NDLI: Real-time Traffic Prediction Using AOSVR and Cloud Model

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2015 IEEE 18th International Conference on Intelligent Transportation Systems

17th International IEEE Conference on Intelligent Transportation Systems (ITSC)

16th International IEEE Conference on Intelligent Transportation Systems (ITSC 2013)

2012 15th International IEEE Conference on Intelligent Transportation Systems

2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC)

13th International IEEE Conference on Intelligent Transportation Systems

2009 12th International IEEE Conference on Intelligent Transportation Systems

2008 11th International IEEE Conference on Intelligent Transportation Systems

2007 IEEE Intelligent Transportation Systems Conference

Table of contents

A Passive Transit Signal Priority Approach for Bus Rapid Transit System

Pattern Analysis of Mobile Traffic Information User Service

FreeSim - a free real-time freeway traffic simulator

Vision-based pedestrian detection -reliable pedestrian candidate detection by combining IPM and a 1D profile

A Study on switching AR-HMM driving behavior model depending on driver's states

Influence of Environment Conditions on Traffic Flow

A new environment for distributed multiple vehicles dynamics control and simulation

Control Allocation based Electronic Stability Control System for a Conventional Road Vehicle

Reducing the Communication Required By DSRC-Based Vehicle Safety Systems

Incident Detection from Low-angle Images of Heavy Traffics in Tunnels

Toward Optimal Sensor Density for Improved Freeway Travel Time Estimation and Traveler Information

Development of VII System Based on Shockwave Prediction on Saturation

A Lidar and Vision-based Approach for Pedestrian and Vehicle Detection and Tracking

Improving Vehicle Positioning and Visual Feature Estimates through Mutual Constraint

Predictive Intelligent Fuzzy Control for Cooperative Motion of Two Nonholonomic Wheeled Cars

Empirical Investigations on Traffic Phase Transitions at Beijing Ring Road

Research on Technology for Reducing Sudden Pedestrian or Cyclist Accidents with Vehicles

An Optimization Model for Rigorously Assessing Efficient Heuristics for Traffic Coordination at Intersections

Lateral State Prediction for Automated Steering using Reliability-Weighted Measurements from Multiple Sensors

Improved training algorithm for tree-like classifiers and its application to vehicle detection

Multiple Model based Lane Change Prediction for Road Vehicles with Low Cost GPS/IMU

A New Method For Urban Traffic State Estimation Based On Vehicle Tracking Algorithm

Radar-Vision Fusion with an Application to Car-Following using an Improved AdaBoost Detection Algorithm

Forklift Trucks as Mobile Radio Frequency Identification Antenna Gates in Material Flow

Improving Arterial Performance Measurement Using Traffic Signal System Data

Road user's behavior analyses of urban intersections

Cluster-based Medium Access Scheme for VANETs

An Algorithm to Compensate for Road Illumination Changes for AID Systems

Comparison between Partial Least Squares Regression and Support Vector Machine for Freeway Incident Detection

Freeway Traffic Modeling: Extension to Different Vehicle Classes and Numerical Analysis

STIS: Smart Travel Planning Across Multiple Modes of Transportation

Car sharing system: what transaction datasets reveal on users' behaviors

Qualification Tests of HF RFID Foil Transponders for a Vehicle Guidance System

Lessons from Developing an Archived Data User Service in Portland, Oregon: Who Is Using It?

A Real-Time Route Diversion Management System

Statistical Analysis of Spatiotemporal Link and Path Flow Variability

Field Evaluation of Energy and Environmental Impacts of Driver Route Choice Decisions

Dynamic Information Sharing using a Distributed Traffic Surveillance Infrastructure

Model and Optimal Control for Urban Traffic Network under Incident Condition

A Case Study on Highway Flow Model Using 2-D Gaussian Mixture Modeling

3D Vehicle Extraction and Tracking from Multiple Viewpoints for Traffic Monitoring by using Probability Fusion Map

Time-Optimal Control for One Dimensional Evacuation System

Transportation Network Design Considering Travel Time Reliability

A Flow Volumes Data Compression Approach for Traffic Network Based on Principal Component Analysis

Real-time Traffic Prediction Using AOSVR and Cloud Model

Optimization of Sequencing for Aircraft Arrival Based on Approach Routes

A Dynamic Traffic Forecast Using Hybrid Wavelet Network with an Adaptive Genetic Local Search

Environmentally-Friendly Navigation

A Hierarchy Control Algorithm and its application in Urban Arterial Control Problem

Oversaturated adjacent intersections control based on multi-Objective compatible control algorithm

An Inertial Sensor for Mechanical Compensation of the Vehicle Vertical Movement Impact on In-Vehicle Embedded Camera Orientation

Study on Bus Route Evaluation System in Beijing Based on AHP

Automated Vehicle Velocity Estimation Using a Dual-Line Asynchronous Sensor

A Google-Map-Based Arterial Traffic Information System

Extrinsic Camera Calibration for an On-board Two-Camera System without overlapping Field of View

An Efficient Near-ML Algorithm with SQRD for Wireless MIMO Communications in Metro Transportation Systems

Optimization of roundabout control method based on dissymmetry

Automated Vehicle Overtaking based on a Multiple-Goal Reinforcement Learning Framework

Multi-Classifier Based LIDAR and Camera Fusion

Multiple Vehicles Detection and Tracking based on Scale-Invariant Feature Transform

Stereovision Based Vehicle Tracking in Urban Traffic Environments

Lane Geometry Estimation in Urban Environments Using a Stereovision System

Time-to-Line-Crossing: from Perception to Control Variable

Toward Intelligent Power Consumption Optimization in Long High-Speed Passenger Conveyors

Accurate Speed Measurement from Vehicle Trajectories using AdaBoost Detection and Robust Template Tracking

Determining Highway Toll: Revenue Maximization Approach

3D Velocity Filters for Improved Object Detection in Automotive Applications

A Pedestrian Detector Using Histograms of Oriented Gradients and a Support Vector Machine Classifier

Collision Pattern Modeling and Real-Time Collision Detection at Road Intersections

An HMM-Based Algorithm for Vehicle Detection in Congested Traffic Situations

A Symmetry-based Validator and Refinement System for Pedestrian Detection in Far Infrared Images

A Novel Real-time Traffic Information System Based on Wireless Mesh Networks

Outdoor Obstacle Detection and Localisation with Monovision and 3D Geographical Database

Analysis of Time- and Space-domain Sampling for Probe Vehicle-based Traffic Information System

Optimal Multi-Sensor Selection for Driver Assistance Systems under Dynamical Driving Environment

Vehicle Counting with an Embedded Traffic Data System using an Optical Transient Sensor

A queue-based macroscopic model for performance evaluation of congested urban traffic networks

A Drowsiness and Point of Attention Monitoring System for Driver Vigilance

Statistical and Queuing Analyses of Freeway Incidents in Washington State

Congestion Alleviation Scheduling Technique for Car Drivers Based on Prediction of Future Congestion on Roads and Spots

Self-Organization in Trafric Networks by Digital Pheromones

Prediction Time Horizon and Effectiveness of Real-time Data on Short-term Traffic Predictability

The Air Traffic Flow Management with Dynamic Capacity and Co-evolutionary Genetic Algorithm

Robust Real-Time Multiple Object Tracking in Traffic Scenes Using an Optical Matrix Range Sensor

Planning of Highway Traveler Information System of Jiangsu Province in China

Health Monitoring of a Truss Bridge using Adaptive Identification

Research on Standard ATIS Design Method for Trunk Roads in China

Traffic Incident Data Analysis and Performance Measures Development

Stochastic Path Prediction using the Unscented Transform with Numerical Integration

Cast Vehicle Shadow Segmentation Based on Contour Analysis

The European Integrated Project "SAFESPOT"-How ADAS applications co-operate for the driving safety

A Belief Propagation Approach to Traffic Prediction using Probe Vehicles

Toward Management and Imputation of Unavailable Data in Online Advanced Traveler Information Systems

Design, modeling and analysis of ITS using UML and Petri Nets

Urban Traffic Control Based on Learning Agents

On Intelligent Adaptive Vehicle Front-Lighting Assistance Systems

Real-Time Human Detection and Tracking from Mobile Vehicles

Endogenous Driver Compliance and Network Performances under ATIS

Enhance Emergency Services by Use of Novel Road Management System in Wireless City

Context-Adaptive Approach for Vehicle Detection Under Varying Lighting Conditions

A Wireless Sensor Network Architecture for Highway Intersection Collision Prevention

A Wireless Sensor Network Simulation for Highway Intersection Collision Prevention

Real-Time Video Based Highway Traffic Measurement and Performance Monitoring

A Comparative Methodology for Estimating the Capacity of a Freeway Section

Motorcycle Dynamic Model Synthesis for Two Wheeled Driving Simulator

A Driver Assisting System for Eco-Vehicles with Motor Drive Systems Which Avoids Collision with Running Vehicles by Using Inter-Vehicle Communications

Impact of Communication Reliability on a Cooperative Collision Warning System

Nonlinear Analysis of a Dynamical Model with Next-nearest-neighbor Interaction for Traffic

Visual Traffic Movement Counts at Intersection and Origin-Destination (O-D) Trip Table Estimation

Road Surface and Obstacle Detection Based on Elevation Maps from Dense Stereo

On the Limitations of Linear Models in Predicting Travel Times

Quantification of Congestion in Signalized Intersection Based on Loop Detector Data

Influence of Data Collection Location on Expressway Traffic Flow Character Research

Vehicle Road Sign Controller System: A Man-Machine Interface to Reduce Collisions

A Low-cost Vehicle Detection and Classification System based on Unmodulated Continuous-wave Radar

Tracking Ground Vehicles in Heavy-traffic Video by Grouping Tracks of Vehicle Corners

Model Estimation for Car-following Dynamics based on Adaptive Filtering Approach

Development of Navigation System for Autonomous Vehicle to Meet the DARPA Urban Grand Challenge

Improved Haar Wavelet Feature Extraction Approaches for Vehicle Detection

Vehicle Frontal Collision Warning System based on Improved Target Tracking and Threat Assessment

Vehicle Detection under Various Lighting Conditions by Incorporating Particle Filter

Lane Reservation for Highways (Position Paper)

Driver Assistance System Using Integrated Information from Lane Geometry and Vehicle Direction

Efficient Acquisition of Local Traffic Information using Inter-Vehicle Communication with Queries

A Transportation Facilities Management Tree Model Based on IPv6

Multi-camera Based Traffic Flow Characterization & Classification

Recognition of Road Contours Based on Extraction of 3D Positions of Delineators

Preliminary User Studies on Tactile Interface for Telematics Services

A Review of Lateral Driver Support Systems

A Radar Guided Vision System for Vehicle Validation and Vehicle Motion Characterization

An Extended Kalman Filter Application for Traffic State Estimation Using CTM with Implicit Mode Switching and Dynamic Parameters

Estimating Road Traffic Congestion using Cell Dwell Time with Simple Threshold and Fuzzy Logic Techniques

An Improved Evidential Fusion Approach for Real-time Urban Link Speed Estimation

Prioritized Traffic Information Delivery Based on Historical Data Analysis

Advancing the State-of-the-Art in Transportation Security Identification and Verification Technologies: Biometric and Multibiometric Systems

A Framework for the Development of Robust Lane Recognition Systems

Impact of Countdown Pedestrian Signals on Pedestrian Behavior and Perception of Intersection Safety in the District of Columbia

Evaluation of Passenger Transfer Efficiency of an Urban Public Transportation Terminal

Moving Object Refining in Traffic Monitoring Applications

Freeway Incident Management System Application in Jiangsu, China

Fast Color-Texture Discrimination: Application to Car Tracking

Study of Integrated Control Strategy of Urban Expressway Traffic Systems and Correlated Surface Street

Performance Evaluation of Multi-hop Inter-Vehicle Communication for Vehicle Safety Using Road to Vehicle Communication to Control

Sound Localization of Approaching Vehicles Using Uniform Microphone Array

Mining for Similarities in Urban Traffic Flow Using Wavelets

Autonomous Mobile Systems: Fuzzy Controller Design with VLSI Approach

Cluster Analysis on Evaluation Indicators of Driver Characteristics

Calibration of Discretionary Lane Changing Model Based on Close-range Photogrammetry

Simulation-based Input Loading Condition Optimisation of Airport Baggage Handling Systems

A Study on Data Parallel Optimization for Real-time Vehicle Recognition Algorithm

Optimal Control of Pedestrian Evacuation in a Corridor

Travel Time Enabled Bus Route Navigation System Experiment in Beijing

Cooperative Communication Disturbance Detection in Vehicle Safety Systems

Study on Intelligent Lane Merge Control System for Freeway Work Zones

Clustering Formation for Inter-Vehicle Communication

Test-Bed Formation for Human Driver Model Development and Decision Making

Vehicle Classification for Single Loop Detector with Neural Genetic Controller: A Design Approach

High Speed Combined Micro/Macro Simulation of Traffic Flow

A Calculating Method of Intersection Delay under Signal Control

A Novel Omni-Directional Vision Sensing Technique for Traffic Surveillance

On Constructing a Base Map for Collaborative Map Generation and its Application in Urban Mobility Planning

Network-wide Performance Assessment of Urban Traffic Based on Probe Vehicle Data

Conflict Probability Estimations Based on Geometrical and Bayesian Approaches

A study on incident detection model applying APID model, fuzzy logic and traffic pattern

A Virtual Differential Map-Matching Algorithm

Microscopic Traffic Flow Quality of Service from the Drivers' Point of View

Analytical Tools for Loop Detectors and Traffic Monitoring Systems

Qualitative Analysis of Inter-Vehicle Relationship for Scenario Parsing

Probabilistic Collision Prediction for Vision-Based Automated Road Safety Analysis

Capability-Enhanced Microscopic Simulation with Real-time Traffic Signal Control

Analysis of a New Car-following Model with a Consideration of Multi-interaction of Preceding vehicles

Experiments on the Inverse GPS based Positioning System using 2.4GHz band Radio Signals

Analysis of a Secure Software Upload Technique in Advanced Vehicles using Wireless Links

A Dynamic Merge Metering-Based Unconventional Alternative to Traffic Control at Highway Bottlenecks

Performance Evaluation of Driving Assistance Systems that Uses Sensors and/or Communications

Residual Salinity Detection on Road Surface Using Neural Network

Assessing Surface Transportation Network Component Criticality: A Multi-Layer Graph-Based Approach

Improvement of a Shortest Routes Algorithm

Head Pose Estimation for Driver Assistance Systems: A Robust Algorithm and Experimental Evaluation

The Multi-Class Zone ITS Communication Scheme for Real-time Communications in Intersections

On the M-CubITS Pedestrian WYSIWYAS Navigation Using Tile Carpets

Algorithms for Calibrating Roadside Traffic Cameras and Estimating Mean Vehicle Speed

On Direction Position Oriented Design in M-CubITS Vehicle WYSIWYAS Navigation

A Roadside-to-vehicle Communication System for Vehicle Safety using Dual Frequency Channels

Anticipatory Vehicle Routing using Delegate Multi-Agent Systems

Enhancing MATSim with capabilities of within-day re-planning

Decentralised Car Traffic Control using Message Propagation and Re-routing

Role-based Discovery and Coordination of Semantic Transportation Services

An efficient non-linear Kalman filtering algorithm using simultaneous perturbation and applications in traffic estimation and prediction

A software architecture for artificial transportation systems - principles and framework

Simulating the Influence of Life Trajectory Events on Transport Mode Behavior in an Agent-based System

Marker-Based Localizing for Indoor Navigation

2006 IEEE Intelligent Transportation Systems Conference

Proceedings. 2005 IEEE Intelligent Transportation Systems, 2005.

Proceedings. The 7th International IEEE Conference on Intelligent Transportation Systems (IEEE Cat. No.04TH8749)

Proceedings of the 2003 IEEE International Conference on Intelligent Transportation Systems

Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems

ITSC 2001. 2001 IEEE Intelligent Transportation Systems. Proceedings (Cat. No.01TH8585)

ITSC2000. 2000 IEEE Intelligent Transportation Systems. Proceedings (Cat. No.00TH8493)

Proceedings 199 IEEE/IEEJ/JSAI International Conference on Intelligent Transportation Systems (Cat. No.99TH8383)

Proceedings of Conference on Intelligent Transportation Systems

Real-time Traffic Prediction Using AOSVR and Cloud Model

Content Provider	IEEE Xplore Digital Library
Author	Mo Zhao Kai Cao Sogen Ho
Copyright Year	2007
Description	Author affiliation: Shandong Univ. of Technol., Zibo (Mo Zhao; Kai Cao)
Abstract	Accuracy and time efficiency in prediction are couple of contradictions to be hard to resolve for real-time traffic information prediction. In order to improve time efficiency of prediction, we develop a real-time traffic information prediction model on the basis of Accurate On-line Support Vector Regression (AOSVR) in this paper, and a simplified computing method of sigmoid kernel based on cloud model is also proposed. Experiments are given to verify the performance of the developed predicting model, and the results obtained show that it obviously improves the time efficiency of predicting in spite of small decrease in precision due to simplifying computing of sigmoid kernel.
Starting Page	485
Ending Page	489
File Size	1317807
Page Count	5
File Format	PDF
ISBN	9781424413959
DOI	10.1109/ITSC.2007.4357669
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-09-30
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Traffic control Predictive models Kernel Intelligent transportation systems Real time systems Support vector machines Economic forecasting USA Councils Cloud computing Costs
Content Type	Text
Resource Type	Article

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