Modeling and Estimation Techniques for Understanding Heterogeneous Traffic Behavior

Modeling and Estimation Techniques for Understanding Heterogeneous Traffic Behavior
Author: Zhili Zhao
Publisher:
Total Pages:
Release: 2004
Genre:
ISBN:

The majority of current internet traffic is based on TCP. With the emergence of new applications, especially new multimedia applications, however, UDP-based traffic is expected to increase. Furthermore, multimedia applications have sparkled the development of protocols responding to congestion while behaving differently from TCP. As a result, network traffc is expected to become more and more diverse. The increasing link capacity further stimulates new applications utilizing higher bandwidths of future. Besides the traffic diversity, the network is also evolving around new technologies. These trends in the Internet motivate our research work. In this dissertation, modeling and estimation techniques of heterogeneous traffic at a router are presented. The idea of the presented techniques is that if the observed queue length and packet drop probability do not match the predictions from a model of responsive (TCP) traffic, then the error must come from non-responsive traffic; it can then be used for estimating the proportion of non-responsive traffic. The proposed scheme is based on the queue length history, packet drop history, expected TCP and queue dynamics. The effectiveness of the proposed techniques over a wide range of traffic scenarios is corroborated using NS-2 based simulations. Possible applications based on the estimation technique are discussed. The implementation of the estimation technique in the Linux kernel is presented in order to validate our estimation technique in a realistic network environment.

Road Traffic Modeling and Management

Road Traffic Modeling and Management
Author: Fouzi Harrou
Publisher: Elsevier
Total Pages: 270
Release: 2021-10-05
Genre: Transportation
ISBN: 0128234334

Road Traffic Modeling and Management: Using Statistical Monitoring and Deep Learning provides a framework for understanding and enhancing road traffic monitoring and management. The book examines commonly used traffic analysis methodologies as well the emerging methods that use deep learning methods. Other sections discuss how to understand statistical models and machine learning algorithms and how to apply them to traffic modeling, estimation, forecasting and traffic congestion monitoring. Providing both a theoretical framework along with practical technical solutions, this book is ideal for researchers and practitioners who want to improve the performance of intelligent transportation systems. Provides integrated, up-to-date and complete coverage of the key components for intelligent transportation systems: traffic modeling, forecasting, estimation and monitoring Uses methods based on video and time series data for traffic modeling and forecasting Includes case studies, key processes guidance and comparisons of different methodologies

Transportation Research

Transportation Research
Author: Dharamveer Singh
Publisher: Springer Nature
Total Pages: 846
Release: 2024-01-22
Genre: Technology & Engineering
ISBN: 9819960908

This book is a collection of selected research papers from the 14th conference of the Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). It covers the broad area of transportation planning and policy, pavement design and engineering, emerging technologies in transportation, traffic management, operations, and safety, and sustainable mobility in transportation. The book aims to provide deeper understanding of the transportation issues, solutions, and learnings from the implemented solutions. This book will be of best interest for academicians, researchers, policy makers, and practitioners.

Proceedings of the Sixth International Conference of Transportation Research Group of India

Proceedings of the Sixth International Conference of Transportation Research Group of India
Author: Lelitha Devi
Publisher: Springer Nature
Total Pages: 350
Release: 2022-09-01
Genre: Technology & Engineering
ISBN: 9811934940

This book comprises the proceedings of the Sixth International Conference of Transportation Research Group of India (CTRG2021) focusing on emerging opportunities and challenges in the field of transportation of people and freight. The contents of the volume include Traffic flow theory, Travel Behaviour, Walking Dynamics of Pedestrians, Urban Traffic characteristics, and uncontrolled intersections. This book will be beneficial to researchers, educators, practitioners, and policymakers alike.

Proceedings of the Fifth International Conference of Transportation Research Group of India

Proceedings of the Fifth International Conference of Transportation Research Group of India
Author: Dharamveer Singh
Publisher: Springer Nature
Total Pages: 523
Release: 2022-05-13
Genre: Technology & Engineering
ISBN: 9811699216

This book (in three volumes) comprises the proceedings of the Fifth Conference of Transportation Research Group of India (CTRG2019) focusing on emerging opportunities and challenges in the field of transportation of people and freight. The contents of the book include characterization of conventional and innovative pavement materials, operational effects of road geometry, user impact of multimodal transport projects, spatial analysis of travel patterns, socio-economic impacts of transport projects, analysis of transportation policy and planning for safety and security, technology-enabled models of mobility services, etc. This book will be beneficial to researchers, educators, practitioners and policymakers alike.