipment packages

In order to provide more deployment oriented perspective to the ITS architecture an equipment package is developed. In this similar functions of a particular subsystem are grouped together and implemented by a package of hardware and software facilities. As an example Table. 2 shows the TMC signal control equipment package and its functional requirements.



Table 2: TMC Signal control equipment package

TMC Equipment package provides the capability for traffic managers to monitor
and manage the traffic flow at signalized intersections. It analyzes and reduces the
collected data from traffic surveillance equipment and implements control plans
for signalized intersections.
TMC signal control equipment package contains five P- specs:
(i) Traffic operation personnel traffic interface
(ii) Process traffic data
(iii) Select strategy
(iv) Determine indicator state for road management
(v) Output control data for roads


4.6 Market package

The market package defines a set of equipment packages that are required to work together to provide a given transportation service. Most market packages are made up of equipment packages from two or more subsystems. These are designed to address specific transportation problems and needs. Fig. 14 shows surface street control market package.


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Figure 14: Surface street control market package


This package provide the central control and monitoring equipment, communication links and the signal control equipment that support local street control or arterial traffic management. The various signal control systems dynamically adjusted control plans and strategies based on current traffic conditions and priority requests.

5 ITS Planning

ITS planning is to integrate ITS into the transportation planning process.

5.1 Transportation planning and ITS

Transportation planning helps in shaping a well balanced transportation system that can meet future demands. Transportation planning is an iterative process which include problem identification, solution generation, analysis, evaluation and implementation. This can be integrated with ITS using computers, communication systems and software. As planning is normally made for long period, installing ITS facilities needs to be updated and one should ensure that the equipments and technologies are compatible for future improvement and expansion. The steps in traditional transportation planning are as follows:

  1. Establish goals and objectives
  2. Inventory existing conditions
  3. Analyze existing conditions
  4. Long range/ short range element
  5. Forecast land use, population/employment
  6. Forecast future travel/trips
  7. Develop and evaluate alternative transportation plans
  8. Prepare recommended plans and programs

ITS transportation planning process differs from the traditional transportation planning process. ITS has the unique capability to integrate different modes of transportation such as public auto, transit, and infra-structural elements through communications and control. The multi-modal integration potential provides a great opportunity for planning across modes. The comparison between ITS approach and conventional approach for solving various transportation problems are shown for few problems are shown in table. 3.



Table 3: Relationship between problems, conventional approach and ITS approach




Problem Possible solutionsConventional approach ITS approach




Lack of Provide user Expand fixed route Multi-modal pre trip and
mobility friendly access to transit and Para en-route traveler
and quality transit service information
accessibility transportation
services Radio and TV Personalize public
traffic reports transportation
Enhance fare card




Traffic Increase roadway New roads Advanced traffic
congestion capacity control, advanced
Car pooling vehicle systems
Reduce demand
Flex-time program Real time ride matching
Personalized public
transport
Telecommuting
transportation pricing




Traffic Improve safety Improve roadway Fully automated vehicle
accidents geometry, sight control system
distance, traffic
signal Automated warning
system
Grade separated
intersection Driver condition on
monitoring
Driver training
Automated detection of
Street lighting adverse weather
Emergency notification





5.2 Planning and ITS architecture

ITS architecture is a useful tool for integrating ITS technique into planning process. The ITS architecture defines the comprehensive set of data that should be shared by various agencies of transportation network. With the knowledge of what data must be exchanged, these agencies develop a common interest in cooperating planning efforts between all transportation projects.

5.3 Planning for ITS

ITS planning process follows a systems engineering approach to develop a deployment plan in descending order vision, goal, objectives, and functions. Table. 4 shows the ITS approach for achieving goal “enhance public safety”.



Table 4: ITS approach for the goal enhance public safety



Vision
Improvement of travelers safety by providing advance warning by
implementing crash counter measures and by controlling to the security
of the transportation facilities



Goal
Enhance public safety



Objectives Promote safety of transportation Reduce crashes on freeways
facility and streets



Functions # Monitoring of rest areas # Implement crash counter
measures at high accident
# Provide public safety at park locations
and ride lots
# Implement work zone safety
# Coordinate emergency response measures
using appropriate agency
# Install traffic signs signals and
road marking
# Remove obstruction from the
incident scene




5.4 Integrating ITS into Transportation planning

Integrating ITS into transportation planning process require overcoming some obstacles and some changes in the business practices of many institutions. The major challenges in mainstreaming ITS into everyday operations of transportation agencies are:

Most public agencies are aware of the challenges in mainstreaming ITS into transportation planning process where ITS projects are part of traditional transportation programs on local or state level to achieve the best output from transportation investments.

6 Summary

This lecture introduces three important intelligent transportation system concepts such as: user services architecture planning. ITS user services includes concept on Travel and traffic management, Public transportation operations, Electronic payment, Commercial Vehicle operations, Advanced vehicle control and safety systems, Emergency management, Information management, and Maintenance and construction management A general ITS architecture and its national representation is then covered. The ITS planning discusses how to integrate ITS into transportation planning

Exercises

  1. Not Available

References

  1. M A Chowdhary and A Sadek. Fundamentals of Intelligent Transportation systems planning. Artech House Inc., US, 2003.
  2. Bob Williams. Intelligent transportation systems standards. Artech House, London, 2008.

Acknowledgments

I wish to thank several of my students and staff of NPTEL for their contribution in this lecture. Specially, I wish to thank my student Mr. Shekhar Babu for his assistance in developing the lecture note, and my staff Ms. Reeba in typesetting the materials. I also appreciate your constructive feedback which may be sent to tvm@civil.iitb.ac.in

Prof. Tom V. Mathew
Department of Civil Engineering
Indian Institute of Technology Bombay, India

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Thursday 28 September 2023 11:41:01 AM IST